Research Output 1965 2020

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Conference article
2019

Delay asymptotics and bounds for multi-task parallel jobs

Wang, W., Harchol-Balter, M., Jiang, H., Scheller-Wolf, A. & Srikant, R., Jan 25 2019, In : Performance Evaluation Review. 46, 3, p. 2-7 6 p.

Research output: Contribution to journalConference article

Bins
Parallel processing systems
Servers
Petri nets
Animation
Service system
Tutorial
Manufacturing systems

Join-idle-queue with service elasticity

Mukherjee, D. & Stolyar, A., Jan 17 2019, In : Performance Evaluation Review. 46, 2, p. 18-20 3 p.

Research output: Contribution to journalConference article

Elasticity
Resource allocation
System stability
Servers
Energy utilization

Stability of a standard decentralised medium access

Shneer, S. & Stolyar, A., Jan 17 2019, In : Performance Evaluation Review. 46, 2, p. 33-35 3 p.

Research output: Contribution to journalConference article

Topology
Throughput
Parking
Wireless networks
2018

Adding one neuron can eliminate all bad local minima

Liang, S., Sun, R., Lee, J. D. & Srikant, R., Jan 1 2018, In : Advances in Neural Information Processing Systems. 2018-December, p. 4350-4360 11 p.

Research output: Contribution to journalConference article

Neurons
Neural networks
Materials science
Curricula
Teaching
Students
Education

Coupled variational bayes via optimization embedding

Dai, B., Dai, H., He, N., Liu, W., Liu, Z., Chen, J., Xiao, L. & Song, L., Jan 1 2018, In : Advances in Neural Information Processing Systems. 2018-December, p. 9690-9700 11 p.

Research output: Contribution to journalConference article

Backpropagation

DeepCode: Feedback codes via deep learning

Kim, H., Jiang, Y., Kannan, S., Oh, S. & Viswanath, P., Jan 1 2018, In : Advances in Neural Information Processing Systems. 2018-December, p. 9436-9446 11 p.

Research output: Contribution to journalConference article

Feedback
Recurrent neural networks
Mathematical models
Communication
Deep learning

Deep structured prediction with nonlinear output transformations

Graber, C., Meshi, O. & Schwing, A. G., Jan 1 2018, In : Advances in Neural Information Processing Systems. 2018-December, p. 6320-6331 12 p.

Research output: Contribution to journalConference article

Computational complexity
Semantics

Discriminative bag-of-cells for imaging-genomics

Chidester, B., Do, M. N. & Ma, J., Jan 1 2018, In : Pacific Symposium on Biocomputing. 0, 212669, p. 319-330 12 p.

Research output: Contribution to journalConference article

Genomics
Imaging techniques
Learning systems
Screening
Neural networks

Estimators for multivariate information measures in general probability spaces

Rahimzamani, A., Viswanath, P., Asnani, H. & Kannan, S., Jan 1 2018, In : Advances in Neural Information Processing Systems. 2018-December, p. 8664-8675 12 p.

Research output: Contribution to journalConference article

Entropy
Radon
Model structures
Learning systems
Feature extraction

Global geometry of multichannel sparse blind deconvolution on the sphere

Li, Y. & Bresler, Y., Jan 1 2018, In : Advances in Neural Information Processing Systems. 2018-December, p. 1132-1143 12 p.

Research output: Contribution to journalConference article

Deconvolution
Convolution
Recovery
Geometry
Experiments

Gradiveq: Vector quantization for bandwidth-efficient gradient aggregation in distributed CNN training

Yu, M., Lin, Z., Narra, K., Li, S., Li, Y., Kim, N. S., Schwing, A., Annavaram, M. & Avestimehr, S., Jan 1 2018, In : Advances in Neural Information Processing Systems. 2018-December, p. 5123-5133 11 p.

