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Machine Learning with R Cookbook - Second Edition电子书

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作       者:AshishSingh Bhatia,Yu-Wei, Chiu (David Chiu)

出  版  社:Packt Publishing

出版时间:2017-10-23

字       数:52.7万

所属分类: 进口书 > 外文原版书 > 电脑/网络

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Explore over 110 recipes to analyze data and build predictive models with simple and easy-to-use R code About This Book ? Apply R to simplify predictive modeling with short and simple code ? Use machine learning to solve problems ranging from small to big data ? Build a training and testing dataset, applying different classification methods. Who This Book Is For This book is for data science professionals, data analysts, or people who have used R for data analysis and machine learning who now wish to become the go-to person for machine learning with R. Those who wish to improve the efficiency of their machine learning models and need to work with different kinds of data set will find this book very insightful. What You Will Learn ? Create and inspect transaction datasets and perform association analysis with the Apriori algorithm ? Visualize patterns and associations using a range of graphs and find frequent item-sets using the Eclat algorithm ? Compare differences between each regression method to discover how they solve problems ? Detect and impute missing values in air quality data ? Predict possible churn users with the classification approach ? Plot the autocorrelation function with time series analysis ? Use the Cox proportional hazards model for survival analysis ? Implement the clustering method to segment customer data ? Compress images with the dimension reduction method ? Incorporate R and Hadoop to solve machine learning problems on big data In Detail Big data has become a popular buzzword across many industries. An increasing number of people have been exposed to the term and are looking at how to leverage big data in their own businesses, to improve sales and profitability. However, collecting, aggregating, and visualizing data is just one part of the equation. Being able to extract useful information from data is another task, and a much more challenging one. Machine Learning with R Cookbook, Second Edition uses a practical approach to teach you how to perform machine learning with R. Each chapter is divided into several simple recipes. Through the step-by-step instructions provided in each recipe, you will be able to construct a predictive model by using a variety of machine learning packages. In this book, you will first learn to set up the R environment and use simple R commands to explore data. The next topic covers how to perform statistical analysis with machine learning analysis and assess created models, covered in detail later on in the book. You'll also learn how to integrate R and Hadoop to create a big data analysis platform. The detailed illustrations provide all the information required to start applying machine learning to individual projects. With Machine Learning with R Cookbook, machine learning has never been easier. Style and approach This is an easy-to-follow guide packed with hands-on examples of machine learning tasks. Each topic includes step-by-step instructions on tackling difficulties faced when applying R to machine learning.
目录展开

Title Page

Title Page

Title Page

Title Page

Second Edition

Second Edition

Second Edition

Second Edition

Copyright

Copyright

Copyright

Copyright

Machine Learning with R Cookbook

Machine Learning with R Cookbook

Machine Learning with R Cookbook

Machine Learning with R Cookbook

Second Edition

Second Edition

Second Edition

Second Edition

Credits

Credits

Credits

Credits

About the Authors

About the Authors

About the Authors

About the Authors

About the Reviewers

About the Reviewers

About the Reviewers

About the Reviewers

www.PacktPub.com

www.PacktPub.com

www.PacktPub.com

www.PacktPub.com

Why subscribe?

Why subscribe?

Why subscribe?

Why subscribe?

Customer Feedback

Customer Feedback

Customer Feedback

Customer Feedback

Preface

Preface

Preface

Preface

What this book covers

What this book covers

What this book covers

What this book covers

What you need for this book

What you need for this book

What you need for this book

What you need for this book

Who this book is for

Who this book is for

Who this book is for

Who this book is for

Sections

Sections

Sections

Sections

Getting ready

Getting ready

Getting ready

Getting ready

How to do it…

How to do it…

How to do it…

How to do it…

How it works…

How it works…

How it works…

How it works…

There's more…

There's more…

There's more…

There's more…

See also

See also

See also

See also

Conventions

Conventions

Conventions

Conventions

Reader feedback

Reader feedback

Reader feedback

Reader feedback

Customer support

Customer support

Customer support

Customer support

Downloading the example code

Downloading the example code

Downloading the example code

Downloading the example code

Errata

Errata

Errata

Errata

Piracy

Piracy

Piracy

Piracy

Questions

Questions

Questions

Questions

Practical Machine Learning with R

Practical Machine Learning with R

Practical Machine Learning with R

Practical Machine Learning with R

Introduction

Introduction

Introduction

Introduction

Downloading and installing R

Downloading and installing R

Downloading and installing R

Downloading and installing R

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Downloading and installing RStudio

