Classification and Regression Trees6 reviews
Leo Breiman, Jerome Friedman, ...

Chapman & Hall/CRC, 1984

the book that made tree classification algorithms work better through the concept of pruning

+ The Original CART Resource
+ the book that made tree classification rigorous
+ A must have for all serious decision trees researchers
+ Instructive and Powerful
  
  











  



  
Pattern Classification (2nd Edition)26 reviews
Richard O. Duda, Peter E. Hart, ...

Wiley-Interscience, 2000

excellent revision of a classical text on statistical pattern recognition

+ Great product & service

The 1973 book by Duda and Hart was a classic. It surveyed the literature on pattern classification and scene analysis and provided the practitioner with wonderful insight and exposition of the subject. In the intervening 28 years the field has exploded and there has been an enormous increase in ...
  
  











  



  
Applied Multivariate Statistical Analysis (6th Edition)24 reviews
Richard A. Johnson, Dean W. Wichern

Prentice Hall, 2007

excellent book

There have been many good theoretical texts on multivariate analysis including Anderson, Eaton and Gnandesikan. Tabachnick has written a popular applied text for the social sciences. Yet for many years this has been considered the best applied text. That is because the authors understand the theory ...
  
  











  



  
Time Series Analysis: Forecasting & Control (3rd Edition)4 reviews
George Box, Gwilym M. Jenkins, ...

Prentice Hall, 1994

recent update of classic text

+ revision of a classic on time series modeling
+ Mathematical, Theoretical, Practical.
+ Time Series for Hydrologic Engineers
  
  











  



  
Data Mining Techniques: For Marketing, Sales, and Customer Relationship Management28 reviews
Michael J. A. Berry, Gordon S. Linoff

*Wiley Computer Publishing, 2004

Excellent introduction

+ Excellent book for Data Mining
+ Very Interesting book
+ A must-have book for your technical library
  
  











  



  
Data Preparation for Data Mining Using SAS (The Morgan Kaufmann Series in Data Management Systems)3 reviews
Mamdouh Refaat

Morgan Kaufmann, 2006

Numerical recipes for Data Preparation

+ Easily one of the best books on the subject
+ The best data prep book so far

It is well known that the majority of time spent doing data mining is in the data preparation. With this book, Dr. Refaat has given analysts the tools they need to perform the often laborious task of data preparation. If you are familiar with the Numerical Recipes series of books (and if you ...
  
  











  



  
Applied logistic regression (Wiley Series in probability and statistics)9 reviews
David W. Hosmer, Stanley Lemeshow

Wiley-Interscience Publication, 2000

great applied book on logistic regression

+ Non-Fiction
+ read this before going for it
+ Advanced practical cookbook
+ Excellent book for learning logistic regression details
  
  











  



  
An Introduction to Support Vector Machines and Other Kernel-based Learning Methods7 reviews
Nello Cristianini, John Shawe-Taylor

Cambridge University Press, 2000

This is it !

+ More for mathematicians than computer scientist
+ A little dry.
+ Excellent book
  
  











  



  
Time Series Analysis27 reviews
James Douglas Hamilton

Princeton University Press, 1994

Excellent Book

+ time series for econometricians especially
+ Excellent book in time series
+ No complaints.
  
  











  



  
Statistical Methods: The Geometric Approach (Springer Texts in Statistics)4 reviews
David J. Saville, Graham R. Wood

Springer, 1997

Statistical Insight Using Geometry

+ A must read for intuitive understanding of statistical theory
+ Good but limited
+ very interesting book
  
  











  



  
Data Preparation for Data Mining (The Morgan Kaufmann Series in Data Management Systems)11 reviews
Dorian Pyle

Morgan Kaufmann, 1999

The best book on this subject

+ Still very much worth reading in 2007
+ Excellent book
+ Must read book for data mining
+ Excellent book; a must for those who do data mining.
  
  











  



  
Categorical Data Analysis (Wiley Series in Probability and Statistics)7 reviews
Alan Agresti

Wiley-Interscience, 2002

the masterpiece by the master

+ The source to understand categorical data and more
+ Dense and comprehensive
+ The one to have
  
  











  



  
Practical Methods of Optimization6 reviews
R. Fletcher

Wiley, 2000

Paperback reprint of 2nd Ed. from 1987

+ Invaluable insight
+ Best book
+ Excellent intermediate resource
+ A classic and must-have for researchers using optimization
  
  











  



  
Logistic Regression Using the SAS System: Theory and Application7 reviews
Paul D. Allison

WA (Wiley-SAS), 2001

Allison's logistic regression book

+ SAS logistic regression
+ Ordinal Regression
+ Must have book for the SAS user
+ Show me how
  
  











  



  
Numerical Recipes 3rd Edition: The Art of Scientific Computing7 reviews
William H. Press, Saul A. Teukolsky, ...

Cambridge University Press, 2007

Essential book on scientific computing

+ Continues to improve
+ Quickly switching your matlab routines to cpp
+ The perfect book
  
  











  



  
Data Mining: Concepts and Techniques, Second Edition (The Morgan Kaufmann Series in Data Management Systems)29 reviews
Micheline Kamber Jiawei Han

Morgan Kaufmann, 2006

Great book for data mining

+ efficient, if technically a bit shallow
+ Good introduction on Data Mining
+ Augustine Nsang: Data Mining Book Purchase
  
  











  



  
Data Mining: Concepts and Techniques, Second Edition (The Morgan Kaufmann Series in Data Management Systems)29 reviews
Micheline Kamber Jiawei Han

Morgan Kaufmann, 2006

Great book for data mining

+ efficient, if technically a bit shallow
+ Good introduction on Data Mining
+ Augustine Nsang: Data Mining Book Purchase
  
  











  



  
Logistic Regression Using the SAS System: Theory and Application7 reviews
Paul D. Allison

WA (Wiley-SAS), 2001

Allison's logistic regression book

+ SAS logistic regression
+ Ordinal Regression
+ Must have book for the SAS user
+ Show me how
  
  











  



  
Data Mining Techniques: For Marketing, Sales, and Customer Relationship Management28 reviews
Michael J. A. Berry, Gordon S. Linoff

*Wiley Computer Publishing, 2004

Excellent introduction

+ Excellent book for Data Mining
+ Very Interesting book
+ A must-have book for your technical library
  
  











  



  
Classification and Regression Trees6 reviews
Leo Breiman, Jerome Friedman, ...

Chapman & Hall/CRC, 1984

the book that made tree classification algorithms work better through the concept of pruning

+ The Original CART Resource
+ the book that made tree classification rigorous
+ A must have for all serious decision trees researchers
+ Instructive and Powerful