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Research Output

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Conference contribution
2019

A 8.93-TOPS/W LSTM Recurrent Neural Network Accelerator Featuring Hierarchical Coarse-Grain Sparsity with All Parameters Stored On-Chip

Kadetotad, D., Berisha, V., Chakrabarti, C. & Seo, J. S., Sep 2019, ESSCIRC 2019 - IEEE 45th European Solid State Circuits Conference. Institute of Electrical and Electronics Engineers Inc., p. 119-122 4 p. 8902809. (ESSCIRC 2019 - IEEE 45th European Solid State Circuits Conference).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Investigating the Effects of Word Substitution Errors on Sentence Embeddings

Voleti, R., Liss, J. M. & Berisha, V., May 2019, 2019 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 7315-7319 5 p. 8683367. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2019-May).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Joint Optimization of Quantization and Structured Sparsity for Compressed Deep Neural Networks

Srivastava, G., Kadetotad, D., Yin, S., Berisha, V., Chakrabarti, C. & Seo, J. S., May 2019, 2019 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 1393-1397 5 p. 8682791. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2019-May).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Objective Assessment of Vocal Tremor

Peplinski, J., Berisha, V., Liss, J., Hahn, S., Shefner, J., Rutkove, S., Qi, K. & Shelton, K., May 2019, 2019 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 6386-6390 5 p. 8682995. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2019-May).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Objective Measures of Plosive Nasalization in Hypernasal Speech

Saxon, M., Liss, J. & Berisha, V., May 1 2019, 2019 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 6520-6524 5 p. 8682339. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2019-May).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Online Machine Learning Experiments in HTML5

Dixit, A., Shanthamallu, U. S., Spanias, A., Berisha, V. & Banavar, M., Mar 4 2019, Frontiers in Education: Fostering Innovation Through Diversity, FIE 2018 - Conference Proceedings. Institute of Electrical and Electronics Engineers Inc., 8659113. (Proceedings - Frontiers in Education Conference, FIE; vol. 2018-October).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2018

Direct Ensemble Estimation of Density Functionals

Wisler, A., Moon, K. & Berisha, V., Sep 10 2018, 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., Vol. 2018-April. p. 2866-2870 5 p. 8462308

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Improved finite-sample estimate of a nonparametric f-divergence

Kadambi, P., Wisler, A. & Berisha, V., Apr 10 2018, Conference Record of 51st Asilomar Conference on Signals, Systems and Computers, ACSSC 2017. Matthews, M. B. (ed.). Institute of Electrical and Electronics Engineers Inc., Vol. 2017-October. p. 875-879 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Minimizing area and energy of deep learning hardware design using collective low precision and structured compression

Yin, S., Srivastava, G., Venkataramanaiah, S. K., Chakrabarti, C., Berisha, V. & Seo, J., Apr 10 2018, Conference Record of 51st Asilomar Conference on Signals, Systems and Computers, ACSSC 2017. Matthews, M. B. (ed.). Institute of Electrical and Electronics Engineers Inc., p. 1907-1911 5 p. (Conference Record of 51st Asilomar Conference on Signals, Systems and Computers, ACSSC 2017; vol. 2017-October).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Scopus citations

Simulating Dysarthric Speech for Training Data Augmentation in Clinical Speech Applications

Jiao, Y., Tu, M., Berisha, V. & Liss, J., Sep 10 2018, 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., Vol. 2018-April. p. 6009-6013 5 p. 8462290

Research output: Chapter in Book/Report/Conference proceedingConference contribution

4 Scopus citations

Towards a Wearable Cough Detector Based on Neural Networks

Kadambi, P., Mohanty, A., Ren, H., Smith, J., McGuinnes, K., Holt, K., Furtwaengler, A., Slepetys, R., Yang, Z., Seo, J., Chae, J., Cao, Y. & Berisha, V., Sep 10 2018, 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., Vol. 2018-April. p. 2161-2165 5 p. 8461394

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations
2017

Interpretable phonological features for clinical applications

Jiao, Y., Berisha, V. & Liss, J., Jun 16 2017, 2017 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 5045-5049 5 p. 7953117

