Grainger College of Engineering

Research Output 1965 2020

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Paper
2019

Accelerating nonconvex learning via replica exchange Langevin diffusion

Chen, Y., Chen, J., Dong, J., Peng, J. & Wang, Z., Jan 1 2019.

Research output: Contribution to conferencePaper

learning
Temperature
divergence
exploitation
regime

Accumulation bit-width scaling for ultra-low precision training of deep networks

Sakr, C., Wang, N., Chen, C. Y., Choi, J., Agrawal, A., Shanbhag, N. R. & Gopalakrishnan, K., Jan 1 2019.

Research output: Contribution to conferencePaper

scaling
Optimal systems
Chemical activation
Hardware
floating

Adapting sequence to sequence models for text normalization in social media

Lourentzou, I., Manghnani, K. & Zhai, C., Jan 1 2019, p. 335-345. 11 p.

Research output: Contribution to conferencePaper

Processing
Speech analysis
Linguistics
Experiments
Disaster
Disasters
Infrastructure
Planning
Resilience

A generative model for discovering action-based roles and community role compositions on community question answering platforms

Geigle, C., Dev, H., Sundaram, H. & Zhai, C., Jan 1 2019, p. 181-192. 12 p.

Research output: Contribution to conferencePaper

Chemical analysis
Health
Probability distributions
Experiments

Analysis of high Mg-incorporation into GaN via PAMBE modulation doping and molecular dynamics simulations

Ismail, F. H., Landi, M., Kelly, F. P. & Kim, K., Jan 1 2019.

Research output: Contribution to conferencePaper

Molecular dynamics
Doping (additives)
Modulation
Computer simulation
Secondary ion mass spectrometry

An intelligent assistant for mediation analysis in visual analytics

Yen, C. H., Yen, Y. C. & Fu, W-T., Jan 1 2019, p. 432-436. 5 p.

Research output: Contribution to conferencePaper

Visualization
Bayesian networks
Electric network analysis
Health
Statistics

A resilience-based framework for design optimization of interdependent buildings

Gudipati, V. K. & Cha, E. J., Jan 1 2019.

Research output: Contribution to conferencePaper

Resilience
Disaster
Disasters
Seismic Response
Interdependencies

Attack directories, not caches: Side channel attacks in a non-inclusive world

Campbell, R., Yan, M., Sprabery, R., Gopireddy, B., Fletcher, C. W. & Torrellas, J., 2019.

Research output: Contribution to conferencePaper

Servers
Hardware
Bandwidth
Data storage equipment
Engineers

Avoiding drill-down fallacies with vispilot: Assisted exploration of data subsets

Lee, D. J. L., Dev, H., Hu, H., Elmeleegy, H. & Parameswaran, A. G., Jan 1 2019, p. 186-196. 11 p.

Research output: Contribution to conferencePaper

Visualization

Characterizing audio adversarial examples using temporal dependency

Yang, Z., Chen, P. Y., Li, B. & Song, D., Jan 1 2019.

Research output: Contribution to conferencePaper

Speech recognition
Neural networks
neural network
Experiments
threat

Development of GaN vertical high-power devices enabled by plasma-assisted molecular beam epitaxy

Kelly, F. P., Vesto, R. E., Sarker, P., Ismail, F. H. & Kim, K., Jan 1 2019.

Research output: Contribution to conferencePaper

Reactive ion etching
Power electronics
Molecular beam epitaxy
Doping (additives)
Plasmas

Dynamic Pricing for Airline Ancillaries with Customer Context

Shukla, N., Kolbeinsson, A., Otwell, K., Marla, L. & Yellepeddi, K., 2019, p. 2174-2182.

Research output: Contribution to conferencePaper

Airlines
Dynamic pricing
Revenue
Deep learning
Neural networks

Effect of gravity on hydrodynamically unstable flames

Matsue, K., Mohan, S. & Matalon, M., Jan 1 2019.

Research output: Contribution to conferencePaper

flames
Gravitation
gravitation
Hydrodynamics
Froude number

Fast generation for convolutional autoregressive models

Ramachandran, P., Le Paine, T., Khorrami, P., Babaeizadeh, M., Chang, S., Zhang, Y., Hasegawa-Johnson, M. A., Campbell, R. H. & Huang, T. S., Jan 1 2019.

Research output: Contribution to conferencePaper

training method
performance
Nave
Model-making
Cache

GaN high-performance low-leakage p-Islet MPS diodes enabled by PAMBE-based selective area growth

Sarker, P., Kelly, F. P., Vesto, R. E., Ismail, F. H. & Kim, K., Jan 1 2019.

