Welcome to Homepage of

Statistical Foundations of Data Science

    

    

    

    

Computer Code

A. Link for Creating Word Cloud in Chapter 1

https://wordart.com/create

B. Some Computer Code for Chapter 3

  • R-Package for scaled LASSO written by Tingni Sun

    • C. Some Computer Code for Chapter 8

  • R-Package for SIS written by Jianqing Fan, Yang Feng, Diego Franco Saldana, Richard Samworth, Yichao Wu

  • R Package VariableScreening for High-Dimensional Screening for Semiparametric Longitudinal Regression written by Runze Li, Liying Huang and John Dziak

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    Data Sets

    A. Data sets for Chapter 2

  • Hong Kong Environment Data Set [Data] [Data Description]

  • Macroeconomic Time Series Data Set [Monthly Macroeconomics Data] [Source and Details]

    [Transformed Macroeconomics Data] [Details of transformation and Meanings of variables]

  • Zillow House Price Data [Training Data] [Testing Data] [Source and Details]

    • B. Data sets for Chapter 3

  • Macroeconomic Time Series Data Set [Monthly Macroeconomics Data] [Source and Details]

    [Transformed Macroeconomics Data] [Details of transformation and Meanings of variables]

  • Zillow House Price Data [Training Data] [Testing Data] [Source and Details]

    • C. Data sets for Chapter 5

  • Mammographic Mass Data Used in Section 5.6 [Data] [Data Description]

    • D. Data sets for Chapter 6

    E. Data sets for Chapter 7

  • European American SNP Data Used in Section 8.2.5 [SNPs] [Response] [Data Description]

    • F. Data sets for Chapter 8

  • Market Data Used in Section 8.8 [Data] [Data Description]

  • The Cardiomyopathy Microarray Data Used in Exercise 8.8 [Data] [Gene names] [Data Description]

  • The Rat Eye Expression Data Used in Exercise 8.9 [Data] [Data Description]

    • G. Data sets for Chapter 9

  • Mice Protein Expression Data Used in Excise 9.16 [Data & Description] [Cleaned Version]

    • H. Data sets for Chapter 10

  • Macroeconomic Time Series Data Set [Monthly Macroeconomics Data] [Source and Details]

    [Transformed Macroeconomics Data] [Details of transformation and Meanings of variables]

    • I. Data sets for Chapter 11

  • Macroeconomic Time Series Data Used in Exercise 11.3 [Data & Description]

    • J. Data sets for Chapter 12

  • Email Spam Data Used in Exercise 12.18 [Data & Description]

  • Zillow House Price Data Used in Exercise 12.19 [Training Data] [Testing Data] [Source and Details]

  • Mice Protein Expression Data Used in Excise 12.20 [Data & Description]

    • K. Data sets for Chapter 13

  • Mice Protein Expression Data Used in Excise 13.2 [Data & Description]

    • L. Data sets for Chapter 14

        

    Additional Exercise Problems

    Unavailable Now

        

    Files of Slides of This Book

    Unavailable Now