- First Edition
- Hardcover
- Used
Seller: Pulpfiction Books, Vancouver, BC, CanadaPulpfiction Books
AbeBooks seller since May 7, 2015
Condition: Used - Near fine
£ 27.01
Quantity: 1 available
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First edition, first printing. Near Fine- lightly rubbed and bumped hardback issued without dust jacket, clean and unmarked. Heavy oversize book may require a variable shipping surcharge based on its final destination.
Seller Inventory # 014638
- Title
- Machine Learning for Text
- Author
- Aggarwal, Charu C.
- Publisher
- Springer
- Publication year
- 2018
- Condition
- Near Fine
- Binding
- Hardcover
- Language
- English
- ISBN 10
- 3319735306
- ISBN 13
- 9783319735306
- Edition
- 1st Edition
- Printing
- 1st Printing
Text analytics is a field that lies on the interface of information retrieval,machine learning, and natural language processing, and this textbook carefully covers a coherently organized framework drawn from these intersecting topics. The chapters of this textbook is organized into three categories:
- Basic algorithms: Chapters 1 through 7 discuss the classical algorithms for machine learning from text such as preprocessing, similarity computation, topic modeling, matrix factorization, clustering, classification, regression, and ensemble analysis.
- Domain-sensitive mining: Chapters 8 and 9 discuss the learning methods from text when combined with different domains such as multimedia and the Web. The problem of information retrieval and Web search is also discussed in the context of its relationship with ranking and machine learning methods.
- 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 textbook covers machine learning topics for text in detail. Since the coverage is extensive,multiple courses can be offered from the same book, depending on course level. Even though the presentation is text-centric, Chapters 3 to 7 cover machine learning algorithms that are often used indomains beyond text data. Therefore, the book can be used to offer courses not just in text analytics but also from the broader perspective of machine learning (with text as a backdrop).
This textbook targets graduate students in computer science, as well as researchers, professors, and industrial practitioners working in these related fields. This textbook is accompanied with a solution manual for classroom teaching.
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Pulpfiction Books
Vancouver, BC, Canada
AbeBooks seller since May 7, 2015
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Pulpfiction Books is one of Western Canada's largest independent bookstores. We maintain a basic stock of approximately 100,000 titles in three different Vancouver neighborhood locations and most days see several hundred new books added to the shelves. In addition to full runs of reading copies by most major science fiction, fantasy, and mystery authors, we carry a wide assortment of contemporary fiction, literature, books on art, architecture, cultural studies, philosophy, science, music, travel writing, cookbooks, poetry, drama, and most other major subject fields. We travel regularly throughout North America, sourcing rare and hard-to-find titles. We buy books every day. No appointment is ever required to sell books to us. While the bulk of our purchases consists of recent trade and mass market fiction and nonfiction, we are always interested in purchasing antiquarian stock, particularly in the visual arts, architecture, and Northwest Coast art and literature. Our shop website, www.pfbvan.ca, gives more details about how we make our buying decisions. …
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Pulpfiction Books
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