Research output: Chapter in Book/Report/Conference proceedingConference contribution

3 Scopus citations

Models for objective evaluation of dysarthric speech from data annotated by multiple listeners

Tu, M., Jiao, Y., Berisha, V. & Liss, J., Mar 1 2017, Conference Record of the 50th Asilomar Conference on Signals, Systems and Computers, ACSSC 2016. IEEE Computer Society, p. 827-830 4 p. 7869163

Research output: Chapter in Book/Report/Conference proceedingConference contribution

4 Scopus citations

Objective assessment of pathological speech using distribution regression

Tu, M., Berisha, V. & Liss, J., Jun 16 2017, 2017 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 5050-5054 5 p. 7953118

Research output: Chapter in Book/Report/Conference proceedingConference contribution

6 Scopus citations
2016

Empirically-estimable multi-class classification bounds

Wisler, A., Berisha, V., Wei, D., Ramamurthy, K. & Spanias, A., May 18 2016, 2016 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2016 - Proceedings. Institute of Electrical and Electronics Engineers Inc., Vol. 2016-May. p. 2594-2598 5 p. 7472146

Research output: Chapter in Book/Report/Conference proceedingConference contribution

3 Scopus citations

Estimating speaking rate in spontaneous discourse

Jiao, Y., Berisha, V., Tu, M., Huston, T. & Liss, J., Feb 26 2016, Conference Record - Asilomar Conference on Signals, Systems and Computers. IEEE Computer Society, Vol. 2016-February. p. 1189-1192 4 p. 7421328

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Scopus citations

Noise robust dysarthric speech classification using domain adaptation

Wisler, A., Berisha, V., Spanias, A. & Liss, J., Sep 22 2016, 2016 Digital Media Industry and Academic Forum, DMIAF 2016 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 135-138 4 p. 7574918

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Online speaking rate estimation using recurrent neural networks

Jiao, Y., Tu, M., Berisha, V. & Liss, J., May 18 2016, 2016 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2016 - Proceedings. Institute of Electrical and Electronics Engineers Inc., Vol. 2016-May. p. 5245-5249 5 p. 7472678

Research output: Chapter in Book/Report/Conference proceedingConference contribution

6 Scopus citations

Ranking the parameters of deep neural networks using the fisher information

Tu, M., Berisha, V., Woolf, M., Seo, J. & Cao, Y., May 18 2016, 2016 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2016 - Proceedings. Institute of Electrical and Electronics Engineers Inc., Vol. 2016-May. p. 2647-2651 5 p. 7472157

Research output: Chapter in Book/Report/Conference proceedingConference contribution

4 Scopus citations

Reducing the model order of deep neural networks using information theory

Tu, M., Berisha, V., Cao, Y. & Seo, J., Sep 2 2016, Proceedings - IEEE Computer Society Annual Symposium on VLSI, ISVLSI 2016. IEEE Computer Society, Vol. 2016-September. p. 93-98 6 p. 7560179

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2015

Removing data with noisy responses in regression analysis

Wisler, A., Berisha, V., Ramamurthy, K., Spanias, A. & Liss, J., Aug 4 2015, ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings. Institute of Electrical and Electronics Engineers Inc., Vol. 2015-August. p. 2066-2070 5 p. 7178334

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations
2014

Domain invariant speech features using a new divergence measure

Wisler, A., Berisha, V., Liss, J. & Spanias, A., Apr 1 2014, 2014 IEEE Workshop on Spoken Language Technology, SLT 2014 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 77-82 6 p. 7078553

Research output: Chapter in Book/Report/Conference proceedingConference contribution

10 Scopus citations

Modeling pathological speech perception from data with similarity labels

Berisha, V., Liss, J., Sandoval, S., Utianski, R. & Spanias, A., Jan 1 2014, 2014 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2014. Institute of Electrical and Electronics Engineers Inc., p. 915-919 5 p. 6853730. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

13 Scopus citations
2013

Selecting disorder-specific features for speech pathology fingerprinting

Berisha, V., Sandoval, S., Utianski, R., Liss, J. & Spanias, A., Oct 18 2013, 2013 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2013 - Proceedings. p. 7562-7566 5 p. 6639133. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