Downloading and installing RStudio

Downloading and installing RStudio

Downloading and installing RStudio

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Installing and loading packages

Installing and loading packages

Installing and loading packages

Installing and loading packages

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Understanding of basic data structures

Understanding of basic data structures

Understanding of basic data structures

Understanding of basic data structures

Data types

Data types

Data types

Data types

Data structures

Data structures

Data structures

Data structures

Vectors

Vectors

Vectors

Vectors

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

Lists

Lists

Lists

Lists

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

Array

Array

Array

Array

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

Matrix

Matrix

Matrix

Matrix

How to do it...

How to do it...

How to do it...

How to do it...

DataFrame

DataFrame

DataFrame

DataFrame

How to do it...

How to do it...

How to do it...

How to do it...

Basic commands for subsetting

Basic commands for subsetting

Basic commands for subsetting

Basic commands for subsetting

How to do it...

How to do it...

How to do it...

How to do it...

Data input

Data input

Data input

Data input

Reading and writing data

Reading and writing data

Reading and writing data

Reading and writing data

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

There's more...

There's more...

There's more...

There's more...

Manipulating data

Manipulating data

Manipulating data

Manipulating data

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

There's more...

There's more...

There's more...

There's more...

Applying basic statistics

Applying basic statistics

Applying basic statistics

Applying basic statistics

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

There's more...

There's more...

There's more...

There's more...

Visualizing data

Visualizing data

Visualizing data

Visualizing data

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Getting a dataset for machine learning

Getting a dataset for machine learning

Getting a dataset for machine learning

Getting a dataset for machine learning

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Data Exploration with Air Quality Datasets

Data Exploration with Air Quality Datasets

Data Exploration with Air Quality Datasets

Data Exploration with Air Quality Datasets

Introduction

Introduction

Introduction

Introduction

Using air quality dataset

Using air quality dataset

Using air quality dataset

Using air quality dataset

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

There's more...

There's more...

There's more...

There's more...

Converting attributes to factor

Converting attributes to factor

Converting attributes to factor

Converting attributes to factor

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

There's more...

There's more...

There's more...

There's more...

Detecting missing values

Detecting missing values

Detecting missing values

Detecting missing values

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

There's more...

There's more...

There's more...

There's more...

Imputing missing values

Imputing missing values

Imputing missing values

Imputing missing values

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

Exploring and visualizing data

Exploring and visualizing data

Exploring and visualizing data

Exploring and visualizing data

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

Predicting values from datasets

Predicting values from datasets

Predicting values from datasets

Predicting values from datasets

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

Analyzing Time Series Data

Analyzing Time Series Data

Analyzing Time Series Data

Analyzing Time Series Data

Introduction

Introduction

Introduction

Introduction

Looking at time series data

Looking at time series data

Looking at time series data

Looking at time series data

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Plotting and forecasting time series data

Plotting and forecasting time series data

Plotting and forecasting time series data

Plotting and forecasting time series data

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Extracting, subsetting, merging, filling, and padding

Extracting, subsetting, merging, filling, and padding

Extracting, subsetting, merging, filling, and padding

Extracting, subsetting, merging, filling, and padding

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Successive differences and moving averages

Successive differences and moving averages

Successive differences and moving averages

Successive differences and moving averages

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Exponential smoothing

Exponential smoothing

Exponential smoothing

Exponential smoothing

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Plotting the autocorrelation function

Plotting the autocorrelation function

Plotting the autocorrelation function

Plotting the autocorrelation function

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

R and Statistics

R and Statistics

R and Statistics

R and Statistics

Introduction

Introduction

Introduction

Introduction

Understanding data sampling in R

Understanding data sampling in R

Understanding data sampling in R

Understanding data sampling in R

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Operating a probability distribution in R

Operating a probability distribution in R

Operating a probability distribution in R

Operating a probability distribution in R

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

There's more...

There's more...

There's more...

There's more...

Working with univariate descriptive statistics in R

Working with univariate descriptive statistics in R

Working with univariate descriptive statistics in R

Working with univariate descriptive statistics in R

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

There's more...

There's more...

There's more...

There's more...

