Refereed publications:
-
Srinivasan BV,
Garcia-Romero D, Luo Y, Zotkin DN, Duraiswami R, "A
symmetric kernel partial least squares framework for speaker
recognition" (under review)
- Luo Y, Srinivasan BV,
Durasiwami R, "Robust voice activity detection for
speaker ID using i-vectors", 37th IEEE
International Conference on Acoustics, Speech and Signal
Processing (ICASSP), 2012 (under review)
- Garcia-Romero D, Zhou X,
Zotkin D,
Srinivasan BV, Luo
Y, Ganapathy S, Thomas S,
Nemala S,
Sivaram GSVS, Mirbagheri M,
Mallidi SH,
Janu T, Rajan P,
Mesgarani N,
Elhilali M, Hermansy H,
Shamma S,
Duraiswami R, "UMD-JHU Speaker Recognition System",
37th IEEE International Conference on Acoustics, Speech and
Signal Processing (ICASSP), 2012 (under review)
-
Srinivasan BV,
Duraiswami R, "Kernelized Renyi distance for
similarity scoring and subset selection" (under
review)
-
Srinivasan BV,
Luo Y, Duraiswami R, Murtugudde R, "Efficient spatio-temporal
kriging for missing-data reconstruction" (under review)
-
Srinivasan BV,
Hu Q, Gumerov NA, Duraiswami R, Murtugudde R,
"Preconditioned Krylov solvers for kernel regression" (under review)
-
Srinivasan BV, Gnanasambandam N, Zhao S, Minhas R,
"Domain-specific adaptation of a partial least squares regression model for loan defaults prediction", 5th International Workshop on Domain Driven Data Mining (DDDM) held at the International Conference on Data Mining
(ICDM), December 2011
[paper]
-
Srinivasan BV, Garcia-Romero D, Zotkin DN,
Duraiswami R, "Kernel partial least squares
framework for speaker recognition", 12th Annual
Conference of the International Speech Communication Association
(INTERSPEECH), August 2011 [paper][slides]
- Srinivasan BV, Zotkin DN,
Duraiswami R, "A partial least squares framework for
speaker recognition", 36th IEEE International
Conference on Acoustics, Speech and Signal Processing (ICASSP),
2011 [paper][poster]
-
Srinivasan BV,
Zotkin DN, Duraiswami R, "Partial least squares
based speaker recognition system", Snowbird
Learning Workshop, April 2011 [abstract]
- Srinivasan BV,
Qi H, Duraiswami R, "GPUML: Graphical processors for
speeding up kernel machines", Workshop on High
Performance Analytics - Algorithms, Implementations, and
Applications, Siam Conference on Data Mining, April 2010
[paper][slides][software]
- Srinivasan BV,
Duraiswami
R, Gumerov N, "Fast matrix-vector product based FGMRES for
kernel machines", 11th Copper Mount Conference on
Iterative Methods, April 2010
[abstract][slides]
- Srinivasan BV,
Duraiswami
R, Zotkin DN, "Kernelized
Renyi distance for speaker recognition",
35th International Conference on Acoustics, Speech and Signal
Processing, March 2010
[paper][poster]
-
Srinivasan BV, Duraiswami R,
Murtugudde R, "Efficient kriging for real-time spatio-temporal interpolation",
20th Conference on Probability and Statistics in the Atmospheric
Sciences, American Meteorological Society, January 2010
[paper][poster]
-
Srinivasan BV, Duraiswami R,
"Scaling kernel machine learning algorithm via the use of GPUs",
GPU Technology Conference, NVIDIA Research Summit, October 2009
[abstract][poster]
-
Srinivasan BV, Duraiswami R,
"Efficient subset selection based on the Renyi Entropy",
12th IEEE International Conference on
Computer Vision, September 2009
[paper][poster]
-
Morariu VI, Srinivasan BV, Raykar VC, Duraiswami R, Davis L,
"Automatic online
tuning for fast Gaussian summation", 22nd Annual Conference on Neural Information Procssing Systems,
December 2008 [paper][poster][software]
-
Antani S,
Demner-Fushman D, Li J, Srinivasan BV, Thoma GR. "Exploring use of images in
clinical articles for decision support in Evidence-Based Medicine",
SPIE Electronic Imaging; Document Recognition and Retrieval,
January 2008
[paper]
Technical Reports:
-
Srinivasan BV,
Duraiswami R, "Kernelized Renyi distance for
similarity scoring and subset selection",
CS-TR-4994, University of Maryland, College Park, MD, USA,
October 2011
[technical
report]
-
Srinivasan BV,
Schwartz WR, Duraiswami R, Davis L; "Partial
least squares on graphical processor for efficient pattern
recognition", CS-TR-4968, University of
Maryland, College Park, MD, USA, October 2010
[technical
report][software]
-
Srinivasan BV, Duraiswami R; "Random Sampling for estimating the performance
of fast summations", CS-TR-4969, University of Maryland,
College Park, MD, USA, October 2010
[technical
report]
|
Talks:
- "Scalable
learning solutions for geostatistics and speaker recognition",
Department of Computer Science, George Mason University,
November 2010
- "Graphical
processors and CUDA", to the Class of CMSC/AMSC 662,
University of Maryland, College Park; November 2009.
- "Scalable
machine learning algorithms: Applications in vision, speech and
geostatistics" in IBM Research Lab, Delhi, India;
Indian Institute of Technology, Madras, India
and Indian Institute of Technology, Bombay; August 2009.
- "Fast Approaches
to Statistical Data Analysis: Necessity to Inventions",
in Indian Institute of Technology, Bombay; August 2009.
|