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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 25 / No. 1: Twenty-Fifth AAAI Conference on Artificial Intelligence

Fast Query Recommendation by Search

March 8, 2023

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Authors

Qixia Jiang

Tsinghua University


Maosong Sun

Tsinghua University


DOI:

10.1609/aaai.v25i1.8077


Abstract:

Query recommendation can not only effectively facilitate users to obtain their desired information but alsoincrease ads’ click-through rates. This paper presentsa general and highly efficient method for query recommendation. Given query sessions, we automatically generate many similar and dissimilar query-pairs as the prior knowledge. Then we learn a transformation from the prior knowledge to move similar queries closer such that similar queries tend to have similar hash values.This is formulated as minimizing the empirical error on the prior knowledge while maximizing the gap between the data and some partition hyperplanes randomly generated in advance. In the recommendation stage, we search queries that have similar hash values to the given query, rank the found queries and return the top K queries as the recommendation result. All the experimental results demonstrate that our method achieves encouraging results in terms of efficiency and recommendation performance.

Topics: AAAI

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HOW TO CITE:

Qixia Jiang|| Maosong Sun Fast Query Recommendation by Search Proceedings of the AAAI Conference on Artificial Intelligence, 25 (2011) 1192.

Qixia Jiang|| Maosong Sun Fast Query Recommendation by Search AAAI 2011, 1192.

Qixia Jiang|| Maosong Sun (2011). Fast Query Recommendation by Search. Proceedings of the AAAI Conference on Artificial Intelligence, 25, 1192.

Qixia Jiang|| Maosong Sun. Fast Query Recommendation by Search. Proceedings of the AAAI Conference on Artificial Intelligence, 25 2011 p.1192.

Qixia Jiang|| Maosong Sun. 2011. Fast Query Recommendation by Search. "Proceedings of the AAAI Conference on Artificial Intelligence, 25". 1192.

Qixia Jiang|| Maosong Sun. (2011) "Fast Query Recommendation by Search", Proceedings of the AAAI Conference on Artificial Intelligence, 25, p.1192

Qixia Jiang|| Maosong Sun, "Fast Query Recommendation by Search", AAAI, p.1192, 2011.

Qixia Jiang|| Maosong Sun. "Fast Query Recommendation by Search". Proceedings of the AAAI Conference on Artificial Intelligence, 25, 2011, p.1192.

Qixia Jiang|| Maosong Sun. "Fast Query Recommendation by Search". Proceedings of the AAAI Conference on Artificial Intelligence, 25, (2011): 1192.

Qixia Jiang|| Maosong Sun. Fast Query Recommendation by Search. AAAI[Internet]. 2011[cited 2023]; 1192.


ISSN: 2374-3468


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