Performing correlations and multivariate analysis

Performing correlations and multivariate analysis

Performing correlations and multivariate analysis

Performing correlations and multivariate analysis

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Conducting an exact binomial test

Conducting an exact binomial test

Conducting an exact binomial test

Conducting an exact binomial test

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Performing a student's t-test

Performing a student's t-test

Performing a student's t-test

Performing a student's t-test

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Performing the Kolmogorov-Smirnov test

Performing the Kolmogorov-Smirnov test

Performing the Kolmogorov-Smirnov test

Performing the Kolmogorov-Smirnov test

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Understanding the Wilcoxon Rank Sum and Signed Rank test

Understanding the Wilcoxon Rank Sum and Signed Rank test

Understanding the Wilcoxon Rank Sum and Signed Rank test

Understanding the Wilcoxon Rank Sum and Signed Rank test

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Working with Pearson's Chi-squared test

Working with Pearson's Chi-squared test

Working with Pearson's Chi-squared test

Working with Pearson's Chi-squared test

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

There's more...

There's more...

There's more...

There's more...

Conducting a one-way ANOVA

Conducting a one-way ANOVA

Conducting a one-way ANOVA

Conducting a one-way ANOVA

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

There's more...

There's more...

There's more...

There's more...

Performing a two-way ANOVA

Performing a two-way ANOVA

Performing a two-way ANOVA

Performing a two-way ANOVA

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Understanding Regression Analysis

Understanding Regression Analysis

Understanding Regression Analysis

Understanding Regression Analysis

Introduction

Introduction

Introduction

Introduction

Different types of regression

Different types of regression

Different types of regression

Different types of regression

Fitting a linear regression model with lm

Fitting a linear regression model with lm

Fitting a linear regression model with lm

Fitting a linear regression model with lm

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

There's more...

There's more...

There's more...

There's more...

Summarizing linear model fits

Summarizing linear model fits

Summarizing linear model fits

Summarizing linear model fits

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Using linear regression to predict unknown values

Using linear regression to predict unknown values

Using linear regression to predict unknown values

Using linear regression to predict unknown values

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Generating a diagnostic plot of a fitted model

Generating a diagnostic plot of a fitted model

Generating a diagnostic plot of a fitted model

Generating a diagnostic plot of a fitted model

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

There's more...

There's more...

There's more...

There's more...

Fitting multiple regression

Fitting multiple regression

Fitting multiple regression

Fitting multiple regression

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

Summarizing multiple regression

Summarizing multiple regression

Summarizing multiple regression

Summarizing multiple regression

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Using multiple regression to predict unknown values

Using multiple regression to predict unknown values

Using multiple regression to predict unknown values

Using multiple regression to predict unknown values

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Fitting a polynomial regression model with lm

Fitting a polynomial regression model with lm

Fitting a polynomial regression model with lm

Fitting a polynomial regression model with lm

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

There's more...

There's more...

There's more...

There's more...

Fitting a robust linear regression model with rlm

Fitting a robust linear regression model with rlm

Fitting a robust linear regression model with rlm

Fitting a robust linear regression model with rlm

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

There's more...

There's more...

There's more...

There's more...

Studying a case of linear regression on SLID data

Studying a case of linear regression on SLID data

Studying a case of linear regression on SLID data

Studying a case of linear regression on SLID data

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Applying the Gaussian model for generalized linear regression

Applying the Gaussian model for generalized linear regression

Applying the Gaussian model for generalized linear regression

Applying the Gaussian model for generalized linear regression

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Applying the Poisson model for generalized linear regression

Applying the Poisson model for generalized linear regression

Applying the Poisson model for generalized linear regression

Applying the Poisson model for generalized linear regression

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Applying the Binomial model for generalized linear regression

Applying the Binomial model for generalized linear regression

Applying the Binomial model for generalized linear regression

Applying the Binomial model for generalized linear regression

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Fitting a generalized additive model to data

Fitting a generalized additive model to data

Fitting a generalized additive model to data

Fitting a generalized additive model to data

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Visualizing a generalized additive model

Visualizing a generalized additive model

Visualizing a generalized additive model

Visualizing a generalized additive model

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

There's more...

There's more...

There's more...

There's more...

Diagnosing a generalized additive model

Diagnosing a generalized additive model

Diagnosing a generalized additive model

Diagnosing a generalized additive model

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

There's more...

There's more...

There's more...

There's more...

