76
Voted
COLT
2000
Springer
15 years 5 months ago
2000
Springer
101
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COLT
2000
Springer
15 years 5 months ago
2000
Springer
Output coding is a general framework for solving multiclass categorization problems. Previous research on output codes has focused on building multiclass machines given predefine...
72
Voted
COLT
2000
Springer
15 years 5 months ago
2000
Springer
COLT
2000
Springer
15 years 5 months ago
2000
Springer
We study model selection strategies based on penalized empirical loss minimization. We point out a tight relationship between error estimation and data-based complexity penalizatio...
89
Voted
COLT
2000
Springer
15 years 5 months ago
2000
Springer
We model reinforcement learning as the problem of learning to control a Partially Observable Markov Decision Process ( ¢¡¤£¦¥§ ), and focus on gradient ascent approache...
106
Voted
COLT
2000
Springer
15 years 5 months ago
2000
Springer
112
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COLT
2000
Springer
15 years 5 months ago
2000
Springer
We investigate the computational complexity of the task of detecting dense regions of an unknown distribution from un-labeled samples of this distribution. We introduce a formal l...
56
Voted
COLT
2000
Springer
15 years 5 months ago
2000
Springer
73
Voted
ALT
2000
Springer
15 years 5 months ago
2000
Springer
92
Voted
ALT
2000
Springer
15 years 5 months ago
2000
Springer
A conjunctive query problem in relational database theory is a problem to determine whether or not a tuple belongs to the answer of a conjunctive query over a database. Here, a tup...