Online learning with nonlinear models

• Main Author: SAHOO, Doyen
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2017
• Subjects: online learning; kernels; multiple kernel learning; non linear models; neural networks; deep learning; Databases and Information Systems; Numerical Analysis and Scientific Computing
• Online Access: https://ink.library.smu.edu.sg/etd_coll/143; https://ink.library.smu.edu.sg/cgi/viewcontent.cgi?article=1142&context=etd_coll
• Institution: Singapore Management University

Recent years have witnessed the success of two broad categories of machine learning algorithms: (i) Online Learning; and (ii) Learning with nonlinear models. Typical machine learning algorithms assume that the entire data is available prior to the training task. This is often not the case in the rea...