Modeling Social and Information Networks: Opportunities for Machine Learning
Rhythms of Information Flow through Networks
Linear Algebra and Machine Learning of Large Informatics Graphs
Learning Deep Generative Models
Principles of Very Large Scale Modeling
A Personal Journey: From Signals and Systems to Graphical Models
Data Quality
Dynamic Factor Graphs for Time Series Modeling
Deep Belief Networks
Lecture 7: Generalized Inequality Constraints