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2004
Springer
15 years 7 months ago
Semi-supervised Learning from Unbalanced Labeled Data - An Improvement
Abstract. We present a possibly great improvement while performing semisupervised learning tasks from training data sets when only a small fraction of the data pairs is labeled. In...
Te Ming Huang, Vojislav Kecman
100
Voted
AGENTS
1997
Springer
15 years 6 months ago
Learning View Graphs for Robot Navigation
Abstract. We present a purely vision-based scheme for learning a topological representation of an open environment. The system represents selected places by local views of the surr...
Matthias O. Franz, Bernhard Schölkopf, Philip...
CSEE
2006
Springer
15 years 6 months ago
Writing as a Tool for Learning Software Engineering
This paper presents an educational method used to improve teaching of tedious topics in software engineering courses that can be difficult for students to comprehend without any r...
Alf Inge Wang, Carl-Fredrik Sørensen
111
Voted
IJCAI
2007
15 years 3 months ago
An Experts Algorithm for Transfer Learning
A long-lived agent continually faces new tasks in its environment. Such an agent may be able to use knowledge learned in solving earlier tasks to produce candidate policies for it...
Erik Talvitie, Satinder Singh
NIPS
2004
15 years 3 months ago
Blind One-microphone Speech Separation: A Spectral Learning Approach
We present an algorithm to perform blind, one-microphone speech separation. Our algorithm separates mixtures of speech without modeling individual speakers. Instead, we formulate ...
Francis R. Bach, Michael I. Jordan