Coverart for item
The Resource Algorithmic Learning Theory : 12th International Conference, ALT 2001 Washington, DC, USA, November 25–28, 2001 Proceedings, edited by Naoki Abe, Roni Khardon, Thomas Zeugmann, (electronic resource)

Algorithmic Learning Theory : 12th International Conference, ALT 2001 Washington, DC, USA, November 25–28, 2001 Proceedings, edited by Naoki Abe, Roni Khardon, Thomas Zeugmann, (electronic resource)

Label
Algorithmic Learning Theory : 12th International Conference, ALT 2001 Washington, DC, USA, November 25–28, 2001 Proceedings
Title
Algorithmic Learning Theory
Title remainder
12th International Conference, ALT 2001 Washington, DC, USA, November 25–28, 2001 Proceedings
Statement of responsibility
edited by Naoki Abe, Roni Khardon, Thomas Zeugmann
Creator
Contributor
Editor
Provider
Subject
Language
eng
Summary
This book constitutes the refereed proceedings of the 12th International Conference on Algorithmic Learning Theory, ALT 2001, held in Washington, DC, USA in November 2001. The 21 revised full papers presented together with two invited papers and an introduction by the volume editors were carefully reviewed and selected from 42 submissions. The papers are organized in topical sections on complexity of learning, support vector machines, new learning models, online learning, inductive inference, refutable inductive inference, learning structures and languages
Member of
http://library.link/vocab/creatorName
Abe, Naoki
Image bit depth
0
LC call number
  • Q334-342
  • TJ210.2-211.495
Literary form
non fiction
http://library.link/vocab/relatedWorkOrContributorName
  • Khardon, Roni.
  • Zeugmann, Thomas.
  • SpringerLink
Series statement
Lecture Notes in Computer Science,
Series volume
2225
http://library.link/vocab/subjectName
  • Computer science
  • Computer software
  • Artificial intelligence
  • Text processing (Computer science
  • Computer Science
  • Artificial Intelligence (incl. Robotics)
  • Computation by Abstract Devices
  • Algorithm Analysis and Problem Complexity
  • Mathematical Logic and Formal Languages
  • Document Preparation and Text Processing
Label
Algorithmic Learning Theory : 12th International Conference, ALT 2001 Washington, DC, USA, November 25–28, 2001 Proceedings, edited by Naoki Abe, Roni Khardon, Thomas Zeugmann, (electronic resource)
Instantiates
Publication
Antecedent source
mixed
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Editors’ Introduction -- Editors’ Introduction -- Invited Papers -- The Discovery Science Project in Japan -- Queries Revisited -- Robot Baby 2001 -- Discovering Mechanisms: A Computational Philosophy of Science Perspective -- Inventing Discovery Tools: Combining Information Visualization with Data Mining -- Complexity of Learning -- On Learning Correlated Boolean Functions Using Statistical Queries (Extended Abstract) -- A Simpler Analysis of the Multi-way Branching Decision Tree Boosting Algorithm -- Minimizing the Quadratic Training Error of a Sigmoid Neuron Is Hard -- Support Vector Machines -- Learning of Boolean Functions Using Support Vector Machines -- A Random Sampling Technique for Training Support Vector Machines -- New Learning Models -- Learning Coherent Concepts -- Learning Intermediate Concepts -- Real-Valued Multiple-Instance Learning with Queries -- Online Learning -- Loss Functions, Complexities, and the Legendre Transformation -- Non-linear Inequalities between Predictive and Kolmogorov Complexities -- Inductive Inference -- Learning by Switching Type of Information -- Learning How to Separate -- Learning Languages in a Union -- On the Comparison of Inductive Inference Criteria for Uniform Learning of Finite Classes -- Refutable Inductive Inference -- Refutable Language Learning with a Neighbor System -- Learning Recursive Functions Refutably -- Refuting Learning Revisited -- Learning Structures and Languages -- Efficient Learning of Semi-structured Data from Queries -- Extending Elementary Formal Systems -- Learning Regular Languages Using RFSA -- Inference of ?-Languages from Prefixes
Dimensions
unknown
Extent
XII, 388 p.
File format
multiple file formats
Form of item
electronic
Isbn
9783540455837
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/3-540-45583-3
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(DE-He213)978-3-540-45583-7
Label
Algorithmic Learning Theory : 12th International Conference, ALT 2001 Washington, DC, USA, November 25–28, 2001 Proceedings, edited by Naoki Abe, Roni Khardon, Thomas Zeugmann, (electronic resource)
Publication
Antecedent source
mixed
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Editors’ Introduction -- Editors’ Introduction -- Invited Papers -- The Discovery Science Project in Japan -- Queries Revisited -- Robot Baby 2001 -- Discovering Mechanisms: A Computational Philosophy of Science Perspective -- Inventing Discovery Tools: Combining Information Visualization with Data Mining -- Complexity of Learning -- On Learning Correlated Boolean Functions Using Statistical Queries (Extended Abstract) -- A Simpler Analysis of the Multi-way Branching Decision Tree Boosting Algorithm -- Minimizing the Quadratic Training Error of a Sigmoid Neuron Is Hard -- Support Vector Machines -- Learning of Boolean Functions Using Support Vector Machines -- A Random Sampling Technique for Training Support Vector Machines -- New Learning Models -- Learning Coherent Concepts -- Learning Intermediate Concepts -- Real-Valued Multiple-Instance Learning with Queries -- Online Learning -- Loss Functions, Complexities, and the Legendre Transformation -- Non-linear Inequalities between Predictive and Kolmogorov Complexities -- Inductive Inference -- Learning by Switching Type of Information -- Learning How to Separate -- Learning Languages in a Union -- On the Comparison of Inductive Inference Criteria for Uniform Learning of Finite Classes -- Refutable Inductive Inference -- Refutable Language Learning with a Neighbor System -- Learning Recursive Functions Refutably -- Refuting Learning Revisited -- Learning Structures and Languages -- Efficient Learning of Semi-structured Data from Queries -- Extending Elementary Formal Systems -- Learning Regular Languages Using RFSA -- Inference of ?-Languages from Prefixes
Dimensions
unknown
Extent
XII, 388 p.
File format
multiple file formats
Form of item
electronic
Isbn
9783540455837
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/3-540-45583-3
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(DE-He213)978-3-540-45583-7

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