Research Output 1974 2020

2019

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

Pisa: Arbitration outsourcing for state channels

McCorry, P., Bakshi, S., Bentov, I., Meiklejohn, S. & Miller, A., Oct 21 2019, AFT 2019 - Proceedings of the 1st ACM Conference on Advances in Financial Technologies. Association for Computing Machinery, Inc, p. 16-30 15 p. (AFT 2019 - Proceedings of the 1st ACM Conference on Advances in Financial Technologies).

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

Outsourcing
Scalability
Costs
Electronic money
Arbitration

Place deduplication with embeddings

Yang, C., Mikolov, T., Hoang, D. H. & Han, J., May 13 2019, The Web Conference 2019 - Proceedings of the World Wide Web Conference, WWW 2019. Association for Computing Machinery, Inc, p. 3420-3426 7 p. (The Web Conference 2019 - Proceedings of the World Wide Web Conference, WWW 2019).

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

Open Access
Pipelines

Poisoning Attack on Load Forecasting

Liang, Y., He, D. & Chen, D., May 2019, 2019 IEEE PES Innovative Smart Grid Technologies Asia, ISGT 2019. Institute of Electrical and Electronics Engineers Inc., p. 1230-1235 6 p. 8881664. (2019 IEEE PES Innovative Smart Grid Technologies Asia, ISGT 2019).

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

Load Forecasting
Multiple Linear Regression
Outlier Detection
Attack
Short-term Load Forecasting

Policy Search in Infinite-Horizon Discounted Reinforcement Learning: Advances through Connections to Non-Convex Optimization: Invited Presentation

Zhang, K., Koppel, A., Zhu, H. & Basar, M. T., Apr 16 2019, 2019 53rd Annual Conference on Information Sciences and Systems, CISS 2019. Institute of Electrical and Electronics Engineers Inc., 8693017. (2019 53rd Annual Conference on Information Sciences and Systems, CISS 2019).

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

Reinforcement learning

Polytopic control of a PV-fed SEPIC DC-DC converter

Lekić, A., Aroudi, A. E. & Stipanovic, D. M., Jan 1 2019, 2019 IEEE International Symposium on Circuits and Systems, ISCAS 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 8702076. (Proceedings - IEEE International Symposium on Circuits and Systems; vol. 2019-May).

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

DC-DC converters
Inductance
Lyapunov functions
Recovery
Controllers

Power-positive networking: Wireless-charging-based networking to protect energy against battery DoS attacks

Chang, S. Y., Kumar, S. L. S., Hu, Y-C. & Park, Y., Jan 1 2019, In : ACM Transactions on Sensor Networks. 15, 3, 27.

Research output: Contribution to journalArticle

Embedded systems
Data transfer
Authentication
Availability
Hardware

Predicting Short-term MCI-to-AD Progression Using Imaging, CSF, Genetic Factors, Cognitive Resilience, and Demographics

For the Alzheimer’s Disease Neuroimaging Initiative & Iyer, R. K., Dec 1 2019, In : Scientific reports. 9, 1, 2235.

Research output: Contribution to journalArticle

Open Access
Disease Progression
Alzheimer Disease
Demography
Complement C1
Prodromal Symptoms

Preface

Xu, J. J., Zhu, B., Liu, X., Shaw, M. J-P., Zhang, H. & Fan, M., Jan 1 2019, In : Lecture Notes in Business Information Processing. 357

Research output: Contribution to journalEditorial

Preface

Xie, T., Wei, J., Xu, C., Jin, Z. & Ma, X., Sep 1 2019, In : Journal of Computer Science and Technology. 34, 5, p. 939-941 3 p.

Research output: Contribution to journalEditorial

Preface

Guttman, J., Landwehr, C., Meseguer, J. & Pavlovic, D., Jan 1 2019, In : Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 11565 LNCS, p. vii-ix

Research output: Contribution to journalEditorial

Preserving Physical Safety under Cyber Attacks

Abdi, F., Chen, C. Y., Hasan, M., Liu, S., Mohan, S. & Caccamo, M., Aug 2019, In : IEEE Internet of Things Journal. 6, 4, p. 6285-6300 16 p., 8590791.

