Jake Bouvrie - Publications

Jake V. Bouvrie
Center for Biological and Computational Learning
Department of Brain Science
Massachusetts Institute of Technology, Rm. 46-5155
77 Massachustts Avenue Cambridge, MA 02139
phone: 617.252.1723 (MIT)
phone: 919.660.2847 (Duke)
email: my 3 initials (all lowercase) at mit dot edu

Publications

Papers
J. Bouvrie, L. Rosasco, and T. Poggio. "On Invariance in Hierarchical Models". Advances in Neural Information Processing Systems (NIPS) 22, 2009. (to appear) [pdf - paper and supporting material]
S. Smale, L. Rosasco, J. Bouvrie, A. Caponnetto, and T. Poggio. "Mathematics of the Neural Response", Foundations of Computational Mathematics, June 2009. (available online) [pdf]
J. Bouvrie, T. Ezzat, and T. Poggio. "Localized Spectro-Temporal Cepstral Analysis of Speech", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Las Vegas, 2008. [pdf]
T. Ezzat, J. Bouvrie, and T. Poggio. "Spectro-Temporal Analysis of Speech Using 2-D Gabor Filters", in Proc. Tenth International Conference on Spoken Language Processing (Interspeech), Antwerp, Belgium, 2007. [pdf]
U. Knoblich, J. Bouvrie, and T. Poggio. "Biophysical Models of Neural Computation: Max and Tuning Circuits", in Proc. Web Intelligence Meets Brain Informatics (WImBI 2006, Beijing), Lecture Notes in Artificial Intelligence 4845, Springer, 2007. [pdf]
R. Rifkin, K. Schutte, D. Saad, J. Bouvrie, and J. Glass. "Noise Robust Phonetic Classification with Linear Regularized Least Squares and Second-Order Features", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Honolulu, 2007. [pdf]
T. Ezzat, J. Bouvrie, and T. Poggio. "AM-FM Demodulation of Spectrograms Using Localized 2D Max-Gabor Analysis", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Honolulu, 2007. [pdf]
J. Bouvrie and P. Sinha. "Visual object concept discovery: Observations in congenitally blind children, and a computational approach", Neurocomputing, Volume 70, Issues 13-15, pp.2218-2233, 2007. [pdf]
J. Bouvrie and T. Ezzat. "An Incremental Algorithm for Signal Reconstruction from Short-Time Fourier Transform Magnitude", in Proc. Ninth International Conference on Spoken Language Processing (Interspeech), Pittsburgh, 2006. [pdf] [audio examples]
T. Ezzat, J. Bouvrie, and T. Poggio. "Max-Gabor Analysis and Synthesis of Spectrograms", in Proc. Ninth International Conference on Spoken Language Processing (Interspeech), Pittsburgh, 2006. [pdf]
Technical Reports & Memos (other than above)
J. Bouvrie, L. Rosasco, G. Shakhnarovich, S. Smale. "Notes on the Shannon Entropy of the Neural Response", MIT CSAIL Tech Report 2009-049/CBCL Paper 281, Massachusetts Institute of Technology, Cambridge, MA, October, 2009. [pdf]
S. Smale, T. Poggio, A. Caponnetto, and J. Bouvrie. "Derived Distance: towards a mathematical theory of visual cortex", CBCL Paper, Massachusetts Institute of Technology, Cambridge, MA, November, 2007. [pdf]
R. Rifkin, J. Bouvrie, K. Schutte, S. Chikkerur, M. Kouh, T. Ezzat, and T. Poggio. "Phonetic Classification Using Hierarchical, Feed-forward, Spectro-temporal Patch-based Architectures", MIT CSAIL Tech Report 2007-007, Massachusetts Institute of Technology, Cambridge, MA, January, 2007. [pdf]
Y. Ivanov, T. Serre, and J. Bouvrie, "Error Weighted Classifier Combination for Multi-modal Human Identification", MIT CSAIL Technical Report 2005-080, 2005. [pdf]
Abstracts
J. Bouvrie and P. Sinha. "Object concept learning from non-normalized data". Journal of Vision, 3(9), 673a, 2003. (Vision Sciences 2003) [html]
Tutorials and Notes
J. Bouvrie, Notes on Convolutional Neural Networks, version as of 22 Nov 2006. [pdf]
Theses
J. Bouvrie. "Hierarchical Learning: Theory with Applications in Speech and Vision", Ph.D. Thesis,
Massachusetts Institute of Technology, 2009.


Academic Bio
Massachusetts Institute of Technology
2009 PhD Center for Biological and Computational Learning
Thesis Advisor: Prof. Tomaso Poggio, BCS/CSAIL
2004 MEng Electrical Engineering & Computer Science
Masters Thesis Title: "Multi-Source Contingency Clustering"
Masters Thesis Advisors: Prof. Tomaso Poggio, Dr. Yuri Ivanov
2003 SB Mathematics
2003 SB Electrical Engineering
Senior Thesis Title: "Object Concept Learning from Non-Normalized Data"
Senior Thesis Advisor: Prof. Pawan Sinha, BCS