CS 778 – Topics and Reading Assignments

Winter 2016

Rule Based Learning (Sequential Covering)

Required: Mitchell, T., Machine Learning, Ch. 10.1-10.3

Required: CN2

Slides: Rule Learning

Semi-Supervised Learning

Optional Reading: Semi-Supervised Survey

Slides: Semi-Supervised

Convolutional Deep Networks

Optional Reading: CNN - Convolutional Neural Network

Slides: Deep Learning

Ensembles and Bayesian Model Averaging

Optional Reading: Bayesian Model Combination

Slides: Ensembles, Ensembles and Bayesian Model Averaging