Machine Learning

Machine learning, speech/language/bioinformatics/music, submodularity & discrete optimization

Machine learning, artificial intelligence, data science

Artificial intelligence, web search

Computer vision, machine learning

Convex optimization; systems and control theory

Robotics, artificial intelligence, activity recognition

Machine learning, active learning, continuous and discrete optimization, multi-armed bandits, machine learning software systems

Speech recognition, machine translations

Computational biology - precision medicine, network biology, genetics of complex traits; Machine learning - interpretability, feature selection, structure learning

Statistical learning algorithms

Development of machine learning techniques for molecular biology

Signal and image processing

Computational neuroscience, artificial intelligence, brain-computer interfaces

Computer vision, multimedia retrieval, biomedical informatics

Computational and graphical methods in multivariate analysis

Artificial intelligence, internet systems, human computer interaction, natural language processing

Intelligent control in biology and engineering

I'm interested in natural language understanding. My research is aimed at learning to automatically map natural language sentences to graph representations of their meaning, ideally in a way that works well for a broad variety of domains and languages.