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JMLR
2010
104views more  JMLR 2010»
13 years 3 months ago
How to Explain Individual Classification Decisions
After building a classifier with modern tools of machine learning we typically have a black box at hand that is able to predict well for unseen data. Thus, we get an answer to the...
David Baehrens, Timon Schroeter, Stefan Harmeling,...
CDC
2009
IEEE
149views Control Systems» more  CDC 2009»
13 years 10 months ago
Context-dependent multi-class classification with unknown observation and class distributions with applications to bioinformatic
We consider the multi-class classification problem, based on vector observation sequences, where the conditional (given class observations) probability distributions for each class...
Alex S. Baras, John S. Baras
HICSS
2007
IEEE
113views Biometrics» more  HICSS 2007»
14 years 3 months ago
Does Interpersonal Trust Also Matter? Exploring the Role of Trust in Successful IT Outsourcing
Recently, the focus of IT outsourcing has been shifting from the “what” and “why” issues to “how” companies manage outsourcing process, during which the relationship m...
Qi Cong, Patrick Y. K. Chau
WINE
2005
Springer
144views Economy» more  WINE 2005»
14 years 2 months ago
Club Formation by Rational Sharing: Content, Viability and Community Structure
A sharing community prospers when participation and contribution are both high. We suggest both, while being related decisions every peer makes, should be given separate rational ...
W.-Y. Ng, D. M. Chiu, W. K. Lin
DOCENG
2004
ACM
14 years 2 months ago
A reduced yet extensible audio-visual description language
Enabling an intelligent access to multimedia data requires a powerful description language. In this paper, we demonstrate why the MPEG-7 standard fails to fulfill this task. We i...
Raphaël Troncy, Jean Carrive