Home | Amazing | Today | Tags | Publishers | Years | Account | Search 
Data Mining Algorithms in C++: Data Patterns and Algorithms for Modern Applications

Buy
Discover hidden relationships among the variables in your data, and learn how to exploit these relationships.  This book presents a collection of data-mining algorithms that are effective in a wide variety of prediction and classification applications.  All algorithms include an intuitive explanation of operation, essential equations, references to more rigorous theory, and commented C++ source code.

Many of these techniques are recent developments, still not in widespread use.  Others are standard algorithms given a fresh look.  In every case, the focus is on practical applicability, with all code written in such a way that it can easily be included into any program.  The Windows-based DATAMINE program lets you experiment with the techniques before incorporating them into your own work.

What You'll Learn
  • Use Monte-Carlo permutation tests to provide statistically sound assessments of relationships present in your data
  • Discover how combinatorially symmetric cross validation reveals whether your model has true power or has just learned noise by overfitting the data
  • Work with feature weighting as regularized energy-based learning to rank variables according to their predictive power when there is too little data for traditional methods
  • See how the eigenstructure of a dataset enables clustering of variables into groups that exist only within meaningful subspaces of the data
  • Plot regions of the variable space where there is disagreement between marginal and actual densities, or where contribution to mutual information is high


Who This Book Is For


Anyone interested in discovering and exploiting relationships among variables.  Although all code examples are written in C++, the algorithms are described in sufficient detail that they can easily be programmed in any language.
(HTML tags aren't allowed.)

Real World Linux Security (2nd Edition)
Real World Linux Security (2nd Edition)

 

Stop today's most vicious Internet attackers—right in their tracks!

Your Linux system will be attacked: maybe in minutes, certainly in days. Be ready! Real World Linux Security, Second Edition brings together state-of-the-art solutions and exclusive software for safeguarding any Linux-based system or...

Negotiating For Dummies
Negotiating For Dummies

New info on phone, online, and international negotiations

Get what you want in business and in life with top negotiation tactics

Need to know how to negotiate? This fun, practical guide offers expert advice on communicating clearly and effectively in everyday situations — from...

Creating Cool Web Sites with HTML, XHTML, and CSS
Creating Cool Web Sites with HTML, XHTML, and CSS
How to take command of the wide, wonderful Web

Thinking of launching a Web site or an e-business? Want to jazz up the site you already have? This book is jammed with secrets that entice Web wanderers to stop at your site and return again. You’ll find out how to create a basic Web page, enhance it using CSS and...


Web Workers: Multithreaded Programs in JavaScript
Web Workers: Multithreaded Programs in JavaScript
Web Workers is a powerful feature of HTML5 that hasn’t received very much attention. It provides an API that allows you to run JavaScript in a separate thread that doesn’t interfere with the user interface of your web application. This JavaScript runs in parallel with the main renderer and any of your...
Asianization of Migrant Workers in the Gulf Countries
Asianization of Migrant Workers in the Gulf Countries

This edited volume contains sixteen chapters by eminent scholars on one of the largest migration corridors in the world i.e., between South and South-East Asia and the Gulf region. Asia’s trade and cultural contact with the Gulf date back to ancient historical times. Since the 1970s, the economic rise of the Gulf Cooperation...

Professional Eclipse 3 for Java Developers
Professional Eclipse 3 for Java Developers
Taking the Java world by storm, Eclipse is an open-source platform that can be used to develop cutting-edge programs, components, Web sites, and more. In the first book to explore the greatly extended functionality of Eclipse 3, Berthold Daum shows you how to use this powerful Java IDE to make coding, testing, debugging, and deploying applications...
©2021 LearnIT (support@pdfchm.net) - Privacy Policy