Text Retrieval and Filtering: Analytic Models of Performance
暫譯: 文本檢索與過濾:性能分析模型
Losee, Robert M.
- 出版商: Springer
- 出版日期: 2012-10-12
- 售價: $7,980
- 貴賓價: 9.5 折 $7,581
- 語言: 英文
- 頁數: 242
- 裝訂: Quality Paper - also called trade paper
- ISBN: 1461376122
- ISBN-13: 9781461376125
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相關分類:
Text-mining、Algorithms-data-structures、Data Science
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相關主題
商品描述
Text Retrieval and Filtering: Analytical Models of Performance is the first book that addresses the problem of analytically computing the performance of retrieval and filtering systems. The book describes means by which retrieval may be studied analytically, allowing one to describe current performance, predict future performance, and to understand why systems perform as they do. The focus is on retrieving and filtering natural language text, with material addressing retrieval performance for the simple case of queries with a single term, the more complex case with multiple terms, both with term independence and term dependence, and for the use of grammatical information to improve performance. Unambiguous statements of the conditions under which one method or system will be more effective than another are developed.
Text Retrieval and Filtering: Analytical Models of Performance focuses on the performance of systems that retrieve natural language text, considering full sentences as well as phrases and individual words. The last chapter explicitly addresses how grammatical constructs and methods may be studied in the context of retrieval or filtering system performance. The book builds toward solving this problem, although the material in earlier chapters is as useful to those addressing non-linguistic, statistical concerns as it is to linguists. Those interested in grammatical information should be cautioned to carefully examine earlier chapters, especially Chapters 7 and 8, which discuss purely statistical relationships between terms, before moving on to Chapter 10, which explicitly addresses linguistic issues.
Text Retrieval and Filtering: Analytical Models of Performance is suitable as a secondary text for a graduate level course on Information Retrieval or Linguistics, and as a reference for researchers and practitioners in industry.
Text Retrieval and Filtering: Analytical Models of Performance focuses on the performance of systems that retrieve natural language text, considering full sentences as well as phrases and individual words. The last chapter explicitly addresses how grammatical constructs and methods may be studied in the context of retrieval or filtering system performance. The book builds toward solving this problem, although the material in earlier chapters is as useful to those addressing non-linguistic, statistical concerns as it is to linguists. Those interested in grammatical information should be cautioned to carefully examine earlier chapters, especially Chapters 7 and 8, which discuss purely statistical relationships between terms, before moving on to Chapter 10, which explicitly addresses linguistic issues.
Text Retrieval and Filtering: Analytical Models of Performance is suitable as a secondary text for a graduate level course on Information Retrieval or Linguistics, and as a reference for researchers and practitioners in industry.
商品描述(中文翻譯)
《文本檢索與過濾:性能的分析模型》是第一本針對分析計算檢索和過濾系統性能問題的書籍。該書描述了可以用來進行分析性研究的檢索方法,使讀者能夠描述當前性能、預測未來性能,並理解為什麼系統會以特定方式運作。重點在於檢索和過濾自然語言文本,內容涵蓋了單一術語查詢的簡單情況、包含多個術語的更複雜情況,無論是術語獨立還是術語依賴,以及利用語法信息來提高性能的情況。書中發展了在何種條件下某種方法或系統會比其他方法或系統更有效的明確陳述。
《文本檢索與過濾:性能的分析模型》專注於檢索自然語言文本的系統性能,考慮完整句子、短語以及單個詞彙。最後一章明確探討了語法結構和方法如何在檢索或過濾系統性能的背景下進行研究。該書逐步建立了解決此問題的框架,儘管早期章節的內容對於處理非語言的統計問題的人士同樣有用。對於有興趣於語法信息的讀者,建議仔細檢查早期章節,特別是第七章和第八章,這些章節討論了術語之間的純統計關係,然後再進入第十章,該章明確探討語言學問題。
《文本檢索與過濾:性能的分析模型》適合作為研究生層級的信息檢索或語言學課程的輔助教材,以及業界研究人員和從業者的參考資料。