A Mathematical Framework on Machine Learning: Theory and Application

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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Bibliographic Details
Main Author: Shi, Bin
Format: Others
Published: FIU Digital Commons 2018
Subjects:
artificial intelligence
robotics
numerical analysis
computation
operational research
ordinary differential equations
theory
algorithms
Artificial Intelligence and Robotics
Numerical Analysis and Computation
Operational Research
Ordinary Differential Equations and Applied Dynamics
Theory and Algorithms
Online Access:https://digitalcommons.fiu.edu/etd/3876
https://digitalcommons.fiu.edu/cgi/viewcontent.cgi?article=5199&context=etd

Internet

https://digitalcommons.fiu.edu/etd/3876
https://digitalcommons.fiu.edu/cgi/viewcontent.cgi?article=5199&context=etd

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