446 search results - page 4 / 90 » Convergence and rate of convergence of a simple ant model |
NIPS
1998
14 years 11 months ago
1998
In this paper, we address two issues of long-standing interest in the reinforcement learning literature. First, what kinds of performance guarantees can be made for Q-learning aft...
COLT
2000
Springer
15 years 2 months ago
2000
Springer
Good-Turing adjustments of word frequencies are an important tool in natural language modeling. In particular, for any sample of words, there is a set of words not occuring in tha...
ECCC
2006
14 years 9 months ago
2006
Ant Colony Optimization (ACO) has become quite popular in recent years. In contrast to many successful applications, the theoretical foundation of this randomized search heuristic...
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COLT
2001
Springer
15 years 2 months ago
2001
Springer
In this paper we derive convergence rates for Q-learning. We show an interesting relationship between the convergence rate and the learning rate used in Q-learning. For a polynomi...
SIP
2001
14 years 11 months ago
2001
We propose a new adaptive filtering algorithm whose convergence rate is very fast even for a highly correlated input signal. It is well-known that convergence rate gets worse when...