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Machine learning and its applications : advanced lectures

Author: Georgios Paliouras; Vangelis Karkaletsis; Constantine D Spyropoulos
Publisher: Berlin ; New York : Springer, ©2001.
Series: Lecture notes in computer science, 2049.; Lecture notes in computer science., Lecture notes in artificial intelligence.
Edition/Format:   eBook : Document : EnglishView all editions and formats
Summary:
In recent years machine learning has made its way from artificial intelligence into areas of administration, commerce, and industry. Data mining is perhaps the most widely known demonstration of this migration, complemented by less publicized applications of machine learning like adaptive systems in industry, financial prediction, medical diagnosis and the construction of user profiles for Web browsers. This book  Read more...
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Genre/Form: Electronic books
Additional Physical Format: Print version:
Machine learning and its applications : advanced lectures
(OCoLC)47666565
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Georgios Paliouras; Vangelis Karkaletsis; Constantine D Spyropoulos
ISBN: 9783540446736 3540446737
OCLC Number: 48926295
Language Note: English.
Description: 1 online resource (viii, 324 pages) : illustrations.
Contents: Methods --
Comparing Machine Learning and Knowledge Discovery in DataBases: An Application to Knowledge Discovery in Texts --
Learning Patterns in Noisy Data: The AQ Approach --
Unsupervised Learning of Probabilistic Concept Hierarchies --
Function Decomposition in Machine Learning --
How to Upgrade Propositional Learners to First Order Logic: A Case Study --
Case-Based Reasoning --
Genetic Algorithms in Machine Learning --
Pattern Recognition and Neural Networks --
Model Class Selection and Construction: Beyond the Procrustean Approach to Machine Learning Applications --
Integrated Architectures for Machine Learning --
The Computational Support of Scientic Discovery --
Support Vector Machines: Theory and Applications --
Pre- and Post-processing in Machine Learning and Data Mining --
Machine Learning in Human Language Technology --
Machine Learning for Intelligent Information Access --
Machine Learning and Intelligent Agents --
Machine Learning in User Modeling --
Data Mining in Economics, Finance, and Marketing --
Machine Learning in Medical Applications --
Machine Learning Applications to Power Systems --
Intelligent Techniques for Spatio-Temporal Data Analysis in Environmental Applications.
Series Title: Lecture notes in computer science, 2049.; Lecture notes in computer science., Lecture notes in artificial intelligence.
Responsibility: Georgios Paliouras, Vangelis Karkaletsis, Constantine D. Spyropoulos (eds.).

Abstract:

Examining the capabilities of machine learning methods and ideas on how they apply to real-world problems, this text assesses machine learning, then introduces applications of ML techniques in fields  Read more...

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