Research
My
focus has primarily been on efficient models and algorithms for very
large
graphs. Specific projects include:
- Dynamic visualization of large social networks.
Publications
Fast Incremental Proximity Search in Large Graphs (ICML '08) [Slightly revised from the ICML camera-ready version]
A Tractable Approach to Finding Closest Truncated-commute-time Neighbors in Large Graphs (UAI '07)
A Latent Space Approach to Dynamic Embedding of Co-occurrence Data (AISTATS '07)
Dynamic Social Network Analysis using Latent Space Models (SIGKDD Explorations: Special Edition on Link Mining '05)
- An initial version appeared in NIPS 2005.
Relevant Courses
Machine Learning
Statistical Foundations of Machine Learning
Probabilistic Graphical Models
Spectral Graph Theory and Scientific Computing
Machine Learning Theory
Machine Learning
Statistical Foundations of Machine Learning
Probabilistic Graphical Models
Spectral Graph Theory and Scientific Computing
Machine Learning Theory