Research output: Contribution to journalConference article

Vector quantization
Agglomeration
Neural networks
Bandwidth
Communication

Heavy-traffic delay insensitivity in connection-level models of data transfer with proportionally fair bandwidth sharing

Wang, W., Srikant, R., Maguluri, S. T. & Ying, L., Mar 20 2018, In : Performance Evaluation Review. 45, 3, p. 232-245 14 p.

Research output: Contribution to journalConference article

Frequency allocation
Data transfer
Bandwidth
Lyapunov functions
Multi-task Learning
Landmarks
Labels
Acoustics
Speech recognition
Distillation
Transcription
Interpolation
Interpolate
Neural Networks

Infant emotional outbursts detection in infant-parent spoken interactions

Yijia, X., Hasegawa-Johnson, M. A. & McElwain Nancy, L., Jan 1 2018, In : Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH. 2018-September, p. 242-246 5 p.

Research output: Contribution to journalConference article

Discriminant analysis
Discriminant Analysis
Interaction
Discounting
Hidden Markov models

Large deviations for increasing subsequences of permutations and a concurrency application

Baryshnikov, Y. & Magner, A., Mar 20 2018, In : Performance Evaluation Review. 45, 3, p. 84-89 6 p.

Research output: Contribution to journalConference article

Sampling
Geometry

Minimax statistical learning with Wasserstein distances

Lee, J. & Raginsky, M., Jan 1 2018, In : Advances in Neural Information Processing Systems. 2018-December, p. 2687-2696 10 p.

Research output: Contribution to journalConference article

Non-local recurrent network for image restoration

Liu, D., Wen, B., Fan, Y., Loy, C. C. & Huang, T. S., Jan 1 2018, In : Advances in Neural Information Processing Systems. 2018-December, p. 1673-1682 10 p.

Research output: Contribution to journalConference article

Recurrent neural networks
Image reconstruction
Image denoising
Experiments

Out of the box: Reasoning with graph convolution nets for factual visual question answering

Narasimhan, M., Lazebnik, S. & Schwing, A. G., Jan 1 2018, In : Advances in Neural Information Processing Systems. 2018-December, p. 2654-2665 12 p.

Research output: Contribution to journalConference article

Convolution

PIPE-SGD: A decentralized pipelined SGD framework for distributed deep net training

Li, Y., Yu, M., Li, S., Avestimehr, S., Kim, N. S. & Schwing, A., Jan 1 2018, In : Advances in Neural Information Processing Systems. 2018-December, p. 8045-8056 12 p.

Research output: Contribution to journalConference article

Clocks
Servers
Bandwidth
Data storage equipment
Graphics processing unit

Predictive approximate Bayesian computation via saddle points

Yang, Y., Dai, B., Kiyavash, N. & He, N., Jan 1 2018, In : Advances in Neural Information Processing Systems. 2018-December, p. 10260-10270 11 p.

Research output: Contribution to journalConference article

Sampling
Experiments

Quadratic decomposable submodular function minimization

Li, P., He, N. & Milenkovic, O., Jan 1 2018, In : Advances in Neural Information Processing Systems. 2018-December, p. 1054-1064 11 p.

Research output: Contribution to journalConference article

Supervised learning
Convex optimization
Cones
Experiments

ShapeSearch: Flexible patternbased querying of trend line visualizations

Siddiqui, T., Luh, P., Wang, Z., Karahalios, K. G. & Parameswaran, A. G., Jan 1 2018, In : Proceedings of the VLDB Endowment. 11, 12, p. 1962-1965 4 p.

Research output: Contribution to journalConference article

Visualization
Materials science
Algebra
Mathematical operators
Demonstrations

Speaker adaptive audio-visual fusion for the open-vocabulary section of AVICAR

Sarı, L., Hasegawa-Johnson, M. A., Kumaran, S., Stemmer, G. & Nair, K. N., Jan 1 2018, In : Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH. 2018-September, p. 3524-3528 5 p.