Research output: Contribution to journalArticle

Warehouses
Helicopters
Hardware
Temperature
Cyber Physical System

Primal-Dual Algorithm for Distributed Reinforcement Learning: Distributed GTD

Lee, D., Yoon, H. & Hovakimyan, N., Jan 18 2019, 2018 IEEE Conference on Decision and Control, CDC 2018. Institute of Electrical and Electronics Engineers Inc., p. 1967-1972 6 p. 8619839. (Proceedings of the IEEE Conference on Decision and Control; vol. 2018-December).

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

Primal-dual Algorithm
Reinforcement learning
Reinforcement Learning
Reward
Learning algorithms

Probabilistic graphical fusion of LiDAR, GPS, and 3D building maps for urban UAV navigation

Chen, D. & Gao, G. X., Mar 1 2019, In : Navigation, Journal of the Institute of Navigation. 66, 1, p. 151-168 18 p.

Research output: Contribution to journalArticle

Global positioning system
Navigation
Fusion reactions
Air
Trajectories

Project almanac: A time-traveling solid-state drive

Wang, X., Yuan, Y., Zhou, Y., Coats, C. C. & Huang, J., Mar 25 2019, Proceedings of the 14th EuroSys Conference 2019. Association for Computing Machinery, Inc, 3303983. (Proceedings of the 14th EuroSys Conference 2019).

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

Travel time
Hardware
Recovery
Costs
Experiments

Projected stochastic primal-dual method for constrained online learning with kernels

Koppel, A., Zhang, K., Zhu, H. & Basar, M. T., May 15 2019, In : IEEE Transactions on Signal Processing. 67, 10, p. 2528-2542 15 p., 8678800.

Research output: Contribution to journalArticle

Hilbert spaces
Supervised learning
Tuning

Projected Stochastic Primal-Dual Method for Constrained Online Learning with Kernels

Zhang, K., Zhu, H., Basar, T. & Koppel, A., Jan 18 2019, 2018 IEEE Conference on Decision and Control, CDC 2018. Institute of Electrical and Electronics Engineers Inc., p. 4224-4231 8 p. 8619068. (Proceedings of the IEEE Conference on Decision and Control; vol. 2018-December).

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

Primal-dual Method
Online Learning
Stochastic Methods
Hilbert spaces
kernel

Propeller phase synchronization for small distributed electric vehicles

Patterson, A., Gahlawat, A. & Hovakimyan, N., Jan 1 2019, AIAA Scitech 2019 Forum. American Institute of Aeronautics and Astronautics Inc, AIAA, (AIAA Scitech 2019 Forum).

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

Propellers
Electric vehicles
Unmanned aerial vehicles (UAV)
Synchronization
Controllers

Public Signals and Persuasion for Road Network Congestion Games under Vagaries

Massicot, O. & Langbort, C., Jan 1 2019, In : IFAC-PapersOnLine. 51, 34, p. 124-130 7 p.

Research output: Contribution to journalArticle

Controllers

Publisher Correction: Large-area MRI-compatible epidermal electronic interfaces for prosthetic control and cognitive monitoring (Nature Biomedical Engineering, (2019), 3, 3, (194-205), 10.1038/s41551-019-0347-x)

Tian, L., Zimmerman, B., Akhtar, A., Yu, K. J., Moore, M., Wu, J., Larsen, R. J., Lee, J. W., Li, J., Liu, Y., Metzger, B., Qu, S., Guo, X., Mathewson, K. E., Fan, J. A., Cornman, J., Fatina, M., Xie, Z., Ma, Y., Zhang, J. & 9 others, Zhang, Y., Dolcos, F., Fabiani, M., Gratton, G., Bretl, T., Hargrove, L. J., Braun, P. V., Huang, Y. & Rogers, J. A., Jan 1 2019, In : Nature biomedical engineering.

