Revised online learning with kernels for classification and regression
- Resource Type
- Conference
- Authors
- Li, Guoqi; Ning, Ning; Ramanathan, Kiruthika; Shi, Luping
- Source
- 2013 IEEE Symposium on Computational Intelligence and Data Mining (CIDM) Computational Intelligence and Data Mining (CIDM), 2013 IEEE Symposium on. :275-279 Apr, 2013
- Subject
- Robotics and Control Systems
Signal Processing and Analysis
Kernel
Support vector machines
Optimization
Hilbert space
Art
Data mining
Online Learning with Kernels
Reproducing Kernel Hilbert Space
Classification
Regression
- Language
Revised algorithm for online learning with kernels (OLK) in classification and regression is proposed in a reproducing kernel hilbert space (RKHS). Compared with the original OLK, the revised algorithm allows that the new data points arrive either one by one or two by two.