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Machine learning for text

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Author(s): Aggarwal, Charu C
Publisher: Springer
Year: 2018

Language: English
Pages: 493
Tags: Machine learning.;Text processing (Computer science);Apprentissage automatique.;Traitement de texte.

Content: Machine learning for text : an introduction --
Text preparation and similarity computation --
Matrix factorization and topic modeling --
Text clustering --
Text classification : basic models --
Linear classification and regression for text --
Classifier performance and evaluation --
Joint text mining with heterogeneous data --
Information retrieval and search engines --
Text sequence modeling and deep learning --
Text summarization --
Information extraction --
Opinion mining and sentiment analysis --
Text segmentation and event detection.