Survival Analysis

Survival Analysis

Survival Analysis

Survival Analysis

Introduction

Introduction

Introduction

Introduction

Loading and observing data

Loading and observing data

Loading and observing data

Loading and observing data

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

There's more...

There's more...

There's more...

There's more...

Viewing the summary of survival analysis

Viewing the summary of survival analysis

Viewing the summary of survival analysis

Viewing the summary of survival analysis

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

Visualizing the Survival Curve

Visualizing the Survival Curve

Visualizing the Survival Curve

Visualizing the Survival Curve

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

Using the log-rank test

Using the log-rank test

Using the log-rank test

Using the log-rank test

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

Using the COX proportional hazard model

Using the COX proportional hazard model

Using the COX proportional hazard model

Using the COX proportional hazard model

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

Nelson-Aalen Estimator of cumulative hazard

Nelson-Aalen Estimator of cumulative hazard

Nelson-Aalen Estimator of cumulative hazard

Nelson-Aalen Estimator of cumulative hazard

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Classification 1 - Tree, Lazy, and Probabilistic

Classification 1 - Tree, Lazy, and Probabilistic

Classification 1 - Tree, Lazy, and Probabilistic

Classification 1 - Tree, Lazy, and Probabilistic

Introduction

Introduction

Introduction

Introduction

Preparing the training and testing datasets

Preparing the training and testing datasets

Preparing the training and testing datasets

Preparing the training and testing datasets

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

There's more...

There's more...

There's more...

There's more...

Building a classification model with recursive partitioning trees

Building a classification model with recursive partitioning trees

Building a classification model with recursive partitioning trees

Building a classification model with recursive partitioning trees

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Visualizing a recursive partitioning tree

Visualizing a recursive partitioning tree

Visualizing a recursive partitioning tree

Visualizing a recursive partitioning tree

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Measuring the prediction performance of a recursive partitioning tree

Measuring the prediction performance of a recursive partitioning tree

Measuring the prediction performance of a recursive partitioning tree

Measuring the prediction performance of a recursive partitioning tree

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Pruning a recursive partitioning tree

Pruning a recursive partitioning tree

Pruning a recursive partitioning tree

Pruning a recursive partitioning tree

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Handling missing data and split and surrogate variables

Handling missing data and split and surrogate variables

Handling missing data and split and surrogate variables

Handling missing data and split and surrogate variables

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Building a classification model with a conditional inference tree

Building a classification model with a conditional inference tree

Building a classification model with a conditional inference tree

Building a classification model with a conditional inference tree

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Control parameters in conditional inference trees

Control parameters in conditional inference trees

Control parameters in conditional inference trees

Control parameters in conditional inference trees

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Visualizing a conditional inference tree

Visualizing a conditional inference tree

Visualizing a conditional inference tree

Visualizing a conditional inference tree

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Measuring the prediction performance of a conditional inference tree

Measuring the prediction performance of a conditional inference tree

Measuring the prediction performance of a conditional inference tree

Measuring the prediction performance of a conditional inference tree

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Classifying data with the k-nearest neighbor classifier

Classifying data with the k-nearest neighbor classifier

Classifying data with the k-nearest neighbor classifier

Classifying data with the k-nearest neighbor classifier

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Classifying data with logistic regression

Classifying data with logistic regression

Classifying data with logistic regression

Classifying data with logistic regression

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Classifying data with the Naïve Bayes classifier

Classifying data with the Naïve Bayes classifier

Classifying data with the Naïve Bayes classifier

Classifying data with the Naïve Bayes classifier

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Classification 2 - Neural Network and SVM

Classification 2 - Neural Network and SVM

Classification 2 - Neural Network and SVM

Classification 2 - Neural Network and SVM

Introduction

Introduction

Introduction

Introduction

Classifying data with a support vector machine

Classifying data with a support vector machine

Classifying data with a support vector machine

Classifying data with a support vector machine

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Choosing the cost of a support vector machine

Choosing the cost of a support vector machine

Choosing the cost of a support vector machine

Choosing the cost of a support vector machine

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Visualizing an SVM fit

Visualizing an SVM fit

Visualizing an SVM fit

Visualizing an SVM fit

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Predicting labels based on a model trained by a support vector machine

Predicting labels based on a model trained by a support vector machine

Predicting labels based on a model trained by a support vector machine

Predicting labels based on a model trained by a support vector machine

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

There's more...

There's more...

There's more...

There's more...

