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CORR
2008
Springer
118views Education» more  CORR 2008»
13 years 8 months ago
Learning Low-Density Separators
Abstract. We define a novel, basic, unsupervised learning problem learning the the lowest density homogeneous hyperplane separator of an unknown probability distribution. This task...
Shai Ben-David, Tyler Lu, Dávid Pál,...
ICDM
2005
IEEE
187views Data Mining» more  ICDM 2005»
14 years 2 months ago
Parallel Algorithms for Distance-Based and Density-Based Outliers
An outlier is an observation that deviates so much from other observations as to arouse suspicion that it was generated by a different mechanism. Outlier detection has many applic...
Elio Lozano, Edgar Acuña
SOFSEM
2009
Springer
14 years 1 months ago
Randomness and Determination, from Physics and Computing towards Biology
In this text we will discuss different forms of randomness in Natural Sciences and present some recent results relating them. In finite processes, randomness differs in various ...
Giuseppe Longo
IEICET
2010
80views more  IEICET 2010»
13 years 7 months ago
Theoretical Analysis of Density Ratio Estimation
Density ratio estimation has gathered a great deal of attention recently since it can be used for various data processing tasks. In this paper, we consider three methods of densit...
Takafumi Kanamori, Taiji Suzuki, Masashi Sugiyama
RANDOM
1998
Springer
14 years 25 days ago
Randomized Lower Bounds for Online Path Coloring
Stefano Leonardi, Andrea Vitaletti