Entropy Guided Transformation Learning: Algorithms and Applications

• Κύριοι συγγραφείς: Santos, Cícero Nogueira dos (Συγγραφέας), Milidiú, Ruy Luiz (Συγγραφέας)
• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: London : Springer London, 2012.
• Σειρά: SpringerBriefs in Computer Science,
• Θέματα: Computer science.; Computational linguistics.; Pattern recognition.; Computer Science.; Pattern Recognition.; Language Translation and Linguistics.; Computational Linguistics.

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 u...

Πίνακας περιεχομένων:

• 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.