Tuning a support vector machine

Tuning a support vector machine

Tuning a support vector machine

Tuning a support vector machine

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

The basics of neural network

The basics of neural network

The basics of neural network

The basics of neural network

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

Training a neural network with neuralnet

Training a neural network with neuralnet

Training a neural network with neuralnet

Training a neural network with neuralnet

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Visualizing a neural network trained by neuralnet

Visualizing a neural network trained by neuralnet

Visualizing a neural network trained by neuralnet

Visualizing a neural network trained by neuralnet

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Predicting labels based on a model trained by neuralnet

Predicting labels based on a model trained by neuralnet

Predicting labels based on a model trained by neuralnet

Predicting labels based on a model trained by neuralnet

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Training a neural network with nnet

Training a neural network with nnet

Training a neural network with nnet

Training a neural network with nnet

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Predicting labels based on a model trained by nnet

Predicting labels based on a model trained by nnet

Predicting labels based on a model trained by nnet

Predicting labels based on a model trained by nnet

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Model Evaluation

Model Evaluation

Model Evaluation

Model Evaluation

Introduction

Introduction

Introduction

Introduction

Why do models need to be evaluated?

Why do models need to be evaluated?

Why do models need to be evaluated?

Why do models need to be evaluated?

Different methods of model evaluation

Different methods of model evaluation

Different methods of model evaluation

Different methods of model evaluation

Estimating model performance with k-fold cross-validation

Estimating model performance with k-fold cross-validation

Estimating model performance with k-fold cross-validation

Estimating model performance with k-fold cross-validation

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

There's more...

There's more...

There's more...

There's more...

Estimating model performance with Leave One Out Cross Validation

Estimating model performance with Leave One Out Cross Validation

Estimating model performance with Leave One Out Cross Validation

Estimating model performance with Leave One Out Cross Validation

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Performing cross-validation with the e1071 package

Performing cross-validation with the e1071 package

Performing cross-validation with the e1071 package

Performing cross-validation with the e1071 package

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Performing cross-validation with the caret package

Performing cross-validation with the caret package

Performing cross-validation with the caret package

Performing cross-validation with the caret package

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Ranking the variable importance with the caret package

Ranking the variable importance with the caret package

Ranking the variable importance with the caret package

Ranking the variable importance with the caret package

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

There's more...

There's more...

There's more...

There's more...

Ranking the variable importance with the rminer package

Ranking the variable importance with the rminer package

Ranking the variable importance with the rminer package

Ranking the variable importance with the rminer package

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Finding highly correlated features with the caret package

Finding highly correlated features with the caret package

Finding highly correlated features with the caret package

Finding highly correlated features with the caret package

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Selecting features using the caret package

Selecting features using the caret package

Selecting features using the caret package

Selecting features using the caret package

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Measuring the performance of the regression model

Measuring the performance of the regression model

Measuring the performance of the regression model

Measuring the performance of the regression model

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

There's more...

There's more...

There's more...

There's more...

Measuring prediction performance with a confusion matrix

Measuring prediction performance with a confusion matrix

Measuring prediction performance with a confusion matrix

Measuring prediction performance with a confusion matrix

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Measuring prediction performance using ROCR

Measuring prediction performance using ROCR

Measuring prediction performance using ROCR

Measuring prediction performance using ROCR

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Comparing an ROC curve using the caret package

Comparing an ROC curve using the caret package

Comparing an ROC curve using the caret package

Comparing an ROC curve using the caret package

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Measuring performance differences between models with the caret package

Measuring performance differences between models with the caret package

Measuring performance differences between models with the caret package

Measuring performance differences between models with the caret package

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Ensemble Learning

Ensemble Learning

Ensemble Learning

Ensemble Learning

Introduction

Introduction

Introduction

Introduction

Using the Super Learner algorithm

Using the Super Learner algorithm

Using the Super Learner algorithm

Using the Super Learner algorithm

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

Using ensemble to train and test

Using ensemble to train and test

Using ensemble to train and test

Using ensemble to train and test

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

Classifying data with the bagging method

Classifying data with the bagging method

Classifying data with the bagging method

Classifying data with the bagging method

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

There's more...

There's more...

There's more...

There's more...

Performing cross-validation with the bagging method

Performing cross-validation with the bagging method

Performing cross-validation with the bagging method

Performing cross-validation with the bagging method

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Classifying data with the boosting method

Classifying data with the boosting method

Classifying data with the boosting method

Classifying data with the boosting method

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

There's more...

