Online learning with nonlinear models

• 主要作者: SAHOO, Doyen
• 格式: text
• 語言: English
• 出版: Institutional Knowledge at Singapore Management University 2017
• 主題: online learning; kernels; multiple kernel learning; non linear models; neural networks; deep learning; Databases and Information Systems; Numerical Analysis and Scientific Computing
• 在線閱讀: https://ink.library.smu.edu.sg/etd_coll/143; https://ink.library.smu.edu.sg/cgi/viewcontent.cgi?article=1142&context=etd_coll

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...