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IDEI 2286/2008

REASEARCHES ON ADAPTIVE OPTIMIZATION OF SOFTWARE SYSTEMS USING MACHINE LEARNING TECHNIQUES AND MULTIAGENT SYSTEMS

RO|EN

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Project Team
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2011 - Final phase

Goal (name of the objective) Associated activities Deadline Results
1. Project management 1.1 Development of machine learning algorithms for the problem of introducing design patterns December 10-th, 2011
  1. Technical report containing the developed algorithms for behavioal self-adaptation
  2. Softwre package containing impelementations of the developed algorithms
  3. Reseach report containing the obtained results
  4. Journal papers, conference presentations
  5. Final report containing the scientific contributions obtained during project development
1.1 Acquisition of the needed materials and logistic
1.2 Organizing meetings for results Publications in the research group
1.3 Scientific results Publications by publishing articles related to the developed theoretical models and the adopted technical solutions
1.4 Scientific results Publications by participating to national and international conferences
1.5 Update of the project's web site for results Publications
2. Development of new machine learning based methods (clustering,self-organizing maps -SOM, neural networks) for behavioral self-adaptation of software systems 2.1 Development of machine learning algorithms for self-adaptation of user interfaces to the communication with the user
2.2 Development of machine learning algorithms for self-adaptation of the system to optimize the communication with other systems (resources, services)
2.3. Development of machine learning algorithms for self-adaptation of the data structures used to the data workflow from the system
2.4 Implementation of the developed algorithms and their inclusion in the multiagent system DSSEM
2.5 Experimental validation of the DSSEM multiagent system on real software systems
3. Project management
3.1 Acquisition of the needed materials and logistic
3.2 Scientific results Publications by publishing articles related to the obtained results
3.3 Scientific results Publications by participating to national and international conferences
3.4 Update of the project's web site for results Publications
3.5 Synthetizing the contribution brought by the project to the scientific knowledge development
3.6 Organizing meetings for the research results Publications
Wu Yi Tea

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