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Determining Time of Queries for Re-ranking Search Results
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Determining Time of Queries for Re-ranking Search Results
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Nattiya Kanhabua
,
Kjetil Nørvåg
Recent work on analyzing
query logs
shows that a significant fraction of queries are temporal, i.e., relevancy is dependent on time, and temporal queries play an important role in many domains, e.g., digital libraries and document archives. Temporal queries can be divided into two types: 1) those with temporal criteria explicitly provided by users, and 2) those with no temporal criteria provided. In this paper, we deal with the latter type of queries, i.e., queries that comprise only keywords, and their relevant documents are associated to particular time periods not given by the queries. We propose a number of methods to determine the time of queries using temporal language models. After that, we show how to increase the retrieval effectiveness by using the determined time of queries to re-rank the search results. Through extensive experiments we show that our proposed approaches improve retrieval effectiveness.
Conference:
European Conference on Digital Libraries - ECDL
, pp. 261-272, 2010
DOI:
10.1007/978-3-642-15464-5_27
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Citation Context
(1)
...Two ways of obtaining temporal criteria relevant to a query are 1) having them provided by the user [1,6], or 2) determined by the system [
5
]...
Nattiya Kanhabua
,
et al.
QUEST: Query Expansion Using Synonyms over Time
References
(12)
A Language Modeling Approach for Temporal Information Needs
(
Citations: 4
)
Klaus Berberich
,
Srikanta J. Bedathur
,
Omar Alonso
,
Gerhard Weikum
Conference:
European Colloquium on IR Research - ECIR
, pp. 13-25, 2010
A time machine for text search
(
Citations: 31
)
Klaus Berberich
,
Srikanta J. Bedathur
,
Thomas Neumann
,
Gerhard Weikum
Conference:
Research and Development in Information Retrieval - SIGIR
, pp. 519-526, 2007
Temporal Language Models for the Disclosure of Historical Text
(
Citations: 7
)
Franciska de Jong
,
Henning Rode
,
Djoerd Hiemstra
Using temporal profiles of queries for precision prediction
(
Citations: 39
)
Fernando Diaz
,
Rosie Jones
Conference:
Research and Development in Information Retrieval - SIGIR
, pp. 18-24, 2004
Temporal Ranking of Search Engine Results
(
Citations: 3
)
Adam Jatowt
,
Yukiko Kawai
,
Katsumi Tanaka
Conference:
Web Information Systems Engineering - WISE
, pp. 43-52, 2005
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Citations
(1)
QUEST: Query Expansion Using Synonyms over Time
Nattiya Kanhabua
,
Kjetil Nørvåg
Conference:
Principles of Data Mining and Knowledge Discovery - PKDD
, pp. 595-598, 2010