David Belanger's Homepage

David Belanger

Department of Computer Science
University of Massachusetts Amherst

140 Governors Drive
University of Massachusetts
Amherst, MA 01003
Email: belanger AT cs DOT umass DOT edu



I am a fourth year grad student advised by Professor Andrew McCallum. Before that, I was an Associate Scientist in the Speech, Language, and Multimedia Department at Raytheon BBN Technologies, where I worked on multilingual optical handwriting recognition. I received a B.A. in mathematics from Harvard University, where I worked with Eric Dunham and Jim Rice. We developed methods for numerically simulating earthquake ruptures along rough fault surfaces. Currently, my research focus is on machine learning and natural language processing. This summer, I interned with Sham Kakade at Microsoft Research New England. I co-organize the weekly UMass Machine Learning and Friends Lunch.

CV

github


Machine Learning

Belanger, D., Kakade, S. "Embedding Word Tokens using a Linear Dynamical System." NIPS 2014 workshop on Modern ML and NLP. pdf

Belanger, D., Passos, A., Riedel, S., A. McCallum. "Message Passing for Soft Constraint Dual Decomposition." UAI 2014. pdf

Anzaroot, S., Passos, A., Belanger, D., A. McCallum. "Learning Soft Linear Constraints with Application to Citation Field Extraction." ACL 2014. pdf

Belanger, D., D. Sheldon, A. McCallum. "Marginal Inference in MRFs using Frank-Wolfe." NIPS 2013 workshop on Greedy Optimization, Frank-Wolfe and Friends. pdf talk video

Belanger, D., A. Passos, S. Riedel, A. McCallum. "MAP Inference in Chains using Column Generation." NIPS 2012. pdf code workshop version talk video

Handwriting Recognition

Vitaladevuni, S., H. Cao, D. Belanger, K. Subramanian, R. Prasad, P. Natarajan. "Sparsity-based super-resolution for offline handwriting recognition," 2011 Joint Workshop on Multilingual OCR and Analytics for Noisy Unstructured Text Data. pdf

Natarajan, P., D. Belanger, R. Prasad, M. Kamali, K Subramanian, P. Natarajan. "Baseline Dependent Percentile Features for Offline Arabic Handwriting Recognition," ICDAR 2011. pdf

Prasad, R., M. Kamali, D. Belanger, A.V. Rosti, S. Matsoukas, P. Natarajan. "Consensus Network Based Hypotheses Combination for Arabic Offline Handwriting Recognition," ICPR 2010. pdf


Earthquake Modeling

Dunham, E. M., D. Belanger, L. Cong, and J. E. Kozdon (2011), "Earthquake ruptures with strongly rate-weakening friction and off-fault plasticity, 1: Planar faults," Bulletin of the Seismological Society of America, 101(5), 2296-2307. pdf

Dunham, E. M., D. Belanger, L. Cong, and J. E. Kozdon (2011), "Earthquake ruptures with strongly rate-weakening friction and off-fault plasticity, 2: Nonplanar faults," Bulletin of the Seismological Society of America, 101(5), 2308-2322. pdf

Dunham, E. M., D. Belanger, L. Cong, and J. E. Kozdon (2011), "Earthquake ruptures on rough faults," in Multiscale and Multiphysics Processes in Geomechanics (results of workshop at Stanford Univ., June, 2010), Springer Series in Geomechanics and Geoengineering, edited by Ronaldo I. Borja, pp. 145-148 pdf

Belanger, D. and Dunham, E. M. (2008), "Dynamic Rupture on Rough Faults and Production of High-Frequency Radiation." Poster, American Geophysical Union Fall 2008 Meeting. pdf

Belanger, D. and Dunham, E. M. (2008), “A Finite Difference Method for Irregular Geometries: Application to Dynamic Rupture on Rough Faults.” Poster, Southern California Earthquake Center 2008 Annual Meeting. pdf