6 Scopus citations

Towards a clinical tool for automatic intelligibility assessment

Berisha, V., Utianski, R. & Liss, J., Oct 18 2013, 2013 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2013 - Proceedings. p. 2825-2828 4 p. 6638172. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

8 Scopus citations
2011

Semi-supervised hierarchy learning using multiple-labeled data

Javadi, A., Gray, A., Anderson, D. & Berisha, V., Dec 5 2011, 2011 IEEE International Workshop on Machine Learning for Signal Processing - Proceedings of MLSP 2011. 6064565. (IEEE International Workshop on Machine Learning for Signal Processing).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2010

An auditory-domain based speech enhancement algorithm

Krishnamoorthi, H., Spanias, A., Berisha, V., Kwon, H. & Thornburg, H., Nov 8 2010, 2010 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2010 - Proceedings. p. 4786-4789 4 p. 5495147. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Making decisions about unseen data: Semi-supervised learning at different levels of specificity

Berisha, V., Javadi, A., Hammet, K. R., Anderson, D. V. & Gray, A., Dec 1 2010, Conference Record of the 44th Asilomar Conference on Signals, Systems and Computers, Asilomar 2010. p. 75-79 5 p. 5757470. (Conference Record - Asilomar Conference on Signals, Systems and Computers).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Sparse representations for automatic target classification in SAR images

Thiagarajan, J. J., Ramamurthy, K. N., Knee, P., Spanias, A. & Berisha, V., Jun 28 2010, Final Program and Abstract Book - 4th International Symposium on Communications, Control, and Signal Processing, ISCCSP 2010. 5463416. (Final Program and Abstract Book - 4th International Symposium on Communications, Control, and Signal Processing, ISCCSP 2010).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

92 Scopus citations

Topology of high-contrast patches in SAR images

Knee, P., Berisha, V., Spanias, A. & Taylor, T., Jul 30 2010, 2010 IEEE Radar Conference: Global Innovation in Radar, RADAR 2010 - Proceedings. p. 905-909 5 p. 5494491. (IEEE National Radar Conference - Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2009

A sensor network for real-time acoustic scene analysis

Kwon, H., Krishnamoorthi, H., Berisha, V. & Spanias, A., Oct 26 2009, 2009 IEEE International Symposium on Circuits and Systems, ISCAS 2009. p. 169-172 4 p. 5117712. (Proceedings - IEEE International Symposium on Circuits and Systems).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

10 Scopus citations

Energy-constrained discriminant analysis

Philips, S., Berisha, V. & Spanias, A., Sep 23 2009, 2009 IEEE International Conference on Acoustics, Speech, and Signal Processing - Proceedings, ICASSP 2009. p. 3281-3284 4 p. 4960325. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Low-complexity sinusoidal component selection using loudness patterns

Krishnamoorthi, H., Berisha, V., Spanias, A. & Kwon, H., Oct 5 2009, 2009 IEEE International Conference on Acoustics, Speech, and Signal Processing - Proceedings, ICASSP 2009. p. 301-304 4 p. 4959580. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Scopus citations
2008

A low-complexity loudness estimation algorithm

Krishnamoorthi, H., Berisha, V. & Spanias, A., Sep 16 2008, 2008 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP. p. 361-364 4 p. 4517621. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

7 Scopus citations

Real-time sensing and acoustic scene characterization for security applications

Kwon, H., Berisha, V. & Spanias, A., Sep 18 2008, 3rd International Symposium on Wireless Pervasive Computing, ISWPC 2008, Proceedings. p. 755-758 4 p. 4556311. (3rd International Symposium on Wireless Pervasive Computing, ISWPC 2008, Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

9 Scopus citations
2007

A scalable bandwidth extension algorithm

Berisha, V. & Spanias, A., Aug 6 2007, 2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07. p. IV601-IV604 4218172. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 4).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Scopus citations

