Research Output 1974 2020

2019

Minimum Precision Requirements of General Margin Hyperplane Classifiers

Sakr, C., Kim, Y. & Shanbhag, N. R., Jun 2019, In : IEEE Journal on Emerging and Selected Topics in Circuits and Systems. 9, 2, p. 253-266 14 p., 8685184.

Research output: Contribution to journalArticle

Classifiers
Adders
Intelligent systems
Support vector machines

Minotaur: Adapting Software Testing Techniques for Hardware Errors

Mahmoud, A., Venkatagiri, R., Ahmed, K., Misailovic, S., Marinov, D., Fletcher, C. W. & Adve, S. V., Apr 4 2019, ASPLOS 2019 - 24th International Conference on Architectural Support for Programming Languages and Operating Systems. Association for Computing Machinery, p. 1087-1103 17 p. (International Conference on Architectural Support for Programming Languages and Operating Systems - ASPLOS).

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

Open Access
Software testing
Computer hardware
Hardware

MIRAS: Model-based reinforcement learning for microservice resource allocation over scientific workflows

Yang, Z., Nguyen, P., Jin, H. & Nahrstedt, K., Jul 2019, Proceedings - 2019 39th IEEE International Conference on Distributed Computing Systems, ICDCS 2019. Institute of Electrical and Electronics Engineers Inc., p. 122-132 11 p. 8885267. (Proceedings - International Conference on Distributed Computing Systems; vol. 2019-July).

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

Reinforcement learning
Resource allocation
Architectural design
Software design
Simulators

Mitigating the effects of flaky tests on mutation testing

Shi, A., Bell, J. & Marinov, D., Jul 10 2019, ISSTA 2019 - Proceedings of the 28th ACM SIGSOFT International Symposium on Software Testing and Analysis. Zhang, D. & Moller, A. (eds.). Association for Computing Machinery, Inc, p. 296-306 11 p. (ISSTA 2019 - Proceedings of the 28th ACM SIGSOFT International Symposium on Software Testing and Analysis).

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

Open Access
Testing
Experiments

ML-Based Fault Injection for Autonomous Vehicles: A Case for Bayesian Fault Injection

Jha, S., Banerjee, S., Tsai, T., Hari, S. K. S., Sullivan, M. B., Kalbarczyk, Z. T., Keckler, S. W. & Iyer, R. K., Jun 2019, Proceedings - 49th Annual IEEE/IFIP International Conference on Dependable Systems and Networks, DSN 2019. Institute of Electrical and Electronics Engineers Inc., p. 112-124 13 p. 8809495. (Proceedings - 49th Annual IEEE/IFIP International Conference on Dependable Systems and Networks, DSN 2019).

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

Learning systems
Accidents
Engines
Testing
Industry

MLModelScope: Evaluate and introspect cognitive pipelines

Li, C., Dakkak, A., Xiong, J. & Hwu, W-M. W., Jul 2019, Proceedings - 2019 IEEE World Congress on Services, SERVICES 2019. Chang, C. K., Chen, P., Goul, M., Oyama, K., Reiff-Marganiec, S., Sun, Y., Wang, S. & Wang, Z. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 335-338 4 p. 8817116. (Proceedings - 2019 IEEE World Congress on Services, SERVICES 2019).

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

Pipelines
Learning systems
Innovation
Hardware
Deep learning

Model-Based Reinforcement Learning for Atari

Campbell, R., Mar 2019.

Research output: Contribution to conferencePaper

Reinforcement learning
Learning algorithms
Experiments

Model-based temperature estimation of power electronics systems

Tannous, P. J., Peddada, S. R. T., Allison, J., Foulkes, T., Pilawa-Podgurski, R. C. N. & Alleyne, A. G., Apr 2019, In : Control Engineering Practice. 85, p. 206-215 10 p.

Research output: Contribution to journalArticle

Power Electronics
Power electronics
Temperature Sensor
Model-based
Thermal Model

Model Change Detection with Application to Machine Learning

Bu, Y., Lu, J. & Veeravalli, V. V., May 2019, 2019 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 5341-5345 5 p. 8682153. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2019-May).

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

Learning systems
Linear regression
Logistics
Computational complexity
Experiments

Modeling adversarial physical movement in a railway station: Classification and metrics

Cheh, C., Chen, B., Temple, W. G. & Sanders, W. H., Oct 2019, In : ACM Transactions on Cyber-Physical Systems. 4, 1, A11.

