Dr Michael G. Madden: Publications

Publications


Lecturing

Research
  » ML/DM Group
  » Projects
  » Publications
  » Downloads 
  » Other Resources

Professional Activities

Research Opportunities

About Me 
   

Home

2005

"The Effect of Principal Component Analysis on Machine Learning Accuracy with High Dimensional Spectral Data", Tom Howley, Michael G. Madden, Marie-Louise O’Connell and Alan G Ryder.  Knowledge Based Systems, 2006 (to appear).
Also in: Proceedings of AI-2005, 25th International Conference on Innovative Techniques and Applications of Artificial Intelligence, Cambridge, Dec 2005.

"A Neural Network Approach to Predicting Stock Exchange Movements using External Factors", Niall O'Connor and Michael G. Madden. Knowledge Based Systems, 2006 (to appear).
Also in: Proceedings of AI-2005, 25th International Conference on Innovative Techniques and Applications of Artificial Intelligence, Cambridge, Dec 2005.

"Investigation into the use of PCA with Machine Learning for the Identification of Narcotics based on Raman Spectroscopy" , by Tom Howley, Michael G. Madden, Marie-Louise O’Connell and Alan G Ryder. Proc. AICS-05: Irish Conference on Artificial Intelligence and Cognitive Science, Portstewart, Sept 2005.

"Multi-Class and Single-Class Classification Approaches to Vehicle Model Recognition from Images", Daniel Munroe and Michael G. Madden. Proc. AICS-05: Irish Conference on Artificial Intelligence and Cognitive Science, Portstewart, Sept 2005.

"The Genetic Kernel Support Vector Machine: Description and Evaluation", Tom Howley and Michael G. Madden. Artificial Intelligence Review, to appear.

"Context-Sensitive Regression Analysis for Distributed Data", Yan Xing, Michael G. Madden, Jim Duggan & Gerard J. Lyons, First International Conference on Advanced Data Mining and Applications, Wuhan, China, July 2005.

"Bayesian ANN Classifier for ECG Arrhythmia Diagnostic System: A Comparison Study", Dayong Gao, Michael G. Madden, Des Chambers, and Gerard Lyons, International Joint Conference on Neural Networks, Montreal, July 2005.

"Qualitative and Quantitative Analysis of Chlorinated Solvents using Raman Spectroscopy and Machine Learning", Jennifer Conroy, Alan G. Ryder, Marc N. Leger, Kenneth Hennessy & Michael G. Madden, OPTO-Ireland, April 2005.

"Classification of a Target Analyte in Solid Mixtures using Principal Component Analysis, Support Vector Machines and Raman Spectroscopy.", Marie-Louise O'Connell, Tom Howley, Alan G. Ryder, Marc N. Leger & Michael G. Madden, OPTO-Ireland, April 2005.

2004

"Arrhythmia Identification from ECG Signals with a Neural Network Classifier Based on a Bayesian Framework", Dayong Gao, Michael G. Madden, Michael Schukat, Des Chambers, and Gerard Lyons, Work-in-Progress track of AI-2004, the Twenty-fourth SGAI International Conference on Innovative Techniques and Applications of Artificial Intelligence, December 2004.

"An Improved Genetic Programming Technique for Identification of Solvents from Raman Spectra", Kenneth Hennessy, Michael G. Madden, Jennifer Conroy and Alan G. Ryder, Knowledge Based Systems, 2005 (to appear).
Also in: Proceedings of AI-2004, the Twenty-fourth SGAI International Conference on Innovative Techniques and Applications of Artificial Intelligence, December 2004.

"The Genetic Evolution of Kernels for Support Vector Machine Classifiers", Tom Howley and Michael G. Madden. Proceedings of 15th Irish Conference on Artificial Intelligence & Cognitive Science, September 2004.

"Combining Genetic Algorithms, Neural Networks and Wavelet Transforms for Analysis of Raman Spectra", Kenneth Hennessy, Michael G. Madden and Alan G. Ryder. Proceedings of 15th Irish Conference on Artificial Intelligence & Cognitive Science, September 2004.

"The Evolution of Probabilistic Reciprocity in a Multi-agent Environment with Neighborhoods", Enda Ridge, Michael G. Madden and Gerard Lyons. Proceedings of CIA-2004, the Eighth International Workshop on Cooperative Information Agents, September 2004.

"Coalition Calculation in a Dynamic Agent Environment", Ted Scully, Michael G. Madden and Gerard Lyons. Proceedings of ICML 2004, the 21st International Conference on Machine Learning, July 2004.

"Transfer of Experience between Reinforcement Learning Environments with Progressive Difficulty", Michael G. Madden & T. Howley. Artificial Intelligence Review, June 2004.

 

2003

"Experiments with Reinforcement Learning in Environments with Progressive Difficulty", Michael G. Madden & T. Howley. Proceedings of 14th Irish Conference on Artificial Intelligence & Cognitive Science, September 2003.

"Reciprocity in Open Agent Environments", E. Ridge, Michael G. Madden, C. O'Riordan and G.J. Lyons. Proceedings of 14th Irish Conference on Artificial Intelligence & Cognitive Science, September 2003.

