Machine Learning For Text - Charu C. Aggarwal

Text Analytics Is A Field That Lies On The Interface Of Information Retrieval,machine Learning, And Natural Language Processing, And This Textbooknbsp;carefully Covers A Coherently Organized Framework Drawn From These Intersectingnbsp;topics. The Chapters Of This Textbook Is Organized Into Three Categories:- Basic Algorithms: Chapters 1 Through 7 Discuss The Classical Algorithmsnbsp;for Machine Learning From Text Such As Preprocessing, Similaritynbsp;computation, Topic Modeling, Matrix Factorization, Clustering, Classification, Regression, And Ensemble Analysis.- Domain-sensitive Mining: Chapters 8 And 9 Discuss The Learning Methodsnbsp;from Text When Combined With Different Domains Such As Multimedia Andnbsp;the Web. The Problem Of Information Retrieval And Web Search Is Alsonbsp;discussed In The Context Of Its Relationship With Ranking And Machinenbsp;learning Methods.