Research output: Contribution to journalArticle

Physical Modeling
Intrusion detection
Railway
Metric
Intrusion Detection

Modulation of anticipatory postural adjustments using a powered ankle orthosis in people with Parkinson's disease and freezing of gait

Petrucci, M. N., MacKinnon, C. D. & Hsiao-Wecksler, E. T., Jul 2019, In : Gait and Posture. 72, p. 188-194 7 p.

Research output: Contribution to journalArticle

Social Adjustment
Orthotic Devices
Gait
Ankle
Freezing

Monolayer MoS 2 Nanoribbon Transistors Fabricated by Scanning Probe Lithography

Chen, S., Kim, S., Chen, W., Yuan, J., Bashir, R., Lou, J., van der Zande, A. & King, W. P., Mar 13 2019, In : Nano letters. 19, 3, p. 2092-2098 7 p.

Research output: Contribution to journalArticle

Nanoribbons
Carbon Nanotubes
Lithography
Monolayers
Transistors

Multi-Attribute Topic Feature Construction for Social Media-based Prediction

Morales, A., Gandhi, N., Chan, M. P. S., Lohmann, S., Sanchez, T., Brady, K. A., Ungar, L., Albarracin, D. & Zhai, C., Jan 22 2019, Proceedings - 2018 IEEE International Conference on Big Data, Big Data 2018. Song, Y., Liu, B., Lee, K., Abe, N., Pu, C., Qiao, M., Ahmed, N., Kossmann, D., Saltz, J., Tang, J., He, J., Liu, H. & Hu, X. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 1073-1078 6 p. 8622347. (Proceedings - 2018 IEEE International Conference on Big Data, Big Data 2018).

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

Metadata
Viruses
Semantics

Multichannel Sparse Blind Deconvolution on the Sphere

Li, Y. & Bresler, Y., May 2019, 2019 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 7943-7947 5 p. 8683334. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2019-May).

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

Deconvolution
Convolution
Recovery
Experiments

Multi-Domain Integration and Correlation Engine

Dron, W., Hunter, A., Sydney, A., Pal, S., Hancock, J., Scott, L., Abdelzaher, T., Han, J., Adali, S. & Horne, B., Jan 2 2019, 2018 IEEE Military Communications Conference, MILCOM 2018. Institute of Electrical and Electronics Engineers Inc., p. 1074-1079 6 p. 8599706. (Proceedings - IEEE Military Communications Conference MILCOM; vol. 2019-October).

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

Engines
Sensor networks
Learning systems
Sensors
Image sensors

Multi-objective optimization for sustainable renewable jet fuel production: A case study of corn stover based supply chain system in Midwestern U.S.

Huang, E., Zhang, X., Rodriguez, L. F., Khanna, M., de Jong, S., Ting, K. C., Ying, Y. & Lin, T., Nov 2019, In : Renewable and Sustainable Energy Reviews. 115, 109403.

Research output: Contribution to journalArticle

Jet fuel
Multiobjective optimization
Supply chains
Gas emissions
Greenhouse gases

Multi-Spectral Visual Odometry without Explicit Stereo Matching

Dai, W., Zhang, Y., Sun, D., Hovakimyan, N. & Li, P., Sep 2019, Proceedings - 2019 International Conference on 3D Vision, 3DV 2019. Institute of Electrical and Electronics Engineers Inc., p. 443-452 10 p. 8885483. (Proceedings - 2019 International Conference on 3D Vision, 3DV 2019).

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

Stereo Matching
Cameras
Camera
Textures
Lighting

Multi-User Multi-Armed Bandits for Uncoordinated Spectrum Access

Bande, M. & Veeravalli, V. V., Apr 8 2019, 2019 International Conference on Computing, Networking and Communications, ICNC 2019. Institute of Electrical and Electronics Engineers Inc., p. 653-657 5 p. 8685615. (2019 International Conference on Computing, Networking and Communications, ICNC 2019).

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

Navigation graph for tiled media streaming

Park, J. & Nahrstedt, K., Oct 15 2019, MM 2019 - Proceedings of the 27th ACM International Conference on Multimedia. Association for Computing Machinery, Inc, p. 447-455 9 p. (MM 2019 - Proceedings of the 27th ACM International Conference on Multimedia).

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

Media streaming
Navigation
Video streaming
Augmented reality
Tile

Near-Memory and In-Storage FPGA Acceleration for Emerging Cognitive Computing Workloads

Dhar, A., Huang, S., Xiong, J., Jamsek, D., Mesnet, B., Huang, J., Kim, N. S., Hwu, W. M. & Chen, D., Jul 2019, Proceedings - 2019 IEEE Computer Society Annual Symposium on VLSI, ISVLSI 2019. IEEE Computer Society, p. 68-75 8 p. 8839401. (Proceedings of IEEE Computer Society Annual Symposium on VLSI, ISVLSI; vol. 2019-July).