Research output: Contribution to journalConference article

Fusion
Fusion reactions
Alignment
Speech recognition
Linear regression
Transfer Learning
Neural networks
Unsupervised learning
Classifiers
Acoustics

Towards information-theoretic limits of the global neuronal workspace architecture

Varshney, L. R., Jan 1 2018, In : CEUR Workshop Proceedings. 2287

Research output: Contribution to journalConference article

Channel coding
Information theory
Brain
Data storage equipment

Visualizing phoneme category adaptation in deep neural networks

Scharenborg, O., Tiesmeyer, S., Hasegawa-Johnson, M. A. & Dehak, N., Jan 1 2018, In : Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH. 2018-September, p. 1482-1486 5 p.

Research output: Contribution to journalConference article

Neural Networks
Nonlinear distortion
Nonlinear Distortion
Acoustics
Chemical activation

Visual memory for robust path following

Kumar, A., Gupta, S., Fouhey, D., Levine, S. & Malik, J., Jan 1 2018, In : Advances in Neural Information Processing Systems. 2018-December, p. 765-774 10 p.

Research output: Contribution to journalConference article

Demonstrations
Simulators
Data storage equipment
Experiments
Uncertainty
2017

Accelerated stereo matching for autonomous vehicles using an upright pinhole camera model

Chen, C., Lu, J., Kwon, D. K., Moore, D. & Do, M. N., Jan 1 2017, In : IS and T International Symposium on Electronic Imaging Science and Technology. p. 18-21 4 p.

Research output: Contribution to journalConference article

Pinhole cameras
pinhole cameras
roads
vehicles
Pixels

An educational laboratory experimental system for teaching chemical reaction process dynamics and control

Kawamura, M. L., Alleyne, A. G. & Sutanto, E., Jun 24 2017, In : ASEE Annual Conference and Exposition, Conference Proceedings. 2017-June

Research output: Contribution to journalConference article

Chemical reactions
Teaching
Crystals
Photodetectors
Students

Asynchronous parallel coordinate minimization for MAP inference

Meshi, O. & Schwing, A. G., Jan 1 2017, In : Advances in Neural Information Processing Systems. 2017-December, p. 5735-5745 11 p.

Research output: Contribution to journalConference article

Computer vision
Decomposition
Data storage equipment
Processing

Computational curriculum for MatSE undergraduates

Kononov, A., Bellon, P., Bretl, T. W., Ferguson, A., Herman, G. L., Kilian, K. A., Krogstad, J. A., Das Neves Barbosa Leal Lauten, C., Maass, C. R. E., Schleife, A., Shang, J. K., Trinkle, D. & West, M., Jun 24 2017, In : ASEE Annual Conference and Exposition, Conference Proceedings. 2017-June

Research output: Contribution to journalConference article

Materials science
Curricula
Engineering education
Computational methods
Teaching
Multi-task Learning
Transcription
Encoder
Probability distributions
Target

Dilated recurrent neural networks

Chang, S., Zhang, Y., Han, W., Yu, M., Guo, X., Tan, W., Cui, X., Witbrock, M., Hasegawa-Johnson, M. A. & Huang, T. S., Jan 1 2017, In : Advances in Neural Information Processing Systems. 2017-December, p. 77-87 11 p.

Research output: Contribution to journalConference article

Recurrent neural networks
Data storage equipment

Discovering potential correlations via hypercontractivity

Kim, H., Gao, W., Kannan, S., Oh, S. & Viswanath, P., Jan 1 2017, In : Advances in Neural Information Processing Systems. 2017-December, p. 4578-4588 11 p.

Research output: Contribution to journalConference article

Gene expression
Time series
Genes
Testing
Experiments

Distributed Lagrangian Method for Tie-Line Scheduling in Power Grids under Uncertainty

Doan, T. T., Bose, S. & Beck, C. L., Sep 1 2017, In : Performance Evaluation Review. 45, 2, p. 88-90 3 p.

Research output: Contribution to journalConference article

Scheduling
Parallel algorithms
Costs
Uncertainty

Diverse and accurate image description using a variational auto-encoder with an additive Gaussian encoding space

Wang, L., Schwing, A. G. & Lazebnik, S., Jan 1 2017, In : Advances in Neural Information Processing Systems. 2017-December, p. 5757-5767 11 p.

