Junhong Zhang

Joker: Joint Optimization Framework for Lightweight Kernel Machines

Kernel methods are powerful tools for nonlinear learning with well-established theory. The scalability issue has been their long-standing challenge. Despite the existing success, there are two limitations in large-scale kernel methods: (i) The memory overhead is too high for users to afford;…