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Logical and Relational Learning Luc De Raedt

Logical and Relational Learning By Luc De Raedt

Logical and Relational Learning by Luc De Raedt


$131.09
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Summary

This first textbook on multi-relational data mining and inductive logic programming provides a complete overview of the field. It is self-contained and easily accessible for graduate students and practitioners of data mining and machine learning.

Logical and Relational Learning Summary

Logical and Relational Learning by Luc De Raedt

This first textbook on multi-relational data mining and inductive logic programming provides a complete overview of the field. It is self-contained and easily accessible for graduate students and practitioners of data mining and machine learning.

Logical and Relational Learning Reviews

From the reviews:

This book is an invaluable resource for anyone interested in exploiting the power of logical representations to learn from highly structured data. The book offers a systematic and innovative view of this important and rapidly developing area, combining technical depth and breadth of coverage. In Bristol, we use De Raedt's book as textbook for MSc students and as a reference for PhD students and researchers. (Peter A. Flach, University of Bristol)

This book provides comprehensive coverage of logical and relational learning, with an overview of inductive logic programming, multi-relational data mining, and statistical relational learning. ... The book is replete with examples, exercises, and case studies. The case studies use popular logical and relational systems and applications. The ample use of illustrations, tables, and bullet lists makes the book more readable and understandable. ... very useful to students, researchers, and practitioners in the fields of machine learning, automated knowledge discovery, data mining, and related fields. (Alexis Leon, ACM Computing Reviews, July, 2009)

Table of Contents

An Introduction to Logic.- An Introduction to Learning and Search.- Representations for Mining and Learning.- Generality and Logical Entailment.- The Upgrading Story.- Inducing Theories.- Probabilistic Logic Learning.- Kernels and Distances for Structured Data.- Computational Aspects of Logical and Relational Learning.- Lessons Learned.

Additional information

NLS9783642057489
9783642057489
3642057489
Logical and Relational Learning by Luc De Raedt
New
Paperback
Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
2010-02-12
387
N/A
Book picture is for illustrative purposes only, actual binding, cover or edition may vary.
This is a new book - be the first to read this copy. With untouched pages and a perfect binding, your brand new copy is ready to be opened for the first time

Customer Reviews - Logical and Relational Learning