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Temporal information retrieval

journal contribution
posted on 2024-11-02, 04:53 authored by Nattiya Kanhabua, Roi Blanco Gonzalez, Kjetil Nørvåg
Temporal dynamics and how they impact upon various components of information retrieval (IR) systems have received a large share of attention in the last decade. In particular, the study of relevance in information retrieval can now be framed within the so-called temporal IR approaches, which explain how user behavior, document content and scale vary with time, and how we can use them in our favor in order to improve retrieval effectiveness. This survey provides a comprehensive overview of temporal IR approaches, centered on the following questions: what are temporal dynamics, why do they occur, and when and how to leverage temporal information throughout the search cycle and architecture. We first explain the general and wide aspects associated to temporal dynamics by focusing on the web domain, from content and structural changes to variations of user behavior and inte ractions. Next, we pinpoint several research issues and the impact of such temporal characteristics on search, essentially regarding processing dynamic content, temporal query analysis and time-aware ranking. We also address particular aspects of temporal information extraction (for instance, how to timestamp documents and generate temporal profiles of text). To this end, we present existing temporal search engines and applications in related research areas, e.g., exploration, summarization, and clustering of search results, as well as future event retrieval and prediction, where the time dimension also plays an important role.

History

Related Materials

  1. 1.
    DOI - Is published in 10.1561/1500000043
  2. 2.
    ISSN - Is published in 15540669

Journal

Foundations and Trends in Information Retrieval

Volume

9

Issue

2

Start page

91

End page

208

Total pages

118

Publisher

Now Publishers

Place published

United States

Language

English

Copyright

© 2015 N. Kanhabua, R. Blanco, and K. Nørvåg.

Former Identifier

2006077355

Esploro creation date

2020-06-22

Fedora creation date

2017-08-29

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