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» Domain Adaptation: A Small Sample Statistical Approach
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SIGMOD
2001
ACM
136views Database» more  SIGMOD 2001»
16 years 4 months ago
Selectivity Estimation using Probabilistic Models
Estimating the result size of complex queries that involve selection on multiple attributes and the join of several relations is a difficult but fundamental task in database query...
Lise Getoor, Benjamin Taskar, Daphne Koller
ICML
2004
IEEE
16 years 4 months ago
Semi-supervised learning using randomized mincuts
In many application domains there is a large amount of unlabeled data but only a very limited amount of labeled training data. One general approach that has been explored for util...
Avrim Blum, John D. Lafferty, Mugizi Robert Rweban...
138
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KDD
2004
ACM
196views Data Mining» more  KDD 2004»
16 years 4 months ago
Adversarial classification
Essentially all data mining algorithms assume that the datagenerating process is independent of the data miner's activities. However, in many domains, including spam detectio...
Nilesh N. Dalvi, Pedro Domingos, Mausam, Sumit K. ...
USS
2008
15 years 6 months ago
On Auditing Elections When Precincts Have Different Sizes
We address the problem of auditing an election when precincts may have different sizes. Prior work in this field has emphasized the simpler case when all precincts have the same s...
Javed A. Aslam, Raluca A. Popa, Ronald L. Rivest
MA
2010
Springer
135views Communications» more  MA 2010»
15 years 2 months ago
Nonparametric comparison of regression functions
In this work we provide a new methodology for comparing regression functions m1 and m2 from two samples. Since apart from smoothness no other (parametric) assumptions are required...
Ramidha Srihera, Winfried Stute