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FOCS
2009
IEEE
15 years 3 months ago
Learning and Smoothed Analysis
We give a new model of learning motivated by smoothed analysis (Spielman and Teng, 2001). In this model, we analyze two new algorithms, for PAC-learning DNFs and agnostically learn...
Adam Tauman Kalai, Alex Samorodnitsky, Shang-Hua T...
TKDE
2011
363views more  TKDE 2011»
15 years 1 months ago
Efficient Techniques for Online Record Linkage
—The need to consolidate the information contained in heterogeneous data sources has been widely documented in recent years. In order to accomplish this goal, an organization mus...
Debabrata Dey, Vijay S. Mookerjee, Dengpan Liu
205
Voted
TCBB
2010
112views more  TCBB 2010»
15 years 24 days ago
A Study of Hierarchical and Flat Classification of Proteins
Automatic classification of proteins using machine learning is an important problem that has received significant attention in the literature. One feature of this problem is that e...
Arthur Zimek, Fabian Buchwald, Eibe Frank, Stefan ...
ICDE
1999
IEEE
114views Database» more  ICDE 1999»
16 years 7 months ago
Scalable Classification over SQL Databases
We identify data-intensive operations that are common to classifiers and develop a middleware that decomposes and schedules these operations efficiently using a backend SQL databa...
Surajit Chaudhuri, Usama M. Fayyad, Jeff Bernhardt
POPL
2002
ACM
16 years 6 months ago
The first-order theory of subtyping constraints
We investigate the first-order theory of subtyping constraints. We show that the first-order theory of nonstructural subtyping is undecidable, and we show that in the case where a...
Zhendong Su, Alexander Aiken, Joachim Niehren, Tim...