"The Performance of Bayesian Network Classifiers Constructed using Different Techniques", Michael G. Madden. Proceedings of European Conference on Machine Learning, Workshop on Probabilistic Graphical Models for Classification, September 2003.

"Context-Based Distributed Regression in Virtual Organizations", Y. Xing, Michael G. Madden, J. Duggan and G.J. Lyons. Proceedings of European Conference on Machine Learning, Workshop on Parallel and Distributed Computing for Machine Learning, September 2003.

"Distributed Regression For Heterogeneous Data Sets", Y. Xing, Michael G. Madden, J. Duggan and G.J. Lyons. Proceedings of 5th International Symposium on Intelligent Data Analysis, August 2003. Lecture Notes in Computer Science, Vol. 2810.

"A Multi-Agent System for Context-based Distributed Data Mining", Y. Xing, Michael G. Madden, J. Duggan and G.J. Lyons. Technical Report No. NUIG-IT-170503, Department of Information Technology, National University of Ireland, Galway, 2003.

2002

“Machine Learning Methods for Quantitative Analysis of Raman Spectroscopy Data”, Michael G. Madden & A.G. Ryder. Proceedings of SPIE, the International Society for Optical Engineering, Vol. 4876, pp 1130-1139, 2002.

“Evaluation of the Performance of the Markov Blanket Bayesian Classifier Algorithm”, Michael G. Madden.  Technical Report No. NUIG-IT-011002, Department of Information Technology, National University of Ireland, Galway, 2002.

“A New Bayesian Network Structure for Classification Tasks”, Michael G. Madden.  Proceedings of 13th Irish Conference on Artificial Intelligence & Cognitive Science, September 2002. Lecture Notes in Artificial Intelligence, Vol. 2464.

“Evaluation of Student Attitudes to Learning the Java Language”, Michael G. Madden & D. Chambers. Proc. Principles and Practice of Programming in Java, Dublin, June 2002, pp. 125-130.
Also: Chapter 14 of Recent Advances in Java Technology, J.F. Power and J.T. Waldron (eds.), Computer Science Press, Trinity College Dublin.

Previous Millennium

“Monitoring and Diagnosis of Multiple Incipient Faults Using Fault Tree Induction”, Michael G. Madden & P.J. Nolan. IEE Proceedings – Control Theory and Applications Journal, Institution of Electrical Engineers, London. Vol. 146, No. 2, March 1999.

“A New Architecture for Flexible Shop Control Systems”,  G. Teunis (University of Hannover), P. Leitão (Centre of CIM of Porto) and Michael G. Madden (MCS International). Proceedings of IIM ’98: The European Conference on Integration in Manufacturing, Göteborg, Sweden, October 1998.

“Hierarchically Structured Inductive Learning for Fault Diagnosis”, Michael G. Madden.  Proceedings of 13th International Conference on Applications of Artificial Intelligence in Engineering, Galway, July 1998.

“Towards Distributed Computing and Decentralisation In Shop Control”, Michael G. Madden (MCS International), M. Winkler (University of Hannover) and M. Uusitalo (Ahlstrom Machinery, Finland). Proceedings of MSD ’97, the First International Conference on Manufacturing System Design.

“Implementation of a Fault Tree Based Diagnosis System for Incipient Faults in Machine Tool Components”, P.J. Nolan, P. Muldoon, Michael G. Madden (all NUI Galway) and D.M. Lennon (MCS/ExTech). Proceedings of ICCIM / AUTOFACT ASIA 1995, Singapore, July 1995.

“Application of AI Based Reinforcement Learning to Robot Vehicle Control”, Michael G. Madden & P.J. Nolan. Proceedings of Tenth International Conference on Applications of Artificial Intelligence in Engineering, Udine, Italy, July 1995.

“Integrating Customised AutoCAD Graphics with Dynamic Simulation Systems”, E.T. Ryan, Michael G. Madden and P.J. Nolan. Proceedings of Second European Workshop on Computer Simulation of Factories, Queen's University of Belfast and NUI Galway, March 1995.

“Diagnosis using Fault Trees Induced from Simulated Incipient Fault Case Data”, P.J. Nolan, Michael G. Madden and P. Muldoon. Proceedings of Second International Conference on Intelligent Systems Engineering, Technical University of Hamburg-Harburg, Germany, September 1994.

“Fault Diagnosis in Machine Tool Components. Part 1: Methodology and Hardware Description”, P.J. Nolan, Michael G. Madden and D.M. Lennon. Proceedings of Eleventh Conference of the Irish Manufacturing Committee, Queen's University, Belfast, August 1994.

“Generation of Fault Trees from Simulated Incipient Fault Case Data”, Michael G. Madden and P.J. Nolan. Proceedings of Ninth International Conference on Applications of Artificial Intelligence in Engineering, Pennsylvania, USA, July 1994.

“System Integration in the Computer Simulated Plant Project”, Michael G. Madden & P.J. Nolan. Proceedings of First European Workshop on Computer Simulation of Factories, Chemnitz, Germany, November 1994.