Research output: Contribution to journalComment/debate

Open Access
Biomedical Engineering
Biomedical engineering
Prosthetics
Electrocardiography
Magnetic resonance imaging

Publisher Correction: Large-area MRI-compatible epidermal electronic interfaces for prosthetic control and cognitive monitoring (Nature Biomedical Engineering, (2019), 3, 3, (194-205), 10.1038/s41551-019-0347-x)

Tian, L., Zimmerman, B., Akhtar, A., Yu, K. J., Moore, M., Wu, J., Larsen, R. J., Lee, J. W., Li, J., Liu, Y., Metzger, B., Qu, S., Guo, X., Mathewson, K. E., Fan, J. A., Cornman, J., Fatina, M., Xie, Z., Ma, Y., Zhang, J. & 9 others, Zhang, Y., Dolcos, F., Fabiani, M., Gratton, G., Bretl, T., Hargrove, L. J., Braun, P. V., Huang, Y. & Rogers, J. A., May 1 2019, In : Nature biomedical engineering. 3, 5, 1 p.

Research output: Contribution to journalComment/debate

Open Access
Biomedical Engineering
Biomedical engineering
Prosthetics
Magnetic resonance imaging
Monitoring

PUMA: A Programmable Ultra-efficient Memristor-based Accelerator for Machine Learning Inference

Ankit, A., El Hajj, I., Rahul Chalamalasetti, S., Ndu, G., Foltin, M., Williams, R. S., Faraboschi, P., Hwu, W-M. W., Paul Strachan, J., Roy, K. & Milojicic, D. S., Apr 4 2019, ASPLOS 2019 - 24th International Conference on Architectural Support for Programming Languages and Operating Systems. Association for Computing Machinery, p. 715-731 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
Memristors
Particle accelerators
Learning systems
Image recognition
Energy efficiency
voter
trend
User interfaces
Websites
Gold

QuickCheck: Using speculation to reduce the overhead of checks in NVM frameworks

Shull, T., Huang, J. & Torrellas, J., Apr 14 2019, VEE 2019 - Proceedings of the 15th ACM SIGPLAN/SIGOPS International Conference on Virtual Execution Environments. Sartor, J. B., Naik, M. & Sartor, J. B. (eds.). Association for Computing Machinery, Inc, p. 137-151 15 p. (VEE 2019 - Proceedings of the 15th ACM SIGPLAN/SIGOPS International Conference on Virtual Execution Environments).

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

Data storage equipment
Dynamic random access storage
Computer programming
Data structures
Productivity

Quickest change detection under transient dynamics: Theory and asymptotic analysis

Zou, S., Fellouris, G. & Veeravalli, V. V., Mar 2019, In : IEEE Transactions on Information Theory. 65, 3, p. 1397-1412 16 p., 8509641.

Research output: Contribution to journalArticle

Asymptotic analysis

Quickest Detection of a Moving Target in a Sensor Network

Rovatsos, G., Zou, S. & Veeravalli, V. V., Jul 2019, 2019 IEEE International Symposium on Information Theory, ISIT 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 2399-2403 5 p. 8849552. (IEEE International Symposium on Information Theory - Proceedings; vol. 2019-July).

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

Moving Target
Sensor networks
Sensor Networks
Target
Sensors

Quickest Detection of Significant Events in Structured Networks

Zou, S., Veeravalli, V. V., Li, J. & Towsley, D., 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. 1307-1311 5 p. 8645282. (Conference Record - Asilomar Conference on Signals, Systems and Computers; vol. 2018-October).

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

Statistics

Random ensemble of locally optimum detectors for detection of adversarial examples

Goel, A. & Moulin, P., Feb 20 2019, 2018 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 1189-1193 5 p. 8646479. (2018 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2018 - Proceedings).

