6 citations · 11 across the 3 of their papers we have counts for
3 papers · 1 filter
A Layered Learning Approach to Scaling in Learning Classifier Systems for Boolean Problems
Isidro M. Alvarez, Trung B. Nguyen, Will N. Browne +1
Learning classifier systems (LCSs) originated from cognitive-science research but migrated such that LCS became powerful classification techniques. Modern LCSs can be used to extra…
Relatedness Measures to Aid the Transfer of Building Blocks among Multiple Tasks
Trung B. Nguyen, Will N. Browne, Mengjie Zhang
Multitask Learning is a learning paradigm that deals with multiple different tasks in parallel and transfers knowledge among them. XOF, a Learning Classifier System using tree-base…
Constructing Complexity-efficient Features in XCS with Tree-based Rule Conditions
Trung B. Nguyen, Will N. Browne, Mengjie Zhang
A major goal of machine learning is to create techniques that abstract away irrelevant information. The generalisation property of standard Learning Classifier System (LCS) removes…