Entropy Guided Transformation Learning: Algorithms and Applications

Name: Entropy Guided Transformation Learning: Algorithms and Applications
Brand: Springer
SKU: 9781447129776
Price: 3633.0 INR
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by Cícero Nogueira Dos Santos

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ISBN13: 9781447129776
Binding: Paperback
Subject: N/A
Publisher: Springer
Publisher Imprint: Springer
Publication Date: March 16, 2012
Pages: 78
Original Price: EUR 49.99
Language: English
Edition: 2012
Item Weight: 152 grams
BISAC Subject(s): Linguistics / General, Artificial Intelligence / Computer Vision & Pattern Recognition, and Artificial Intelligence / Natural Language Processing

About The Book

From the Back Cover

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.

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