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ML
2002
ACM
178views Machine Learning» more  ML 2002»
15 years 4 months ago
Metric-Based Methods for Adaptive Model Selection and Regularization
We present a general approach to model selection and regularization that exploits unlabeled data to adaptively control hypothesis complexity in supervised learning tasks. The idea ...
Dale Schuurmans, Finnegan Southey
NC
2002
196views Neural Networks» more  NC 2002»
15 years 4 months ago
Beyond second-order statistics for learning: A pairwise interaction model for entropy estimation
Second order statistics have formed the basis of learning and adaptation due to its appeal and analytical simplicity. On the other hand, in many realistic engineering problems requ...
Deniz Erdogmus, José Carlos Príncipe...
141
Voted
NECO
1998
83views more  NECO 1998»
15 years 4 months ago
Properties of Support Vector Machines
Support Vector Machines (SVMs) perform pattern recognition between two point classes by nding a decision surface determined by certain points of the training set, termed Support V...
Massimiliano Pontil, Alessandro Verri
RAS
2002
118views more  RAS 2002»
15 years 4 months ago
Control schemes for teleoperation with time delay: A comparative study
The possibility of operating in remote environments by means of telecontrolled systems has always been considered of relevant interest in robotics. For this reason, in the literat...
Paolo Arcara, Claudio Melchiorri
181
Voted
SIGMOD
1998
ACM
271views Database» more  SIGMOD 1998»
15 years 4 months ago
Towards On-Line Analytical Mining in Large Databases
Great e orts have been paid in the Intelligent Database Systems Research Lab for the research and development of e cient data mining methods and construction of on-line analytical...
Jiawei Han
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