Research output: Contribution to journalConference article

Dualing GANs

Li, Y., Schwing, A. G., Wang, K. C. & Zemel, R., Jan 1 2017, In : Advances in Neural Information Processing Systems. 2017-December, p. 5607-5617 11 p.

Research output: Contribution to journalConference article

Discriminators

EEG-GRAPH: A factor-graph-based model for capturing spatial, temporal, and observational relationships in electroencephalograms

Varatharajah, Y., Chong, M. J., Saboo, K., Berry, B., Brinkmann, B., Worrell, G. & Iyer, R. K., Jan 1 2017, In : Advances in Neural Information Processing Systems. 2017-December, p. 5372-5381 10 p.

Research output: Contribution to journalConference article

Electroencephalography
Brain
Polynomials
Sampling

Estimating mutual information for discrete-continuous mixtures

Gao, W., Kannan, S., Oh, S. & Viswanath, P., Jan 1 2017, In : Advances in Neural Information Processing Systems. 2017-December, p. 5987-5998 12 p.

Research output: Contribution to journalConference article

Entropy
Random variables
Learning systems
Testing

Glottal model based speech beamforming for Ad-hoc microphone arrays

Zhang, Y., Florèncio, D. & Hasegawa-Johnson, M. A., Jan 1 2017, In : Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH. 2017-August, p. 2675-2679 5 p.

Research output: Contribution to journalConference article

Microphone Array
Beamforming
Microphones
Model-based
Calibration

High-order attention models for visual question answering

Schwartz, I., Schwing, A. G. & Hazan, T., Jan 1 2017, In : Advances in Neural Information Processing Systems. 2017-December, p. 3665-3675 11 p.

Research output: Contribution to journalConference article

Learning systems

How regularization affects the critical points in linear networks

Taghvaei, A., Kim, J. W. & Mehta, P. G., Jan 1 2017, In : Advances in Neural Information Processing Systems. 2017-December, p. 2503-2513 11 p.

Research output: Contribution to journalConference article

Linear networks
Linear transformations
Learning algorithms
Neural networks
Deep learning

Information-theoretic analysis of generalization capability of learning algorithms

Xu, A. & Raginsky, M., Jan 1 2017, In : Advances in Neural Information Processing Systems. 2017-December, p. 2525-2534 10 p.

Research output: Contribution to journalConference article

Information analysis
Learning algorithms
Entropy

Interpretable and globally optimal prediction for textual grounding using image concepts

Yeh, R. A., Xiong, J., Hwu, W-M. W., Do, M. N. & Schwing, A. G., Jan 1 2017, In : Advances in Neural Information Processing Systems. 2017-December, p. 1913-1923 11 p.

Research output: Contribution to journalConference article

Electric grounding
Human computer interaction
Robotics

I've seen "enough": Incrementally improving visualizations to support rapid decision making

Rahman, S., Aliakbarpour, M., Kong, H. K., Blais, E., Karahalios, K. G., Parameswaran, A. G. & Rubinfield, R., Aug 1 2017, In : Proceedings of the VLDB Endowment. 10, 11, p. 1262-1273 12 p.

Research output: Contribution to journalConference article

Visualization
Decision making
Sampling
Data visualization

Join-Idle-Queue system with general service times: Large-scale limit of stationary distributions

Foss, S. & Stolyar, A., Sep 1 2017, In : Performance Evaluation Review. 45, 2, p. 45-47 3 p.

Research output: Contribution to journalConference article

Servers
Routing algorithms
Computer systems
Flow rate

Large deviations for increasing subsequences of permutations and a concurrency application

Baryshnikov, Y. & Magner, A., Sep 1 2017, In : Performance Evaluation Review. 45, 2, p. 39-41 3 p.

Research output: Contribution to journalConference article

Sampling
Geometry