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| Genre/Form: | Aufsatzsammlung |
|---|---|
| Material Type: | Internet resource |
| Document Type: | Book, Internet Resource |
| All Authors / Contributors: |
Lise Getoor; Ben Taskar |
| ISBN: | 9780262072885 0262072882 |
| OCLC Number: | 80019804 |
| Notes: | "Index" : an online index is available on the book webpage at http://www.cs.umd.edu/srl-book/index.htm. |
| Description: | ix, 586 p. : ill. ; 26 cm. |
| Contents: | Introduction / Lise Getoor, Ben Taskar -- Graphical Models in a Nutshell / Daphne Koller ... [et al.] -- Inductive Logic Programming in a Nutshell / Saso Dzeroski -- An Introduction to Conditional Random Fields for Relational Learning / Charles Sutton, Andrew McCallum -- Probabilistic Relational Models / Lise Getoor ... [et al.] -- Probabilistic Entity-Relationship Models, PRMs and Plate Models / David Heckerman, Chris Meek, Daphne Koller -- Relational Markov Networks / Ben Taskar ... [et al.] -- Logic-based Formalisms for Statistical Relational Learning / James Cussens -- Bayesian Logic Programming : Theory and Tool / Kristian Kersting, Luc De Raedt -- Stochastic Logic Programs : A Tutorial / Stephen Muggleton, Niels Pahlavi -- Markov Logic : A Unifying Framework for Statistical Relational Learning / Pedro Domingos, Matthew Richardson -- BLOG : Probabilistic Models with Unknown Objects / Brian Milch ... [et al.] -- The Design and Implementation of IBAL : A General-Purpose Probabilistic Language / Avi Pfeffer -- Relational Dependency Networks / Jennifer Neville, David Jensen -- Feature Generation and Selection in Multi-Relational Statistical Learning / Alexandrin Popescul, Lyle H. Ungar -- Reinforcement Learning in Relational Domains : A Policy-Language Approach / Alan Fern, SungWook Yoon, Robert Givan -- Statistical Relational Learning for Natural Language Information Extraction / Razvan C. Bunescu, Raymond J. Mooney -- Global Inference for Entity and Relation Identification via a Linear Programming Formulation / Dan Roth, Wen-tau Yih -- Learning a New View of a Database : With an Application in Mammography / Jesse Davis ... [et al.]. |
| Series Title: | Adaptive computation and machine learning. |
| Responsibility: | edited by Lise Getoor, Ben Taskar. |
| More information: |
Abstract:
Advanced statistical modeling and knowledge representation techniques for a newly emerging area of machine learning and probabilistic reasoning; includes introductory material, tutorials for different proposed approaches, and applications.
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Related Subjects:(10)
- Relational databases.
- Machine learning -- Statistical methods.
- Computer algorithms.
- Bases de données relationnelles.
- Apprentissage automatique -- Méthodes statistiques.
- Algorithmes.
- Logische Programmierung.
- Maschinelles Lernen.
- Mathematische Lerntheorie.
- Relationales Datenbanksystem.