Research output: Contribution to conferencePaper

Diodes
Defects
Reactive ion etching
Ion implantation
Leakage currents

Geometry of polysemy

Mu, J., Bhat, S. P. & Viswanath, P., Jan 1 2019.

Research output: Contribution to conferencePaper

mathematics
Geometry
Vector spaces
induction
Clustering algorithms

Gradient descent aligns the layers of deep linear networks

Ji, Z. & Telgarsky, M. J., Jan 1 2019.

Research output: Contribution to conferencePaper

Linear networks
entropy
logistics
Logistics
Entropy

Impact of climate change to hurricane loss to the Gulf coast of the US

Lin, C. Y. & Cha, E. J., Jan 1 2019.

Research output: Contribution to conferencePaper

Hurricanes
Climate Change
Climate change
Coastal zones
Climate

Improving the smoothed complexity of FLIP for max cut problems

Bibak, A., Carlson, C. & Chandrasekaran, K., Jan 1 2019, p. 897-916. 20 p.

Research output: Contribution to conferencePaper

Max-cut Problem
Polynomials
Max-cut
Complete Graph
Polynomial

Knowledge flow: Improve upon your teachers

Liu, I. J., Peng, J. & Schwing, A. G., Jan 1 2019.

Research output: Contribution to conferencePaper

Students
teacher
Tuning
knowledge
student

LanczosNet: Multi-scale deep graph convo-lutional networks

Liao, R., Zhao, Z., Urtasun, R. & Zemel, R. S., Jan 1 2019.

Research output: Contribution to conferencePaper

Quantum chemistry
Convolution
Decomposition
learning method
learning

Learning self-imitating diverse policies

Gangwani, T., Liu, Q. & Peng, J., Jan 1 2019.

Research output: Contribution to conferencePaper

reward
learning
divergence
imitation
Reinforcement learning

Learning to play in a day: Faster deep reinforcement learning by optimality tightening

He, F. S., Liu, Y., Schwing, A. G. & Peng, J., Jan 1 2019.

Research output: Contribution to conferencePaper

Reinforcement learning
reinforcement
Constrained optimization
learning
reward

Model-Based Reinforcement Learning for Atari

Campbell, R., Mar 2019.

Research output: Contribution to conferencePaper

Reinforcement learning
Learning algorithms
Experiments

Modeling the joint probability distribution of main shock and aftershock spectral accelerations

Hu, S., Tabandeh, A. & Gardoni, P., Jan 1 2019.

Research output: Contribution to conferencePaper

Joint Distribution
Risk Analysis
Probability distributions
Risk analysis
Shock

Modeling the post-disaster recovery of interdependent civil infrastructure network

He, X. & Cha, E. J., Jan 1 2019.

Research output: Contribution to conferencePaper

Disaster
Disasters
Recovery
Infrastructure
Integrated Model

Multi-agent dual learning

Wang, Y., Xia, Y., He, T., Tian, F., Qin, T., Zhai, C. & Liu, T. Y., Jan 1 2019.

Research output: Contribution to conferencePaper

learning
Computer vision
Learning systems
Processing
Experiments

Off-policy evaluation and learning from logged bandit feedback: Error reduction via surrogate policy

Xie, Y., Liu, Q., Zhou, Y., Liu, B., Wang, Z. & Peng, J., Jan 1 2019.

Research output: Contribution to conferencePaper

Maximum likelihood
Feedback
evaluation
learning
Recommender systems

On approximating (sparse) covering integer programs

Chekuri, C. S. & Quanrud, K., Jan 1 2019, p. 1596-1615. 20 p.

Research output: Contribution to conferencePaper

Integer Program
Covering
Approximation Algorithms
Approximation algorithms
Linear Time

On the convergence of a class of Adam-type algorithms for non-convex optimization

Chen, X., Liu, S., Sun, R. & Hong, M., Jan 1 2019.

Research output: Contribution to conferencePaper

Momentum
neural network
popularity
guarantee
learning

Optimization of target safety levels based on community-level objectives

Gudipati, V. K. & Cha, E. J., Jan 1 2019.

Research output: Contribution to conferencePaper

Safety
Target
Optimization
Office buildings
Reliability Index

Per-tensor fixed-point quantization of the back-propagation algorithm

Sakr, C. & Shanbhag, N. R., Jan 1 2019.

