Query Understanding for Search Engines

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Beschreibung

This book presents a systematic study of practices and theories for query understanding of search engines. These studies can be categorized into three major classes. The first class is to figure out what the searcher wants by extracting semantic meaning from the searcher¿s keywords, such as query classification, query tagging, and query intent understanding. The second class is to analyze search queries and then translate them into an enhanced query that can produce better search results, such as query spelling correction or query rewriting. The third class is to assist users in refining or suggesting queries in order to reduce users¿ search effort and satisfy their information needs, such as query auto-completion and query suggestion.

Query understanding is a fundamental part of search engines. It is responsible to precisely infer the intent of the query formulated by the search user, to correct spelling errors in his/her query, to reformulate the query to capture its intent more accurately, and to guide the user in formulating a query with precise intent.

The book will be invaluable to researchers and graduate students in computer or information science and specializing in information retrieval or web-based systems, as well as to researchers and programmers working on the development or improvement of products related to search engines.

Über den Autor

Yi Chang is the Dean of the School of Artificial Intelligence, Jilin University, China. Prior to this, he was Technical Vice President at Huawei Research America, and Research Director at Yahoo Research. His research interests include information retrieval, data mining, machine learning, natural language processing, and artificial intelligence. He has published more than 100 papers on premium conferences or journals, and was elected as an ACM Distinguished Scientist in 2018 for his contributions to intelligent algorithms for search engines.

Hongbo Deng is Senior Staff Engineer and Director in the Search and Recommendation Business Unit at Alibaba Group. Before that, he was a senior software engineer at Google, and a senior research scientist at Yahoo! Labs. His research interests include information retrieval, web search, data mining, recommendation system, natural language processing. He won the Best Paper Award in SIGKDD 2016, and the Vannevar Bush Best Paper Award in JCDL 2012. He is a senior member of ACM.

Zusammenfassung

Presents techniques of query understanding and reformulation for search engines, including query classification, query tagging, query suggestion, query auto completion, and spelling correction

Provides extensive experimental results on various query log data sets to demonstrate the performance of various algorithms as well as guidelines for practical use

Written mainly for researchers and graduate students specializing in information retrieval or web-based systems

Inhaltsverzeichnis

1. An Introduction to Query Understanding.- 2. Query Classification.- 3. Query Segmentation and Tagging.- 4. Query Intent Understanding.- 5. Query Spelling Correction.- 6. Query Rewriting.- 7. Query Auto-Completion.- 8. Query Suggestion.- 9. Future Directions of Query Understanding.

Details

Erscheinungsjahr:	2021
Genre:	Informatik
Rubrik:	Naturwissenschaften & Technik
Medium:	Taschenbuch
Seiten:	236
Reihe:	The Information Retrieval Series
Inhalt:	x 224 S. 16 s/w Illustr. 5 farbige Illustr. 224 p. 21 illus. 5 illus. in color.
ISBN-13:	9783030583361
ISBN-10:	3030583368
Sprache:	Englisch
Ausstattung / Beilage:	Paperback
Einband:	Kartoniert / Broschiert
Redaktion:	Deng, Hongbo Chang, Yi
Herausgeber:	Yi Chang/Hongbo Deng
Auflage:	1st ed. 2020
Hersteller:	Springer International Publishing Springer International Publishing AG The Information Retrieval Series
Maße:	235 x 155 x 13 mm
Von/Mit:	Hongbo Deng (u. a.)
Erscheinungsdatum:	03.12.2021
Gewicht:	0,365 kg

preigu-id: 120789431