MACHINE LEARNING ALGORITHM PERFORMANCE OPTIMIZATION: SOLVING ISSUES OF BIG DATA ANALYSIS

Because of high complexity of time and space, generating machine learning models for big data is difficult. This research is introducing a novel approach to optimize the performance of learning algorithms with a particular focus on big data manipulation. To implement this method a machine learning platform using eighteen machine learning algorithms is implemented. This platform is tested using four different use cases and result is illustrated and analyzed.

Name thesis:degree_name

Doctor of Philosophy

Level thesis:degree_level

Campus Only Dissertation

Discipline thesis:degree_discipline

Computer Science

Year

2015

Author dc:creator

• Sohangir, Soroosh

Contributors dc:contributor

• Mogharreban, Namdar

• Big Data
• Data Mining
• Optimization

Repository record dc:identifier

https://opensiuc.lib.siu.edu/dissertations/1111

OAI identifier oai:identifier

oai:opensiuc.lib.siu.edu:dissertations-2115