TREC: Experiment and Evaluation in Information Retrieval
暫譯: TREC:資訊檢索中的實驗與評估
Ellen M. Voorhees, Donna K. Harman
- 出版商: MIT
- 出版日期: 2005-09-02
- 售價: $1,530
- 貴賓價: 9.8 折 $1,499
- 語言: 英文
- 頁數: 368
- 裝訂: Hardcover
- ISBN: 0262220733
- ISBN-13: 9780262220736
-
相關分類:
資訊科學、Information-architecture、Information-management
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商品描述
Description:
The Text REtrieval Conference (TREC), a yearly workshop hosted by the US government's National Institute of Standards and Technology, provides the infrastructure necessary for large-scale evaluation of text retrieval methodologies. With the goal of accelerating research in this area, TREC created the first large test collections of full-text documents and standardized retrieval evaluation. The impact has been significant; since TREC's beginning in 1992, retrieval effectiveness has approximately doubled. TREC has built a variety of large test collections, including collections for such specialized retrieval tasks as cross-language retrieval and retrieval of speech. Moreover, TREC has accelerated the transfer of research ideas into commercial systems, as demonstrated in the number of retrieval techniques developed in TREC that are now used in Web search engines.
This book provides a comprehensive review of TREC research, summarizing the variety of TREC results, documenting the best practices in experimental information retrieval, and suggesting areas for further research. The first part of the book describes TREC's history, test collections, and retrieval methodology. Next, the book provides "track" reports -- describing the evaluations of specific tasks, including routing and filtering, interactive retrieval, and retrieving noisy text. The final part of the book offers perspectives on TREC from such participants as Microsoft Research, University of Massachusetts, Cornell University, University of Waterloo, City University of New York, and IBM. The book will be of interest to researchers in information retrieval and related technologies, including natural language processing.
Ellen M. Voorhees is Computer Scientist at the National Institute of Standards and Technology (NIST).
Donna K. Harman is Group Leader at the National Institute of Standards and Technology (NIST).
Table of Contents:
Preface vii List of Conference Proceedings ix I INTRODUCTION 1 The Text REtrieval Conference
Ellen M. Voorhees and Donna K. Harman3 2 The TREC Test Collections
Donna K. Harman21 3 Retrieval System Evaluation
Chris Buckley and Ellen M. Voorhees53 II SELECTED TRACK REPORTS 4 The TREC Ad Hoc Experiments
Donna K. Harman79 5 Routing and Filtering
Stephen Robertson and Jamie Callan99 6 The TREC Interactive Tracks: Putting the User into Search
Susan T. Dumais and Nicholas J. Belkin123 7 Beyond English
Donna K. Harman153 8 Retrieving Noisy Text
Ellen M. Voorhees and John S. Garofolo183 9 The Very Large Collection and Web Tracks
David Hawking and Nick Craswell199 10 Question Answering in TREC
Ellen M. Voorhees233 III SELECTED PARTICIPANT REPORTS 11 The University of Massachusetts and a Dozen TRECs
James Allan, W. Bruce Croft and Jamie Callan261 12 How Okapi Came to TREC
Stephen Robertson287 13 The SMART Project at TREC
Chris Buckley301 14 Ten Years of Ad Hoc Retrieval at TREC Using PIRCS
Kui-Lam Kwok321 15 MultiText Experiments for TREC
Gordon V. Cormack, Charles L. A. Clarke, Christopher R. Palmer and Thomas R. Lynam347 16 A Language-Modeling Approach to TREC
Djoerd Hiemstra and Wessel Kraaij373 17 IBM Research Activities at TREC
Eric W. Brown, David Carmel, Martin Franz, Abraham Ittycheriah, Tapas Kanungo, Yoelle Maarek, J. Scott McCarley, Robert L. Mack, John M. Prager, John R. Smith, Aya Soffer, Jason Y. Zien and Alan D. Marwick397 Epilogue: Metareflections on TREC
Karen Sparck Jones421 List of Contributors 449 Index 451
商品描述(中文翻譯)
描述:
文本檢索會議(Text REtrieval Conference,TREC)是由美國政府的國家標準與技術研究所(National Institute of Standards and Technology,NIST)主辦的年度研討會,提供大規模評估文本檢索方法所需的基礎設施。TREC的目標是加速該領域的研究,並創建了第一個大型的全文檔案測試集和標準化的檢索評估。自1992年TREC成立以來,檢索效果大約翻了一番,影響顯著。TREC建立了各種大型測試集,包括跨語言檢索和語音檢索等專門檢索任務的集合。此外,TREC還加速了研究理念向商業系統的轉移,這在TREC開發的檢索技術中得到了證明,這些技術現在已被用於網路搜索引擎。
本書提供了對TREC研究的全面回顧,總結了TREC的各種結果,記錄了實驗信息檢索的最佳實踐,並建議了進一步研究的領域。本書的第一部分描述了TREC的歷史、測試集和檢索方法。接下來,本書提供了“追蹤”報告——描述特定任務的評估,包括路由和過濾、互動檢索以及檢索噪聲文本。本書的最後一部分提供了來自微軟研究院(Microsoft Research)、麻省大學(University of Massachusetts)、康奈爾大學(Cornell University)、滑鐵盧大學(University of Waterloo)、紐約市立大學(City University of New York)和IBM等參與者對TREC的看法。本書將對信息檢索及相關技術的研究者,包括自然語言處理領域的研究者感興趣。
Ellen M. Voorhees是國家標準與技術研究所(NIST)的計算機科學家。
Donna K. Harman是國家標準與技術研究所(NIST)的組長。
目錄:
前言
會議論文列表
I 引言
1 文本檢索會議
Ellen M. Voorhees 和 Donna K. Harman
2 TREC測試集
Donna K. Harman
3 檢索系統評估
Chris Buckley 和 Ellen M. Voorhees
II 精選追蹤報告
4 TREC即時實驗
Donna K. Harman
5 路由和過濾
Stephen Robertson 和 Jamie Callan
6 TREC互動追蹤:將用戶納入搜索
Susan T. Dumais 和 Nicholas J. Belkin
7 超越英語
Donna K. Harman
8 檢索噪聲文本
Ellen M. Voorhees 和 John S. Garofolo
9 超大型集合和網路追蹤
David Hawking 和 Nick Craswell
10 TREC中的問題回答
Ellen M. Voorhees
III 精選參與者報告
11 麻省大學與十幾個TREC
James Allan、W. Bruce Croft 和 Jamie Callan
12 Okapi如何來到TREC
Stephen Robertson
13 TREC中的SMART專案
Chris Buckley
14 使用PIRCS的TREC即時檢索十年
Kui-Lam Kwok
15 TREC的MultiText實驗
Gordon V. Cormack、Charles L. A. Clarke、Christopher R. Palmer 和 Thomas R. Lynam
16 一種語言建模方法的TREC應用
Djoerd Hiemstra 和 Wessel Kraaij