There's more...

There's more...

There's more...

Performing cross-validation with the boosting method

Performing cross-validation with the boosting method

Performing cross-validation with the boosting method

Performing cross-validation with the boosting method

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Classifying data with gradient boosting

Classifying data with gradient boosting

Classifying data with gradient boosting

Classifying data with gradient boosting

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

There's more...

There's more...

There's more...

There's more...

Calculating the margins of a classifier

Calculating the margins of a classifier

Calculating the margins of a classifier

Calculating the margins of a classifier

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Calculating the error evolution of the ensemble method

Calculating the error evolution of the ensemble method

Calculating the error evolution of the ensemble method

Calculating the error evolution of the ensemble method

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Classifying data with random forest

Classifying data with random forest

Classifying data with random forest

Classifying data with random forest

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

There's more...

There's more...

There's more...

There's more...

Estimating the prediction errors of different classifiers

Estimating the prediction errors of different classifiers

Estimating the prediction errors of different classifiers

Estimating the prediction errors of different classifiers

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Clustering

Clustering

Clustering

Clustering

Introduction

Introduction

Introduction

Introduction

Clustering data with hierarchical clustering

Clustering data with hierarchical clustering

Clustering data with hierarchical clustering

Clustering data with hierarchical clustering

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

There's more...

There's more...

There's more...

There's more...

Cutting trees into clusters

Cutting trees into clusters

Cutting trees into clusters

Cutting trees into clusters

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

There's more...

There's more...

There's more...

There's more...

Clustering data with the k-means method

Clustering data with the k-means method

Clustering data with the k-means method

Clustering data with the k-means method

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Drawing a bivariate cluster plot

Drawing a bivariate cluster plot

Drawing a bivariate cluster plot

Drawing a bivariate cluster plot

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

There's more...

There's more...

There's more...

There's more...

Comparing clustering methods

Comparing clustering methods

Comparing clustering methods

Comparing clustering methods

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Extracting silhouette information from clustering

Extracting silhouette information from clustering

Extracting silhouette information from clustering

Extracting silhouette information from clustering

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Obtaining the optimum number of clusters for k-means

Obtaining the optimum number of clusters for k-means

Obtaining the optimum number of clusters for k-means

Obtaining the optimum number of clusters for k-means

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Clustering data with the density-based method

Clustering data with the density-based method

Clustering data with the density-based method

Clustering data with the density-based method

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Clustering data with the model-based method

Clustering data with the model-based method

Clustering data with the model-based method

Clustering data with the model-based method

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Visualizing a dissimilarity matrix

Visualizing a dissimilarity matrix

Visualizing a dissimilarity matrix

Visualizing a dissimilarity matrix

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

There's more...

There's more...

There's more...

There's more...

Validating clusters externally

Validating clusters externally

Validating clusters externally

Validating clusters externally

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Association Analysis and Sequence Mining

Association Analysis and Sequence Mining

Association Analysis and Sequence Mining

Association Analysis and Sequence Mining

Introduction

Introduction

Introduction

Introduction

Transforming data into transactions

Transforming data into transactions

Transforming data into transactions

Transforming data into transactions

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Displaying transactions and associations

Displaying transactions and associations

Displaying transactions and associations

Displaying transactions and associations

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Mining associations with the Apriori rule

Mining associations with the Apriori rule

Mining associations with the Apriori rule

Mining associations with the Apriori rule

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Pruning redundant rules

Pruning redundant rules

Pruning redundant rules

Pruning redundant rules

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Visualizing association rules

Visualizing association rules

Visualizing association rules

Visualizing association rules

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Mining frequent itemsets with Eclat

Mining frequent itemsets with Eclat

Mining frequent itemsets with Eclat

Mining frequent itemsets with Eclat

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Creating transactions with temporal information

Creating transactions with temporal information

Creating transactions with temporal information

Creating transactions with temporal information

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Mining frequent sequential patterns with cSPADE

Mining frequent sequential patterns with cSPADE

Mining frequent sequential patterns with cSPADE

Mining frequent sequential patterns with cSPADE

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Using the TraMineR package for sequence analysis

Using the TraMineR package for sequence analysis

Using the TraMineR package for sequence analysis

Using the TraMineR package for sequence analysis

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

Visualizing sequence, Chronogram, and Traversal Statistics

Visualizing sequence, Chronogram, and Traversal Statistics

Visualizing sequence, Chronogram, and Traversal Statistics

Visualizing sequence, Chronogram, and Traversal Statistics

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Dimension Reduction

Dimension Reduction

Dimension Reduction

Dimension Reduction

Introduction

Introduction

Introduction

Introduction

Why to reduce the dimension?

