Presents a detailed study of the major design components that constitute a top-down decision-tree induction algorithm, including aspects such as split criteria, stopping criteria, pruning and the approaches for dealing with missing values. Whereas the strategy still employed nowadays is to use a 'generic' decision-tree induction algorithm regardless of the data, the authors argue on the benefits that a bias-fitting strategy could bring to decision-tree induction, in which the ultimate goal is the automatic generation of a decision-tree induction algorithm tailored to the application domain of interest. For such, they discuss how one can effectively discover the most suitable set of components of decision-tree induction algorithms to deal with a wide variety of applications through the paradigm of evolutionary computation, following the emergence of a novel field called hyper-heuristics.
"Automatic Design of Decision-Tree Induction Algorithms" would be highly useful for machine learning and evolutionary computation students and researchers alike.
When the People Speak: Deliberative Democracy and Public Consultation
All over the world, democratic reforms have brought power to the people, but under conditions where the people have little opportunity to think about the power that they exercise. In this book, James Fishkin combines a new theory of democracy with actual practice and shows how an idea that harks back to ancient Athens can be used to revive...
Asthma and COPD: Basic Mechanisms and Clinical Management
Asthma and chronic obstructive pulmonary disease are
amongst the two commonest chronic conditions in the
world today and both are predicted to increase. Because of
their high prevalence and chronicity, these diseases impose
an enormous and growing economic and social burden.
Enormous strides have been made in our... Java 7 for Absolute Beginners
The title says "for Absolute Beginners." By that, I mean absolute beginners at programming. My original audience was teenagers whom I hope will go to college, get degrees in Mathematics, Computer Science, or Electrical Engineering (or perhaps Technical Communication or Graphic Design), and then enter the software industry. However,...
Novell Certified Linux Engineer (Novell CLE) Study Guide The Novell CLE Study Guide, the official study guide to Novell's Certified Linux Engineer (CLE) exam, meets the needs of those seeking to pass the Novell Certified Linux Engineer exam. The Novell CLE Study Guide provides deeper coverage of Nterprise Services for Linux components than... Adventures in the World of Matrices (Contemporary Mathematical Studies) The purpose of the book is to give the reader a feeling for the beauty and the surprises of mathematical research by building up step by step a theory of cycle matrices. The notions of matrix and cycle are presented for those readers who do not yet know the concepts. Then, starting and experimenting with cycle matrices of low dimensions and... It's All in Your Head: Thinking Your Way to Happiness
Here are the simple truths that motivate people of any age to find and accept lasting happiness, illustrated with the stories of real people, and illuminated with the observations of spiritual leaders and great philosophers.
For more than three decades, attorney, financial consultant, and life coach Stephen M. Pollan has been...