Abstract
The appearance of microblogging services has led to many short documents being issued by crowds of people. To retrieve useful information from among such a huge quantity of messages, query expansion (QE) is usually used to enrich a user query. Some QE methods for microblog search utilize temporal properties (e.g., recency and temporal variation) derived from the real-time characteristic that many messages are posted by users when an interesting event has recently occurred. Our approach leverages temporal properties for QE and combines them according to the temporal variation of a given topic. Experimental results show that this QE method using automatically combined temporal properties is effective at improving retrieval performance.
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References
Dakka, W., Gravano, L., Ipeirotis, P.G.: Answering general time-sensitive queries. TKDE 24(2), 220–235 (2012)
Efron, M., Golovchinsky, G.: Estimation methods for ranking recent information. In: SIGIR, pp. 495–504 (2011)
Efron, M.: The university of illinois’ graduate school of library and information science at TREC 2011. In: TREC (2011)
Jones, R., Diaz, F.: Temporal profiles of queries. TOIS 25(3) (2007)
Lavrenko, V., Croft, W.B.: Relevance based language models. In: SIGIR, pp. 120–127 (2001)
Li, X., Croft, W.: Time-based language models. In: CIKM, pp. 469–475 (2003)
Liang, F., Qiang, R., Yang, J.: Exploiting real-time information retrieval in the microblogosphere. In: JCDL, pp. 267–276 (2012)
Massoudi, K., Tsagkias, M., de Rijke, M., Weerkamp, W.: Incorporating Query Expansion and Quality Indicators in Searching Microblog Posts. In: Clough, P., Foley, C., Gurrin, C., Jones, G.J.F., Kraaij, W., Lee, H., Mudoch, V. (eds.) ECIR 2011. LNCS, vol. 6611, pp. 362–367. Springer, Heidelberg (2011)
Metzler, D., Cai, C.: Usc/isi at trec 2011: Microblog track. In: TREC (2011)
Ounis, I., Macdonald, C., Lin, J., Soboroff, I.: Overview of the TREC-2011 microblog track. In: TREC (2011)
Peetz, M.-H., Meij, E., de Rijke, M., Weerkamp, W.: Adaptive Temporal Query Modeling. In: Baeza-Yates, R., de Vries, A.P., Zaragoza, H., Cambazoglu, B.B., Murdock, V., Lempel, R., Silvestri, F. (eds.) ECIR 2012. LNCS, vol. 7224, pp. 455–458. Springer, Heidelberg (2012)
Strohman, T., Metzler, D., Turtle, H., Croft, W.: Indri: a language model-based search engine for complex queries. In: ICIA (2005)
Zhai, C., Lafferty, J.: A study of smoothing methods for language models applied to information retrieval. TOIS 22(2), 179–214 (2004)
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Miyanishi, T., Seki, K., Uehara, K. (2013). Combining Recency and Topic-Dependent Temporal Variation for Microblog Search. In: Serdyukov, P., et al. Advances in Information Retrieval. ECIR 2013. Lecture Notes in Computer Science, vol 7814. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-36973-5_28
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DOI: https://doi.org/10.1007/978-3-642-36973-5_28
Publisher Name: Springer, Berlin, Heidelberg
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