Why to reduce the dimension?

Why to reduce the dimension?

Why to reduce the dimension?

Performing feature selection with FSelector

Performing feature selection with FSelector

Performing feature selection with FSelector

Performing feature selection with FSelector

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Performing dimension reduction with PCA

Performing dimension reduction with PCA

Performing dimension reduction with PCA

Performing dimension reduction with PCA

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

There's more...

There's more...

There's more...

There's more...

Determining the number of principal components using the scree test

Determining the number of principal components using the scree test

Determining the number of principal components using the scree test

Determining the number of principal components using the scree test

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

There's more...

There's more...

There's more...

There's more...

Determining the number of principal components using the Kaiser method

Determining the number of principal components using the Kaiser method

Determining the number of principal components using the Kaiser method

Determining the number of principal components using the Kaiser method

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Visualizing multivariate data using biplot

Visualizing multivariate data using biplot

Visualizing multivariate data using biplot

Visualizing multivariate data using biplot

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

There's more...

There's more...

There's more...

There's more...

Performing dimension reduction with MDS

Performing dimension reduction with MDS

Performing dimension reduction with MDS

Performing dimension reduction with MDS

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

There's more...

There's more...

There's more...

There's more...

Reducing dimensions with SVD

Reducing dimensions with SVD

Reducing dimensions with SVD

Reducing dimensions with SVD

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Compressing images with SVD

Compressing images with SVD

Compressing images with SVD

Compressing images with SVD

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Performing nonlinear dimension reduction with ISOMAP

Performing nonlinear dimension reduction with ISOMAP

Performing nonlinear dimension reduction with ISOMAP

Performing nonlinear dimension reduction with ISOMAP

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

There's more...

There's more...

There's more...

There's more...

Performing nonlinear dimension reduction with Local Linear Embedding

Performing nonlinear dimension reduction with Local Linear Embedding

Performing nonlinear dimension reduction with Local Linear Embedding

Performing nonlinear dimension reduction with Local Linear Embedding

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Big Data Analysis (R and Hadoop)

Big Data Analysis (R and Hadoop)

Big Data Analysis (R and Hadoop)

Big Data Analysis (R and Hadoop)

Introduction

Introduction

Introduction

Introduction

Preparing the RHadoop environment

Preparing the RHadoop environment

Preparing the RHadoop environment

Preparing the RHadoop environment

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Installing rmr2

Installing rmr2

Installing rmr2

Installing rmr2

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Installing rhdfs

Installing rhdfs

Installing rhdfs

Installing rhdfs

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Operating HDFS with rhdfs

Operating HDFS with rhdfs

Operating HDFS with rhdfs

Operating HDFS with rhdfs

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Implementing a word count problem with RHadoop

Implementing a word count problem with RHadoop

Implementing a word count problem with RHadoop

Implementing a word count problem with RHadoop

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Comparing the performance between an R MapReduce program and a standard R program

Comparing the performance between an R MapReduce program and a standard R program

Comparing the performance between an R MapReduce program and a standard R program

Comparing the performance between an R MapReduce program and a standard R program

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Testing and debugging the rmr2 program

Testing and debugging the rmr2 program

Testing and debugging the rmr2 program

Testing and debugging the rmr2 program

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Installing plyrmr

Installing plyrmr

Installing plyrmr

Installing plyrmr

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Manipulating data with plyrmr

Manipulating data with plyrmr

Manipulating data with plyrmr

Manipulating data with plyrmr

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Conducting machine learning with RHadoop

Conducting machine learning with RHadoop

Conducting machine learning with RHadoop

Conducting machine learning with RHadoop

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

Configuring RHadoop clusters on Amazon EMR

Configuring RHadoop clusters on Amazon EMR

Configuring RHadoop clusters on Amazon EMR

Configuring RHadoop clusters on Amazon EMR

Getting ready

Getting ready

Getting ready

Getting ready

How to do it...

How to do it...

How to do it...

How to do it...

How it works...

How it works...

How it works...

How it works...

See also

See also

See also

See also

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