The Resource Entropy guided transformation learning : algorithms and applications, Cícero Nogueira Santos, Ruy Luiz Milidiú, (electronic resource)

Entropy guided transformation learning : algorithms and applications, Cícero Nogueira Santos, Ruy Luiz Milidiú, (electronic resource)

Label
Entropy guided transformation learning : algorithms and applications
Title
Entropy guided transformation learning
Title remainder
algorithms and applications
Statement of responsibility
Cícero Nogueira Santos, Ruy Luiz Milidiú
Creator
Contributor
Provider
Subject
Genre
Language
eng
Summary
Entropy Guided Transformation Learning: Algorithms and Applications (ETL) presents a machine learning algorithm for classification tasks. ETL generalizes Transformation Based Learning (TBL) by solving the TBL bottleneck: the construction of good template sets. ETL automatically generates templates using Decision Tree decomposition. The authors describe ETL Committee, an ensemble method that uses ETL as the base learner. Experimental results show that ETL Committee improves the effectiveness of ETL classifiers. The application of ETL is presented to four Natural Language Processing (NLP) tasks: part-of-speech tagging, phrase chunking, named entity recognition and semantic role labeling. Extensive experimental results demonstrate that ETL is an effective way to learn accurate transformation rules, and shows better results than TBL with handcrafted templates for the four tasks. By avoiding the use of handcrafted templates, ETL enables the use of transformation rules to a greater range of tasks. Suitable for both advanced undergraduate and graduate courses, Entropy Guided Transformation Learning: Algorithms and Applications provides a comprehensive introduction to ETL and its NLP applications
Member of
Cataloging source
GW5XE
http://library.link/vocab/creatorName
Santos, Cícero Nogueira
Image bit depth
0
LC call number
P98
LC item number
.S26 2012
Literary form
non fiction
Nature of contents
dictionaries
http://library.link/vocab/relatedWorkOrContributorName
  • SpringerLink
  • Milidiu, Ruy Luiz
Series statement
SpringerBriefs in Computer Science,
http://library.link/vocab/subjectName
  • Computational linguistics
  • Entropy (Information theory)
  • Translators (Computer programs)
  • Computational linguistics
  • Entropy (Information theory)
  • Translators (Computer programs)
  • Informatique
Label
Entropy guided transformation learning : algorithms and applications, Cícero Nogueira Santos, Ruy Luiz Milidiú, (electronic resource)
Instantiates
Publication
Antecedent source
mixed
Bibliography note
Includes bibliographical references
Color
not applicable
Contents
Preface -- Acknowledgements -- Acronyms -- Part I Entropy Guided Transformation Learning: Algorithms -- Introduction -- Entropy Guided Transformation Learning -- ETL Committee -- Part II Entropy Guided Transformation Learning: Applications -- General ETL Modeling for NLP Tasks -- Part-of-Speech Tagging -- Phrase Chunking -- Named Entity Recognition -- Semantic Role Labeling -- Conclusions -- Appendices
Dimensions
unknown
Extent
1 online resource (xiii, 78 p.)
File format
multiple file formats
Form of item
  • online
  • electronic
Isbn
9781447129776
Level of compression
uncompressed
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
  • (OCoLC)781634258
  • (OCoLC)ocn781634258
Label
Entropy guided transformation learning : algorithms and applications, Cícero Nogueira Santos, Ruy Luiz Milidiú, (electronic resource)
Publication
Antecedent source
mixed
Bibliography note
Includes bibliographical references
Color
not applicable
Contents
Preface -- Acknowledgements -- Acronyms -- Part I Entropy Guided Transformation Learning: Algorithms -- Introduction -- Entropy Guided Transformation Learning -- ETL Committee -- Part II Entropy Guided Transformation Learning: Applications -- General ETL Modeling for NLP Tasks -- Part-of-Speech Tagging -- Phrase Chunking -- Named Entity Recognition -- Semantic Role Labeling -- Conclusions -- Appendices
Dimensions
unknown
Extent
1 online resource (xiii, 78 p.)
File format
multiple file formats
Form of item
  • online
  • electronic
Isbn
9781447129776
Level of compression
uncompressed
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
  • (OCoLC)781634258
  • (OCoLC)ocn781634258

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