The interdisciplinary study of coordination
ACM Computing Surveys (CSUR)
KQML as an agent communication language
CIKM '94 Proceedings of the third international conference on Information and knowledge management
An introduction to genetic algorithms
An introduction to genetic algorithms
Artificial intelligence: a modern approach
Artificial intelligence: a modern approach
Coordination techniques for distributed artificial intelligence
Foundations of distributed artificial intelligence
JADE: a FIPA2000 compliant agent development environment
Proceedings of the fifth international conference on Autonomous agents
Multiagent Systems: A Modern Approach to Distributed Artificial Intelligence
Multiagent Systems: A Modern Approach to Distributed Artificial Intelligence
Introduction to Multiagent Systems
Introduction to Multiagent Systems
Cooperative Case-Based Reasoning
ECAI '96 Selected papers from the Workshop on Distributed Artificial Intelligence Meets Machine Learning, Learning in Multi-Agent Environments
Genetic Algorithms to Optimise CBR Retrieval
EWCBR '00 Proceedings of the 5th European Workshop on Advances in Case-Based Reasoning
Automatically Selecting Strategies for Multi-Case-Base Reasoning
ECCBR '02 Proceedings of the 6th European Conference on Advances in Case-Based Reasoning
Collaborative Case-Based Reasoning: Applications in Personalised Route Planning
ICCBR '01 Proceedings of the 4th International Conference on Case-Based Reasoning: Case-Based Reasoning Research and Development
Developing multiagent systems: The Gaia methodology
ACM Transactions on Software Engineering and Methodology (TOSEM)
Distributed case-based reasoning
The Knowledge Engineering Review
Data Mining: Practical Machine Learning Tools and Techniques, Second Edition (Morgan Kaufmann Series in Data Management Systems)
Statistical Comparisons of Classifiers over Multiple Data Sets
The Journal of Machine Learning Research
Building CBR systems with jcolibri
Science of Computer Programming
Special issue on case-based reasoning in the health sciences
Applied Intelligence
Modeling Reuse on Case-Based Reasoning with Application to Breast Cancer Diagnosis
AIMSA '08 Proceedings of the 13th international conference on Artificial Intelligence: Methodology, Systems, and Applications
Case-based reasoning tools from shells to object-oriented frameworks
ICCOMP'08 Proceedings of the 12th WSEAS international conference on Computers
d2isco: Distributed Deliberative CBR Systems with jCOLIBRI
ICCCI '09 Proceedings of the 1st International Conference on Computational Collective Intelligence. Semantic Web, Social Networks and Multiagent Systems
Using evolution programs to learn local similarity measures
ICCBR'03 Proceedings of the 5th international conference on Case-based reasoning: Research and Development
Experience management: foundations, development methodology, and internet-based applications
Experience management: foundations, development methodology, and internet-based applications
Multi criteria decision methods for coordinating case-based agents
MATES'09 Proceedings of the 7th German conference on Multiagent system technologies
An argumentation-based framework for deliberation in multi-agent systems
ArgMAS'07 Proceedings of the 4th international conference on Argumentation in multi-agent systems
Computational Statistics & Data Analysis
FIPA and MASIF standards: a comparative study and strategies for integration
NSEC '10 Proceedings of the 2010 National Software Engineering Conference
eXiT*CBR: A framework for case-based medical diagnosis development and experimentation
Artificial Intelligence in Medicine
Hybrid genetic algorithms and case-based reasoning systems
CIS'04 Proceedings of the First international conference on Computational and Information Science
Uniqueness of medical data mining
Artificial Intelligence in Medicine
MedCase: a template medical case store for case-based reasoning in medical decision support
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Hi-index | 0.00 |
In this work we propose a user-friendly medically oriented tool for prognosis development systems and experimentation under a case-based reasoning methodology. The tool enables health care collaboration practice to be mapped in cases where different doctors share their expertise, for example, or where medical committee composed of specialists from different fields work together to achieve a final prognosis. Each agent with a different piece of knowledge classifies the given cases through metrics designed for this purpose. Since multiple solutions for the same case are useless, agents collaborate among themselves in order to achieve a final decision through a coordinated schema. For this purpose, the tool provides a weighted voting schema and an evolutionary algorithm (genetic algorithm) to learn robust weights. Moreover, to test the experiments, the tool includes stratified cross-validation methods which take the collaborative environment into account. In this paper the different collaborative facilities offered by the tool are described. A sample usage of the tool is also provided.