A Mathematical Framework on Machine Learning: Theory and Application
The dissertation addresses the research topics of machine learning outlined below. We developed the theory about traditional first-order algorithms from convex opti- mization and provide new insights in nonconvex objective functions from machine learning. Based on the theory analysis, we designed an...
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| Format: | Others |
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FIU Digital Commons
2018
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| Online Access: | https://digitalcommons.fiu.edu/etd/3876 https://digitalcommons.fiu.edu/cgi/viewcontent.cgi?article=5199&context=etd |