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

Image classification
Detectors
Deep neural networks

Recommendations for performance optimizations when using GATK3.8 and GATK4

Heldenbrand, J. R., Baheti, S., Bockol, M. A., Drucker, T. M., Hart, S. N., Hudson, M. E., Iyer, R. K., Kalmbach, M. T., Kendig, K. I., Klee, E. W., Mattson, N. R., Wieben, E. D., Wiepert, M., Wildman, D. E. & Mainzer, L. S., Nov 8 2019, In : BMC bioinformatics. 20, 1, 557.

Research output: Contribution to journalArticle

Open Access
Performance Optimization
Recommendations
Genes
Cost effectiveness
Electric sparks

Recovery of desired flying characteristics with an l1 adaptive control law: Flight test results on calspan’s vss learjet

Ackerman, K. A., Navarro, J. P., Hovakimyan, N., Cotting, M. C., Duke, D. J., Carrera, M. J., McCaskey, N. C., Esposito, D., Peterson, J. M. & Tellefsen, J. R., Jan 1 2019, AIAA Scitech 2019 Forum. American Institute of Aeronautics and Astronautics Inc, AIAA, (AIAA Scitech 2019 Forum).

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

Recovery
System stability
Aircraft
Safe handling
Air

Region and effect inference for safe parallelism

Tzannes, A., Heumann, S. T., Eloussi, L., Vakilian, M., Adve, V. S. & Han, M., Jun 15 2019, In : Automated Software Engineering. 26, 2, p. 463-509 47 p.

Research output: Contribution to journalArticle

Constraint satisfaction problems
Polymorphism
Specifications

REINAM: Reinforcement learning for input-grammar inference

Wu, Z., Johnson, E., Yang, W., Bastani, O., Song, D., Peng, J. & Xie, T., Aug 12 2019, ESEC/FSE 2019 - Proceedings of the 2019 27th ACM Joint Meeting European Software Engineering Conference and Symposium on the Foundations of Software Engineering. Apel, S., Dumas, M., Russo, A. & Pfahl, D. (eds.). Association for Computing Machinery, Inc, p. 488-498 11 p. (ESEC/FSE 2019 - Proceedings of the 2019 27th ACM Joint Meeting European Software Engineering Conference and Symposium on the Foundations of Software Engineering).

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

Reinforcement learning
Seed
Software engineering
Engines
Testing

Replica: A Wireless Manycore for Communication-Intensive and Approximate Data

Fernando, V., Franques, A., Abadal, S., Misailovic, S. & Torrellas, J., Apr 4 2019, ASPLOS 2019 - 24th International Conference on Architectural Support for Programming Languages and Operating Systems. Association for Computing Machinery, p. 849-863 15 p. (International Conference on Architectural Support for Programming Languages and Operating Systems - ASPLOS).

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

Open Access
Communication
Synchronization
Energy utilization
Automation

Resilient distributed optimal generation dispatch for lossy AC microgrids

Zholbaryssov, M., Fooladivanda, D. & Dominguez-Garcia, A., Jan 2019, In : Systems and Control Letters. 123, p. 47-54 8 p.

Research output: Contribution to journalArticle

Energy resources
Parallel algorithms
Controllers
Communication
Computer simulation

Reusable inline caching for Javascript performance

Choi, J., Shull, T. & Torrellas, J., Jun 8 2019, PLDI 2019 - Proceedings of the 40th ACM SIGPLAN Conference on Programming Language Design and Implementation. McKinley, K. S. & Fisher, K. (eds.). Association for Computing Machinery, p. 889-901 13 p. (Proceedings of the ACM SIGPLAN Conference on Programming Language Design and Implementation (PLDI)).

