{"product_id":"machine-learning-for-text-9783319735306","title":"Machine Learning for Text","description":"\u003cp\u003e • Author(s): Charu C. Aggarwal\u003cbr\u003e • Publisher: Springer\u003cbr\u003e • Publisher Imprint: Springer\u003cbr\u003e • BISAC: Internet - General\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eFrom the Back Cover\u003c\/b\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003eText analytics is a field that lies on the interface of information retrieval, machine learning, \u003c\/p\u003e \u003cp\u003eand natural language processing. This book carefully covers a coherently organized framework\u003c\/p\u003e \u003cp\u003edrawn from these intersecting topics. The chapters of this book span three broad categories: \u003c\/p\u003e \u003cp\u003e \u003c\/p\u003e \u003cp\u003e1. \u003ci\u003eBasic algorithms: \u003c\/i\u003eChapters 1 through 8 discuss the classical algorithms for text analytics\u003c\/p\u003e \u003cp\u003esuch as preprocessing, similarity computation, topic modeling, matrix factorization, \u003c\/p\u003e \u003cp\u003eclustering, classification, regression, and ensemble analysis.\u003c\/p\u003e \u003cp\u003e \u003c\/p\u003e \u003cp\u003e2. \u003ci\u003eDomain-sensitive learning: \u003c\/i\u003eChapters 8 and 9 discuss learning models in heterogeneous\u003c\/p\u003e \u003cp\u003esettings such as a combination of text with multimedia or Web links. The problem of\u003c\/p\u003e \u003cp\u003einformation retrieval and Web search is also discussed in the context of its relationship\u003c\/p\u003e \u003cp\u003ewith ranking and machine learning methods.\u003c\/p\u003e \u003cp\u003e \u003c\/p\u003e \u003cp\u003e3. \u003ci\u003eSequence-centric mining: \u003c\/i\u003eChapters 10 through 14 discuss various sequence-centric and\u003c\/p\u003e \u003cp\u003enatural language applications, such as feature engineering, neural language models, \u003c\/p\u003e \u003cp\u003edeep learning, text summarization, information extraction, opinion mining, text segmentation, \u003c\/p\u003e \u003cp\u003eand event detection.\u003c\/p\u003e \u003cp\u003e \u003c\/p\u003e \u003cp\u003eThis book covers text analytics and machine learning topics from the simple to the advanced.\u003c\/p\u003e \u003cp\u003eSince the coverage is extensive, multiple courses can be offered from the same book, \u003c\/p\u003e \u003cp\u003edepending on course level.\u003c\/p\u003e","brand":"Springer","offers":[{"title":"Hardcover","offer_id":45274984120471,"sku":"9783319735306","price":5458.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9783319735306.webp?v=1769281543","url":"https:\/\/atlanticbooks.com\/products\/machine-learning-for-text-9783319735306","provider":"Atlantic Books","version":"1.0","type":"link"}