عنوان

Logic for Learning :

(Number (ISBN

3662084066

(Number (ISBN

9783662084069

Number

b580029

Title Proper

Logic for Learning :

General Material Designation

[Book]

Other Title Information

Learning Comprehensible Theories from Structured Data

First Statement of Responsibility

by J.W. Lloyd.

Place of Publication, Distribution, etc.

Berlin, Heidelberg

Name of Publisher, Distributor, etc.

Springer Berlin Heidelberg

Date of Publication, Distribution, etc.

2003

Specific Material Designation and Extent of Item

(x, 257 pages)

Series Title

Cognitive technologies.

Text of Note

Part I: Prologue --; Overview --; Introduction to Learning and Logic --; Part II: Logic --; Higher-order Logic --; Representation of Individuals --; Predicate Construction --; Programming with Equational Theories --; Part III: Learning --; The Problem of Learning --; Knowledge Representation for Learning --; Learning Systems --; Illustrations for Various Types --; Applications --; References --; Notation --; Index.

Text of Note

This book is concerned with the rich and fruitful interplay between the fields of computational logic and machine learning. The intended audience is senior undergraduates, graduate students, and researchers in either of those fields. For those in computational logic, no previous knowledge of machine learning is assumed, and for those in machine learning no previous knowledge of computational logic is assumed. The logic used throughout the book is a higher-order one, since higher-order functions can have other functions as arguments and this capability can be exploited to provide abstractions for knowledge representation, methods for constructing predicates, and a foundation for logic-based computation. The book should be of interest to researchers in machine learning, especially those who study learning methods for structured data. Throughout, great emphasis is placed on learning comprehensible theories. The book serves as an introduction for computational logicians to machine learning, a particularly interesting and important application area of logic, and also provides a foundation for functional logic programming languages.

Computer science.

Data structures (Computer science)

Information theory.

Class number

Book number

by J.W. Lloyd.

J W Lloyd

Electronic name

[Book]

Y