Four years ago was the last time the ISBSG database was used to compare the effort prediction accuracy between cross-company and within-company cost models. Since then more than 2,000 projects have...
Hai H. Dam, Hussein H. Abbass, Chris Lokan, Hai H. Dam, Hussein A. Abbass, Chris Lokan
XCS is widely accepted as one of the most reliable Michigan-style Learning Classifier System for data mining. Many studies found that XCS is able to provide good generalization using a ternary...
Neural-Based Learning Classifier Systems (2008)
Hai H. Dam, Hussein A. Abbass, Chris Lokan, Xin Yao, Hai H. Dam, Hussein A. Abbass, ...
UCS is a supervised learning classifier system that was introduced in 2003 for classification in data mining tasks. The representation of a rule in UCS as a univariate classification rule is...
Emilia Mendes, Chris Lokan, Robert Harrison, Christopher Triggs, Emilia Mendes, Chris Lokan
Four years ago was the last time the ISBSG database was used to compare the effort prediction accuracy between cross-company and within-company cost models. Since then more than 2,000 projects have...
Be Real! XCS with Continuous-Valued Inputs (2008)
Hai H. Dam, Hussein H. Abbass, Chris Lokan, Hai H. Dam, Hussein H. Abbass, Chris Lokan
XCS is widely accepted as one of the most reliable Michigan-style learning classifier system (LCS) for data mining. In order to handle real-valued inputs effectively, the traditional ternary...
BCS: a Bayesian Learning Classifier System (2008)
Hai H. Dam, Hussien A. Abbass, Chris Lokan, Hai H. Dam, Hussien A. Abbass, Chris Lokan
Genetics-based machine learning systems have been applied in many areas. Among them, XCS is one of the most advanced systems for reinforcement learning. UCS is a specialized case of XCS for data...
Evolutionary Online Data Mining An Investigation in a Dynamic Environment (2008)
Hai H. Dam, Hussein A. Abbass, Chris Lokan, Hai H. Dam, Hussein A. Abbass, Chris Lokan
Recently, traditional data mining algorithms are challenged by two problems: streaming data, and changes in the hidden context. These challenges emerged from real-world applications such as network...
Mendes, Emilia, Lokan, Chris, Harrison, Robert, Triggs, Christopher
Items in ResearchSpace are protected by copyright, with all rights reserved, unless otherwise indicated. Previously published items are made available in accordance with the copyright policy of the...
Dxcs: an xcs system for distributed data mining (2005)
Hussein H. Abbass, Hai H. Dam, Hai H. Dam, Hussein A. Abbass, Chris Lokan, Chris Lokan
XCS is a flexible system for data mining due to its ability to deal with environmental changes, learn online with little prior knowledge and evolve accurate and maximally general classifiers. In this...
A Comparison of Crosscompany and Single-company Effort Estimation Models for Web Applications (2004)
Five years ago the ISBSG database was used by Jeffery et al. [6] (S1) to compare the effort prediction accuracy between cross- and single-company effort models. Given that more than 2,000 projects...
Complex 2004 Proceedings of the 7th Asia-Pacific Conference on Complex Systems (2004)
James Watson, Hussein A. Abbass, Chris Lokan, Peter Lindsay
Software engineering for artificial life, complex systems, and agent-based distillation
A function point-like measure for object-oriented software (1999)
Chris Lokan, Gianluigi Caldiera, Roberto Fiutem
We present a method for estimating the size, and consequently effort and duration, of object oriented software development projects. Different estimates may be made in different phases of the...
Organizational Benchmarking Using the ISBSG Data Repository (0000)
In 1999, an organization contributed a large group of enhancement projects to the International Software Benchmarking Standards Group\'s Data Repository. The contributing organization received an...
Organizational Benchmarking Using the ISBSG Data Repository
In 1999, an organization contributed a large group of enhancement projects to the International Software Benchmarking Standards Group's Data Repository. The contributing organization received an...