Introduction to Information Retrieval
Введение в информационный поиск
2008-07-07
SCID: 54.1/43gzur25
Discuss with AI
information retrievalmachine learning on texttext classificationtext clusteringweb search
Figures from the paper
Abstract (AI)
Class-tested and coherent, this textbook teaches classical and web information retrieval, including web search and the related areas of text classification and text clustering from basic concepts. It gives an up-to-date treatment of all aspects of the design and implementation of systems for gathering, indexing, and searching documents; methods for evaluating systems; and an introduction to the use of machine learning methods on text collections. All the important ideas are explained using examples and figures, making it perfect for introductory courses in information retrieval for advanced undergraduates and graduate students in computer science. Based on feedback from extensive classroom experience, the book has been carefully structured in order to make teaching more natural and effective. Slides and additional exercises (with solutions for lecturers) are also available through the book's supporting website to help course instructors prepare their lectures.
Key Findings
1
Content is structured and explained with examples and figures, optimized for advanced undergraduate and graduate IR courses based on extensive classroom feedback.
2
It covers design and implementation of systems for gathering, indexing, and searching documents, plus methods for evaluating retrieval systems.
3
Supplementary teaching materials—slides and exercises with instructor solutions—are available on the book's supporting website.
4
The book includes an introduction to applying machine learning methods to text collections.
5
The textbook provides a coherent, class-tested introduction to classical and web information retrieval, including web search, text classification, and text clustering.
Research Object
Information retrieval systems for gathering, indexing, and searching document and web collections
Research Subject
Design, implementation, evaluation, and teaching of classical and web information retrieval methods including web search, text classification, clustering, and application of machine learning to text collections
Publication Details
Publication Date
2008-07-07
Journal
Publisher
ISSN
Access Type
Author Information
Download PDF
Subscribe to digest