Research output: Contribution to conferencePaper

Backpropagation algorithms
Tensors
neural network
Neural networks
Chemical activation

Post-disaster recovery planning of interdependent infrastructure systems: A game theory-based approach

He, X. & Cha, E. J., Jan 1 2019.

Research output: Contribution to conferencePaper

Game theory
Game Theory
Disaster
Disasters
Recovery

Random mesh projectors for inverse problems

Kothari, K., Gupta, S., De Hoop, M. V. & Dokmanic, I., Jan 1 2019.

Research output: Contribution to conferencePaper

Inverse problems
Imaging techniques
projection
Deconvolution
reconstruction

Reconfigurable 43 Gb/s optical link test based upon on-wafer probes of GaAs photodetectors and VCSELs up to 85°C

Peng, Y. T., Qiu, J., Wu, D. & Feng, M., Jan 1 2019.

Research output: Contribution to conferencePaper

Optical links
Surface emitting lasers
Photodetectors
Signal to noise ratio
Temperature

Recovery optimization of interdependent infrastructure: A multi-scale approach

Sharma, N., Tabandeh, A. & Gardoni, P., Jan 1 2019.

Research output: Contribution to conferencePaper

Recovery
Infrastructure
Optimization
Resilience
Disaster

Reducing the Time-to-Solution for Finite Element Analysis of Gas Turbine Engines

Simons, T. A., Ong, J., Lucas, R., Rouet, F., Grimes, R., Gulyeruz, E., Koric, S., Zhu, T. & Dawson, J., Aug 16 2019.

Research output: Contribution to conferencePaper

Gas turbines
Turbines
Finite element method
Supercomputers
Product design

Running Jet Engine Models on Thousands of Processors with LS-DYNA Implicit

Ashcraft, C., Dawson, J., Grimes, R., Guleryuz, E., Koric, S., Lucas, R., Ong, J., Rouet, F-H., Simons, T. & Zhu, T-T., 2019.

Research output: Contribution to conferencePaper

Jet engines
Computer aided engineering
Engines
Mechanical engineering
Physics

Slimmable neural networks

Yu, J., Yang, L., Xu, N., Yang, J. & Huang, T. S., Jan 1 2019.

Research output: Contribution to conferencePaper

neural network
Neural networks
Tuning
normalization
Neural Networks

Stochastic differential equations for the deterioration processes of engineering systems

Iannacone, L. & Gardoni, P., Jan 1 2019.

Research output: Contribution to conferencePaper

Systems Engineering
Deterioration
Systems engineering
Stochastic Equations
Differential equations

Stochastic life-cycle sustainability analysis

Gharzouzi, P. & Gardoni, P., Jan 1 2019.

Research output: Contribution to conferencePaper

Sustainability
Life Cycle
Sustainable development
Life cycle
Systems Engineering

Submodular function maximization in parallel via the multilinear relaxation

Chekuri, C. S. & Quanrud, K., Jan 1 2019, p. 303-322. 20 p.

Research output: Contribution to conferencePaper

Submodular Function
Packing
Adaptivity
Cardinality Constraints
Parallel algorithms

Support regularized sparse coding and its fast encoder

Yang, Y., Yu, J., Kohli, P., Yang, J. & Huang, T. S., Jan 1 2019.

Research output: Contribution to conferencePaper

Glossaries
coding
Atoms
Feedforward neural networks
dictionary
Dynamical systems
music
Data storage equipment
Chemical analysis
learning

Variation of climate change impact on hurricane losses across US coast

Pant, S. & Cha, E. J., Jan 1 2019.

Research output: Contribution to conferencePaper

Hurricanes
Climate Change
Climate change
Coastal zones
Ocean

Why deep neural networks for function approximation?

Liang, S. & Srikant, R., Jan 1 2019.

Research output: Contribution to conferencePaper

neural network
Neurons
Neural networks
Deep neural networks
Neural Networks

Wind and rainfall losses from future hurricanes

Pant, S. & Cha, E. J., Jan 1 2019.

Research output: Contribution to conferencePaper

Hurricanes
Rainfall
Rain
Climate
Damage
2018

3D-Filtermap: A compact architecture for deep convolutional neural networks

Yang, Y., Yang, J., Xu, N., Han, W., Jojic, N. & Huang, T. S., Jan 1 2018.

Research output: Contribution to conferencePaper

neural network
Neural networks
Convolution
Neural Networks
Filter

A conceptual framework for tracking design completeness of Track Line discipline in MRT projects

Eray, E., Haas, C. T., Rayside, D. & Golparvar Fard, M., Jan 1 2018.

Research output: Contribution to conferencePaper

Construction industry
Productivity