Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond (Adaptive Computation Machine series)

Regularization, Optimization, Kernels, and Support Vector Machines (Chapman & Hall/CRC Machine Learning Pattern Recognition)

Introduction to Online Convex Optimization, second edition (Adaptive Computation and Machine Learning series)

Probabilistic Machine Learning: Advanced Topics (Adaptive Computation and Learning series)