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

Field programmable gate arrays (FPGA)
Particle accelerators
Data storage equipment
Bandwidth
Data transfer

NEST: Efficient Transport of Data Summaries over Named Data Networks

Khalil, K., Aqil, A., Krishnamurthy, S. V., Abdelzaher, T. & Kaplan, L., Apr 22 2019, 2018 IFIP Networking Conference IFIP Networking and Workshops, IFIP Networking 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 280-288 9 p. 8696427. (2018 IFIP Networking Conference IFIP Networking and Workshops, IFIP Networking 2018 - Proceedings).

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

Networked infectious disease-contaminated water model

Pare, P. E., Liu, J., Beck, C. L. & Basar, M. T., Jun 2019, 2019 18th European Control Conference, ECC 2019. Institute of Electrical and Electronics Engineers Inc., p. 2018-2023 6 p. 8795741. (2019 18th European Control Conference, ECC 2019).

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

Infectious Diseases
infectious diseases
Water
cholera
water

Networked Multi-Agent Reinforcement Learning in Continuous Spaces

Zhang, K., Yang, Z. & Basar, M. T., Jan 18 2019, 2018 IEEE Conference on Decision and Control, CDC 2018. Institute of Electrical and Electronics Engineers Inc., p. 2771-2776 6 p. 8619581. (Proceedings of the IEEE Conference on Decision and Control; vol. 2018-December).

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

Multiagent Learning
Reinforcement learning
Reinforcement Learning
Time varying networks
Control systems

Networks and technology

Barley, W. & Poole, M. S., Jan 1 2019, Movements in Organizational Communication Research: Current Issues and Future Directions. Taylor and Francis, p. 233-252 20 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

social technology
social structure
communication technology
social network
information technology

Neural detection of semantic code clones via tree-based convolution

Yu, H., Lam, W., Chen, L., Li, G., Xie, T. & Wang, Q., May 2019, Proceedings - 2019 IEEE/ACM 27th International Conference on Program Comprehension, ICPC 2019. IEEE Computer Society, p. 70-80 11 p. 8813290. (IEEE International Conference on Program Comprehension; vol. 2019-May).

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

Convolution
Semantics
Computer software maintenance
Costs
Deep learning

NoMap: Speeding-up javascript using hardware transactional memory

Shull, T., Choi, J., Garzaran, M. J. & Torrellas, J., Mar 26 2019, Proceedings - 25th IEEE International Symposium on High Performance Computer Architecture, HPCA 2019. Institute of Electrical and Electronics Engineers Inc., p. 412-425 14 p. 8675185. (Proceedings - 25th IEEE International Symposium on High Performance Computer Architecture, HPCA 2019).

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

Computer hardware
Data storage equipment
Hardware

Numerical model for liquid-to-liquid heat pumps implementing switching mode

Salazar-Herran, E., Martin-Escudero, K., Alleyne, A. G., del Portillo-Valdes, L. A. & Romero-Anton, N., Sep 2019, In : Applied Thermal Engineering. 160, 114054.

Research output: Contribution to journalArticle

Numerical models
Pumps
Heat pump systems
Liquids
Cooling

On Communication Scheduling and Remote Estimation in the Presence of an Adversary as a Nonzero-sum Game

Gac, X., Akyol, E. & Basar, M. T., Jan 18 2019, 2018 IEEE Conference on Decision and Control, CDC 2018. Institute of Electrical and Electronics Engineers Inc., p. 2710-2715 6 p. 8619418. (Proceedings of the IEEE Conference on Decision and Control; vol. 2018-December).

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

Nonzero-sum Games
Encoder
Scheduling
Remote Sensing
Remote sensing

On Informational Nudging for Boundedly Rational Decision Makers

Cheng, Y. & Langbort, C., Jan 18 2019, 2018 IEEE Conference on Decision and Control, CDC 2018. Institute of Electrical and Electronics Engineers Inc., p. 4791-4796 6 p. 8619459. (Proceedings of the IEEE Conference on Decision and Control; vol. 2018-December).

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

Bounded Rationality
Noncompliance
Mixed Strategy
Equilibrium Point
Instant

On information-theoretic characterizations of markov random fields and subfields

Yeung, R. W., Al-Bashabsheh, A., Chen, C., Chen, Q. & Moulin, P., Mar 2019, In : IEEE Transactions on Information Theory. 65, 3, p. 1493-1511 19 p., 8444473.

