Indri 信息检索模型

Indri是一种基于语言模型的信息检索系统,由多个研究论文支持,包括在SIGIR等会议上发表的工作。这些论文深入探讨了如何结合语言模型和推理网络方法来改进检索效果,并提出了复杂查询的处理方法。Indri还在TREC等评测中展示了其性能。

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Indri 信息检索模型

戴维整理

介绍
        本文旨在阐述Indri所实现的检索模型及其相关细节。
参考文献:
  1. Lavrenko, V. and Croft, W.B., "Relevance-Based Language Models," Proceedings of the 24th Annual international ACM SIGIR Conference on Research and Development in information Retrieval (SIGIR '01), 120-127, 2001. [pdf]

  2. Metzler, D. and Croft, W.B., "Combining the Language Model and Inference Network Approaches to Retrieval," Information Processing and Management Special Issue on Bayesian Networks and Information Retrieval, 40(5), 735-750, 2004. [pdf]

  3. Metzler, D., Lavrenko, V., and Croft, W. B., "Formal Multiple-Bernoulli Models for Language Modeling," Proceedings of ACM SIGIR 2004, 540-541, 2004. [pdf]

  4. Metzler, D., Strohman T., Turtle H., and Croft, W.B., "Indri at TREC 2004: Terabyte Track," Online Proceedings of 2004 Text REtrieval Conference (TREC 2004), 2004. [pdf]

  5. Ponte, J. M. and Croft, W. B., "A language modeling approach to information retrieval," Proceedings of the 21st Annual international ACM SIGIR Conference on Research and Development in information Retrieval (SIGIR '98), 275-281, 1998. [pdf]

  6. Strohman, T., Metzler, D., Turtle, H., and Croft, W.B., "Indri: A language-model based search engine for complex queries (extended version)" CIIR Technical Report, 2005. [pdf]

  7. Turtle, H. and Croft, W.B.,"Evaluation of an Inference Network-Based Retrieval Model," ACM Transactions on Information System, in 9(3),187-222, 1991.

  8. Zhai, C. and Lafferty, J., "A study of smoothing methods for language models applied to Ad Hoc information retrieval," Proceedings of the 24th Annual international ACM SIGIR Conference on Research and Development in information Retrieval (SIGIR '01), 334-342, 2001. [pdf]

  9. Zhai, C. and Lafferty, J., "Two-stage language models for information retrieval," Proceedings of the 25th Annual international ACM SIGIR Conference on Research and Development in information Retrieval (SIGIR '02), 49-56, 2002. [pdf]

相关链接:
http://ciir.cs.umass.edu/~metzler/indriretmodel.html

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