Objectives
by
The HealthAgents Consortium
—
last modified
2006-09-29 12:49
HealthAgents addresses two main complementary and equally important sets of objectives: Scientific and Technological
Scientific
- Improve the classification of brain tumours by using a distributed network of local databases or Data Marts.
- Develop new pattern recognition methods for a distributed classification and analysis of HR MAS and microarray data.
- Define a method to check the quality and usability of a new candidate local database with a set of new cases, based on a quality score.
- Compile evaluate and use parameters to audit classifiers and improve them periodically (First level of “self learning.”)
- Create a “trust” framework to increase the amount of collaborating centres that after classifying some new cases will possibly provide new brain tumour cases for the distributed data warehouse
- Publish scientific articles featuring most relevant achievements.
Technological
- Build the world’s largest distributed data warehouse of brain tumour cases data.
- Set up a multi-agent system based on a distributed architecture.
- Design a new ontology of brain tumour data.
- Define a process to convert brain tumour data.
- Devise a new data exchange protocol, to send and retrieve brain tumour data through a multi-agent based network.
- Develop tumour classifiers using the distributed data warehouse.
- Compare and analyse similitude and differences between Data Marts.
- Formulate a protocol to produce improved classifiers from new data.
- Enforce security policies (anonymity, authentication, authorisation, and consistency) of all information system wide.