153
Voted
GECCO
2006
Springer
15 years 7 months ago
2006
Springer
This papers presents a novel representation of classifier conditions based on convex hulls. A classifier condition is represented by a sets of points in the problem space. These p...
99
Voted
GECCO
2006
Springer
15 years 7 months ago
2006
Springer
We study how different prediction update algorithms influence the performance of XCSF. We consider three classical parameter estimation algorithms (NLMS, RLS, and Kalman filter) a...
129
Voted
GECCO
2006
Springer
15 years 7 months ago
2006
Springer
This paper introduces XCSF extended with tile coding prediction: each classifier implements a tile coding approximator; the genetic algorithm is used to adapt both classifier cond...
GECCO
2006
Springer
15 years 7 months ago
2006
Springer
112
Voted
GECCO
2006
Springer
15 years 7 months ago
2006
Springer
This paper investigates reinforcement learning (RL) in XCS. First, it formally shows that XCS implements a method of generalized RL based on linear approximators, in which the usu...