Dual-mode wideband speech compression

Berisha, V. & Spanias, A., Dec 1 2007, 2007 IEEE 9Th International Workshop on Multimedia Signal Processing, MMSP 2007 - Proceedings. p. 52-55 4 p. 4412816. (2007 IEEE 9Th International Workshop on Multimedia Signal Processing, MMSP 2007 - Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Sparse manifold learning with applications to SAR image classification

Berisha, V., Shah, N., Waagen, D., Schmitt, H., Bellofiore, S., Spanias, A. & Cochran, D., Aug 6 2007, 2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07. p. III1089-III1092 4217903. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 3).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

13 Scopus citations

Speech modeling and noise removal using a perceptually modified Wiener filter

Pinto, R., Spanias, A. & Berisha, V., Dec 1 2007, Proceedings of the 4th IASTED International Conference on Signal Processing, Pattern Recognition, and Applications, SPPRA 2007. p. 304-308 5 p. (Proceedings of the 4th IASTED International Conference on Signal Processing, Pattern Recognition, and Applications, SPPRA 2007).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2006

Bandwidth extension of audio based on partial loudness criteria

Berisha, V. & Spanias, A., Jan 1 2006, 2006 IEEE 8th Workshop on Multimedia Signal Processing, MMSP 2006. IEEE Computer Society, p. 146-149 4 p. 4064536. (2006 IEEE 8th Workshop on Multimedia Signal Processing, MMSP 2006).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

4 Scopus citations

Distributed sensing with Java-DSP

Kwon, H., Berisha, V. & Spanias, A., 2006, 2006 IEEE 12th Digital Signal Processing Workshop and 4th IEEE Signal Processing Education Workshop. p. 311-315 5 p. 4041080

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Real-time acoustic monitoring using wireless sensor motes

Berisha, V., Kwon, H. & Spanias, A., Dec 1 2006, ISCAS 2006: 2006 IEEE International Symposium on Circuits and Systems, Proceedings. p. 847-850 4 p. 1692718. (Proceedings - IEEE International Symposium on Circuits and Systems).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

13 Scopus citations

Real-time collaborative monitoring in wireless sensor networks

Berisha, V., Kwon, H. & Spanias, A., Dec 1 2006, 2006 IEEE International Conference on Acoustics, Speech, and Signal Processing - Proceedings. p. III1120-III1123 1660855. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 3).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

6 Scopus citations

Real-time implementation of a distributed voice activity detector

Berisha, V., Kwon, H. & Spanias, A., Dec 1 2006, 2006 IEEE Sensor Array and Multichannel Signal Processing Workshop Proceedings, SAM 2006. p. 659-662 4 p. (2006 IEEE Sensor Array and Multichannel Signal Processing Workshop Proceedings, SAM 2006).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

12 Scopus citations

Using the Java-DSP real-time hardware interface in undergraduate classes

Spanias, A., Berisha, V., Ho, M. K., Huang, C. W., Natarajan, A. & Ferzli, R., Dec 1 2006, 36th ASEE/IEEE Frontiers in Education Conference, FIE. 4117168. (Proceedings - Frontiers in Education Conference, FIE).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

6 Scopus citations
2005

Enhancing the quality of coded audio using perceptual criteria

Berisha, V. & Spanias, A., Jan 1 2005, 2005 IEEE 7th Workshop on Multimedia Signal Processing, MMSP 2005. IEEE Computer Society, 4014034. (2005 IEEE 7th Workshop on Multimedia Signal Processing).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

4 Scopus citations

Enhancing vocoder performance for music signals

Berisha, V. & Spanias, A., 2005, Proceedings - IEEE International Symposium on Circuits and Systems. p. 4050-4053 4 p. 1465520

Research output: Chapter in Book/Report/Conference proceedingConference contribution

4 Scopus citations

Interactive Java modules for the MPEG-1 psychoacoustic model

Song, Y., Spanias, A., Atti, V. & Berisha, V., Jan 1 2005, 2005 IEEE ICASSP '05 - Proc. - Design and Implementation of Signal Proces.Syst.,Indust. Technol. Track,Machine Learning for Signal Proces. Education, Spec. Sessions. Institute of Electrical and Electronics Engineers Inc., p. V581-V584 1416370. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. V).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

10 Scopus citations