430 citations · 995 across the 30 of their papers we have counts for
3 papers · 1 filter
Graph-Coupled HMMs for Modeling the Spread of Infection
Wen Dong, Alex Pentland, Katherine A. Heller
We develop Graph-Coupled Hidden Markov Models (GCHMMs) for modeling the spread of infectious disease locally within a social network. Unlike most previous research in epidemiology,…
Modeling Infection with Multi-agent Dynamics
Wen Dong, Katherine A. Heller, Alex Sandy Pentland
Developing the ability to comprehensively study infections in small populations enables us to improve epidemic models and better advise individuals about potential risks to their h…
Bayesian Rose Trees
Charles Blundell, Yee Whye Teh, Katherine A. Heller
Hierarchical structure is ubiquitous in data across many domains. There are many hierarchical clustering methods, frequently used by domain experts, which strive to discover this s…