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IJCNN
2006
IEEE
16 years 17 days ago
Correntropy: A Localized Similarity Measure
—The measure of similarity normally utilized in statistical signal processing is based on second order moments. In this paper, we reveal the probabilistic meaning of correntropy ...
Weifeng Liu, Puskal P. Pokharel, Jose C. Principe
ICCV
2005
IEEE
16 years 4 days ago
A Unifying Approach to Hard and Probabilistic Clustering
We derive the clustering problem from first principles showing that the goal of achieving a probabilistic, or ”hard”, multi class clustering result is equivalent to the algeb...
Ron Zass, Amnon Shashua
AAECC
2009
Springer
142views Algorithms» more  AAECC 2009»
15 years 10 months ago
New Commutative Semifields and Their Nuclei
Abstract. Commutative semifields in odd characteristic can be equivalently described by planar functions (also known as PN functions). We describe a method to construct a semifield...
Jürgen Bierbrauer
ICWSM
2008
15 years 8 months ago
A Shallow Approach to Subjectivity Classification
We present a shallow linguistic approach to subjectivity classification. Using multinomial kernel machines, we demonstrate that a data representation based on counting character n...
Stephan Raaijmakers, Wessel Kraaij
TR
2010
204views Hardware» more  TR 2010»
15 years 1 months ago
Anomaly Detection Through a Bayesian Support Vector Machine
This paper investigates the use of a one-class support vector machine algorithm to detect the onset of system anomalies, and trend output classification probabilities, as a way to ...
Vasilis A. Sotiris, Peter W. Tse, Michael Pecht