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» Query Selectivity Estimation via Data Mining
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JMLR
2010
173views more  JMLR 2010»
14 years 6 months ago
Collaborative Filtering via Rating Concentration
While most popular collaborative filtering methods use low-rank matrix factorization and parametric density assumptions, this article proposes an approach based on distribution-fr...
Bert Huang, Tony Jebara
GEOINFORMATICA
2006
94views more  GEOINFORMATICA 2006»
14 years 11 months ago
Spatial Query Estimation without the Local Uniformity Assumption
Existing estimation approaches for spatial databases often rely on the assumption that data distribution in a small region is uniform, which seldom holds in practice. Moreover, the...
Yufei Tao, Christos Faloutsos, Dimitris Papadias
SDM
2010
SIAM
166views Data Mining» more  SDM 2010»
15 years 1 months ago
A Permutation Approach to Validation
We give a permutation approach to validation (estimation of out-sample error). One typical use of validation is model selection. We establish the legitimacy of the proposed permut...
Malik Magdon-Ismail, Konstantin Mertsalov
KDD
2006
ACM
143views Data Mining» more  KDD 2006»
16 years 5 days ago
Mining long-term search history to improve search accuracy
Long-term search history contains rich information about a user's search preferences. In this paper, we study statistical language modeling based methods to mine contextual i...
Bin Tan, Xuehua Shen, ChengXiang Zhai
VLDB
2005
ACM
151views Database» more  VLDB 2005»
15 years 5 months ago
Query Execution Assurance for Outsourced Databases
In this paper we propose and analyze a method for proofs of actual query execution in an outsourced database framework, in which a client outsources its data management needs to a...
Radu Sion