Research output: Contribution to journalArticle

Markov processes

Online planning for decentralized stochastic control with partial history sharing

Zhang, K., Miehling, E. & Basar, M. T., Jul 2019, 2019 American Control Conference, ACC 2019. Institute of Electrical and Electronics Engineers Inc., p. 3544-3550 7 p. 8814803. (Proceedings of the American Control Conference; vol. 2019-July).

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

Planning
Computer networks
Dynamic programming
Decision making
Communication

On repeatable emulation in virtual testbeds

Babu, V. & Nicol, D. M., Jan 31 2019, WSC 2018 - 2018 Winter Simulation Conference: Simulation for a Noble Cause. Institute of Electrical and Electronics Engineers Inc., p. 3813-3824 12 p. 8632254. (Proceedings - Winter Simulation Conference; vol. 2018-December).

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

Emulation
Testbeds
Testbed
Repeatability
Embedded Systems

On Stability of Nonlinear Slowly Time-Varying and Switched Systems

Gao, X., Liberzon, D. M. & Basar, M. T., Jan 18 2019, 2018 IEEE Conference on Decision and Control, CDC 2018. Institute of Electrical and Electronics Engineers Inc., p. 6458-6463 6 p. 8618955. (Proceedings of the IEEE Conference on Decision and Control; vol. 2018-December).

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

Time-varying Systems
Switched Systems
Time varying systems
Nonlinear Systems
Stability criteria

On the comparative performance of information provision policies in network routing games

Massicot, O. & Langbort, C., Feb 19 2019, Conference Record of the 52nd Asilomar Conference on Signals, Systems and Computers, ACSSC 2018. Matthews, M. B. (ed.). IEEE Computer Society, p. 1434-1438 5 p. 8645342. (Conference Record - Asilomar Conference on Signals, Systems and Computers; vol. 2018-October).

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

Network routing

On the estimation of signal attacks: A dual rate sd control framework

Hirzallah, N. H., Voulgaris, P. G. & Hovakimyan, N., Jun 2019, 2019 18th European Control Conference, ECC 2019. Institute of Electrical and Electronics Engineers Inc., p. 4380-4385 6 p. 8796181. (2019 18th European Control Conference, ECC 2019).

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

Rate Control
Unknown Inputs
attack
Attack
estimators

On the role of a market maker in networked cournot competition

Cai, D., Bose, S. & Wierman, A., Jan 1 2019, In : Mathematics of Operations Research. 44, 3, p. 1122-1144 23 p.

Research output: Contribution to journalArticle

Game
Potential Games
Multiple Equilibria
Market
Cournot competition

On Tracking Realistic Targets in a Megacity with Contested Domain Access

Lee, J., Abdelzaher, T., Qiu, H., Govindan, R., Marcus, K., Hobbs, R., Suri, N. & Dron, W., Jan 2 2019, 2018 IEEE Military Communications Conference, MILCOM 2018. Institute of Electrical and Electronics Engineers Inc., p. 743-748 6 p. 8599773. (Proceedings - IEEE Military Communications Conference MILCOM; vol. 2019-October).

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

Target tracking
Cameras
Antennas
Communication
Sensors

Open Source Vulnerability Notification

Carlson, B., Leach, K., Marinov, D., Nagappan, M. & Prakash, A., Jan 1 2019, Open Source Systems - 15th IFIP WG 2.13 International Conference, OSS 2019, Proceedings. Bordeleau, F., Sillitti, A., Meirelles, P. & Lenarduzzi, V. (eds.). Springer New York LLC, p. 12-23 12 p. (IFIP Advances in Information and Communication Technology; vol. 556).

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

Open source
Vulnerability
Disclosure
Security issues
Neglect

Opportunistic beamforming in wireless network-on-chip

Abadal, S., Marruedo, A., Franques, A., Taghvaee, H., Cabellos-Aparicio, A., Zhou, J., Torrellas, J. & Alarcón, E., Jan 1 2019, 2019 IEEE International Symposium on Circuits and Systems, ISCAS 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 8702417. (Proceedings - IEEE International Symposium on Circuits and Systems; vol. 2019-May).

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

Beamforming
Wireless networks
Antennas
Silicon
Network-on-chip

Optimal flow control and single split architecture exploration for fluid-based thermal management

Peddada, S. R. T., Herber, D. R., Pangborn, H. C., Alleyne, A. G. & Allison, J., Aug 1 2019, In : Journal of Mechanical Design, Transactions of the ASME. 141, 8, 083401.

