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» Generalization Improvement in Multi-Objective Learning
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ISIWI
2000
15 years 1 months ago
Automatic Document Classification - A thorough Evaluation of various Methods
(Automatic) document classification is generally defined as content-based assignment of one or more predefined categories to documents. Usually, machine learning, statistical patt...
Christoph Goller, J. Löning, T. Will, W. Wolf...
117
Voted
ICML
2010
IEEE
15 years 1 months ago
Robust Formulations for Handling Uncertainty in Kernel Matrices
We study the problem of uncertainty in the entries of the Kernel matrix, arising in SVM formulation. Using Chance Constraint Programming and a novel large deviation inequality we ...
Sahely Bhadra, Sourangshu Bhattacharya, Chiranjib ...
JCP
2007
143views more  JCP 2007»
15 years 13 days ago
Noisy K Best-Paths for Approximate Dynamic Programming with Application to Portfolio Optimization
Abstract— We describe a general method to transform a non-Markovian sequential decision problem into a supervised learning problem using a K-bestpaths algorithm. We consider an a...
Nicolas Chapados, Yoshua Bengio
ISJ
2002
71views more  ISJ 2002»
15 years 6 days ago
Educating reflective systems developers
Systems development research shows that practitioners seldom follow methods and that the competencies required for successful development of computer-based systems go well beyond t...
Lars Mathiassen, Sandeep Purao
113
Voted
ICIP
2010
IEEE
14 years 10 months ago
Histogram of confidences for person detection
This paper focuses on the problem of person detection in harsh industrial environments. Different image regions often have different requirements for the person to be detected. Ad...
Lee Middleton, James R. Snowdon