02327nam a22002895i 4500999001700000001000900017003000900026005001700035008004100052020001800093040003300111082002000144100003300164245005200197264007900249264001000328300004700338336002600385337002800411338002700439520132600466650002901792650005201821653002201873942001201895952013001907  c28239d2821020306424EG-ScBUE20200305144639.0180125t20182018sz a   f b    001 0 eng d  a9783319735306  aDLCbengerdacDLCdEG-ScBUE04a006.31bAGG2221 aAggarwal, Charu C.,eauthor.10aMachine learning for text /cCharu C. Aggarwal. 1aCham, Switzerland :bSpringer / Springer International Publishing,c[2018] 4cc2018  axxiii, 493 pages :billustrations ;c28 cm  atextbtxt2rdacontent  aunmediatedbn2rdamedia  avolumebnc2rdacarrier  aText analytics is a field that lies on the interface of information retrieval, machine learning, and natural language processing. This book carefully covers a coherently organized framework drawn from these intersecting topics. The chapters of this book span three broad categories: 1. Basic algorithms: Chapters 1 through 8 discuss the classical algorithms for text analytics such as preprocessing, similarity computation, topic modeling, matrix factorization, clustering, classification, regression, and ensemble analysis. 2. Domain-sensitive learning: Chapters 8 and 9 discuss learning models in heterogeneous settings such as a combination of text with multimedia or Web links. The problem of information retrieval and Web search is also discussed in the context of its relationship with ranking and machine learning methods. 3. Sequence-centric mining: Chapters 10 through 14 discuss various sequence-centric and natural language applications, such as feature engineering, neural language models, deep learning, text summarization, information extraction, opinion mining, text segmentation, and event detection. This book covers text analytics and machine learning topics from the simple to the advanced. Since the coverage is extensive, multiple courses can be offered from the same book, depending on course level. 7aMachine learning.2BUEsh 7aText processing (Computer science)2BUEsh97933  bCOMSCIcMarch2020  2ddccBB  00102ddc40708BaccahaMAINbMAINcLOWd2020-03-05ePurchasel0o006.31 AGGp000048898r2025-07-15 00:00:00w2020-03-05yBB