Research output: Contribution to journalArticle

Thermal load
Cooling systems
Flow control
Fluids
Temperature control

Optimal scheduling and sequencing for large-scale seeding operations

Ahsan, Z. & Dankowicz, H., Aug 2019, In : Computers and Electronics in Agriculture. 163, 104728.

Research output: Contribution to journalArticle

seeding
planters
sowing
Scheduling
Seed

Optimization along families of periodic and quasiperiodic orbits in dynamical systems with delay

Ahsan, Z., Dankowicz, H. & Sieber, J., Jan 1 2019, (Accepted/In press) In : Nonlinear Dynamics.

Research output: Contribution to journalArticle

Continuation
Dynamical systems
Orbits
Differential equations
Lagrange multipliers

Optimizing I/O performance of HPC applications with autotuning

Behzad, B., Byna, S., Prabhat & Snir, M., Mar 2019, In : ACM Transactions on Parallel Computing. 5, 4, 15.

Research output: Contribution to journalArticle

Auto-tuning
High Performance
Computing
Middleware
Hardware

Outguard: Detecting in-browser covert cryptocurrency mining in the wild

Kharraz, A., Lever, C., Borisov, N., Ma, Z., Mason, J., Antonakakis, M., Murley, P., Miller, A. E. & Bailey, M. D., May 13 2019, The Web Conference 2019 - Proceedings of the World Wide Web Conference, WWW 2019. Association for Computing Machinery, Inc, p. 840-852 13 p. (The Web Conference 2019 - Proceedings of the World Wide Web Conference, WWW 2019).

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

Websites
Web browsers
Paint
Ecosystems
Electronic money

P4AIG: Circuit-Level Verification of P4 Programs

Noureddine, M. A., Hsu, A., Caesar, M. C., Zaraket, F. A. & Sanders, W. H., Jun 2019, Proceedings - 49th Annual IEEE/IFIP International Conference on Dependable Systems and Networks - Supplemental Volume, DSN-S 2019. Institute of Electrical and Electronics Engineers Inc., p. 21-22 2 p. 8805757. (Proceedings - 49th Annual IEEE/IFIP International Conference on Dependable Systems and Networks - Supplemental Volume, DSN-S 2019).

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

Networks (circuits)
Sequential circuits
Electric network analysis
Scalability
Pipelines

PageSeer: Using page walks to trigger page swaps in hybrid memory systems

Kokolis, A., Skarlatos, D. & Torrellas, J., Mar 26 2019, Proceedings - 25th IEEE International Symposium on High Performance Computer Architecture, HPCA 2019. Institute of Electrical and Electronics Engineers Inc., p. 596-608 13 p. 8675233. (Proceedings - 25th IEEE International Symposium on High Performance Computer Architecture, HPCA 2019).

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

Computer systems
Data storage equipment
Dynamic random access storage
Physical addresses
Controllers

Pattern Discovery for Wide-Window Open Information Extraction in Biomedical Literature

Li, Q., Wang, X., Zhang, Y., Ling, F., Wu, C. H. & Han, J., Jan 21 2019, Proceedings - 2018 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2018. Schmidt, H., Griol, D., Wang, H., Baumbach, J., Zheng, H., Callejas, Z., Hu, X., Dickerson, J. & Zhang, L. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 420-427 8 p. 8621375. (Proceedings - 2018 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2018).

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

Information Storage and Retrieval
PubMed
Experiments

PENNER: Pattern-enhanced Nested Named Entity Recognition in Biomedical Literature

Wang, X., Zhang, Y., Li, Q., Wu, C. H. & Han, J., Jan 21 2019, Proceedings - 2018 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2018. Schmidt, H., Griol, D., Wang, H., Baumbach, J., Zheng, H., Callejas, Z., Hu, X., Dickerson, J. & Zhang, L. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 540-547 8 p. 8621485. (Proceedings - 2018 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2018).

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

Genes
Biological Phenomena
Benchmarking
Knowledge Bases
Datasets

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

Pharmacogenomics-Driven Prediction of Antidepressant Treatment Outcomes: A Machine-Learning Approach With Multi-trial Replication

Athreya, A. P., Neavin, D., Carrillo-Roa, T., Skime, M., Biernacka, J., Frye, M. A., Rush, A. J., Wang, L., Binder, E. B., Iyer, R. K., Weinshilboum, R. M. & Bobo, W. V., Oct 1 2019, In : Clinical Pharmacology and Therapeutics. 106, 4, p. 855-865 11 p.

Research output: Contribution to journalArticle

Pharmacogenetics
Serotonin Uptake Inhibitors
Antidepressive Agents
Major Depressive Disorder
Citalopram