Future Works
6.2. Future Works¶
The ideas presented in this thesis may be potentially developed in the following directions:
Research on compacting the created population \([P]\) [72]. The current solution evolves a set of distinct classifiers representing fine-grained niches of search space. An online process capable of merging neighbouring rules would positively impact the overall performance and transparency.
Investigation of agent’s behaviour for non-stationary and non-deterministic environments. Problems like noise perception, of concept drifting where the agent has to refine population of classifiers over time.
Utilization of specific ALCS mechanisms like action planning to optimize the process of building an internal model of the real-valued environment.
Efficient way of tuning system parameters. ALCS comprises numerous hyper-parameters; therefore, employing a heuristic process would contribute to better performance.