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

Open Access
Engines
Plant startup
Recycling

Revisiting Client Puzzles for State Exhaustion Attacks Resilience

Noureddine, M. A., Fawaz, A. M., Hsu, A., Guldner, C., Vijay, S., Basar, M. T. & Sanders, W. H., Jun 2019, Proceedings - 49th Annual IEEE/IFIP International Conference on Dependable Systems and Networks, DSN 2019. Institute of Electrical and Electronics Engineers Inc., p. 617-629 13 p. 8809536. (Proceedings - 49th Annual IEEE/IFIP International Conference on Dependable Systems and Networks, DSN 2019).

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

Testbeds
Servers
Experiments
Linux

Ridesharing systems with electric vehicles

Mamalis, T., Bose, S. & Varshney, L. R., Jul 2019, 2019 American Control Conference, ACC 2019. Institute of Electrical and Electronics Engineers Inc., p. 3329-3334 6 p. 8815109. (Proceedings of the American Control Conference; vol. 2019-July).

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

Electric vehicles

Risk-Sensitive Mean Field Games via the Stochastic Maximum Principle

Moon, J. & Başar, T., Dec 1 2019, In : Dynamic Games and Applications. 9, 4, p. 1100-1125 26 p.

Research output: Contribution to journalArticle

Maximum principle
Maximum Principle
Mean Field
Game
Optimal Control

Risk-Sensitive Zero-Sum Differential Games

Moon, J., Duncan, T. E. & Basar, M. T., Apr 2019, In : IEEE Transactions on Automatic Control. 64, 4, p. 1503-1518 16 p., 8378056.

Research output: Contribution to journalArticle

Feedback
Maximum principle
Partial differential equations
Differential equations

Robustra: Training provable robust neural networks over reference adversarial space

Li, L., Zhong, Z., Li, B. & Xie, T., Jan 1 2019, Proceedings of the 28th International Joint Conference on Artificial Intelligence, IJCAI 2019. Kraus, S. (ed.). International Joint Conferences on Artificial Intelligence, p. 4711-4717 7 p. (IJCAI International Joint Conference on Artificial Intelligence; vol. 2019-August).

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

Neural networks
Learning systems
Deep neural networks

Runtime verification-17 years later

Havelund, K. & Roşu, G., Jan 1 2019, Runtime Verification- 18th International Conference, RV 2018, Proceedings. Colombo, C. & Leucker, M. (eds.). Springer-Verlag, p. 3-17 15 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11237).

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

Runtime Verification
Trace
Specifications
Runtime Analysis
Specification

SADeepSense: Self-Attention Deep Learning Framework for Heterogeneous On-Device Sensors in Internet of Things Applications

Yao, S., Zhao, Y., Shao, H., Liu, D., Liu, S., Hao, Y., Piao, A., Hu, S., Lu, S. & Abdelzaher, T., Apr 2019, INFOCOM 2019 - IEEE Conference on Computer Communications. Institute of Electrical and Electronics Engineers Inc., p. 1243-1251 9 p. 8737500. (Proceedings - IEEE INFOCOM; vol. 2019-April).

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

Sensors
Deep learning
Internet of things
Gesture recognition

Scalable 360° Video Stream Delivery: Challenges, Solutions, and Opportunities

Zink, M., Sitaraman, R. & Nahrstedt, K., Apr 2019, In : Proceedings of the IEEE. 107, 4, p. 639-650 12 p., 8643410.

Research output: Contribution to journalArticle

Video streaming
Video recording
Augmented reality
Virtual reality
Data structures

Scheduling shared data acquisition for real-time decision making

Cheng, T. S. & Abdelzaher, T., Aug 2019, Proceedings - 2019 IEEE 25th International Conference on Embedded and Real-Time Computing Systems and Applications, RTCSA 2019. Institute of Electrical and Electronics Engineers Inc., 8864560. (Proceedings - 2019 IEEE 25th International Conference on Embedded and Real-Time Computing Systems and Applications, RTCSA 2019).

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

scheduling
decision making
data acquisition
Data acquisition
Decision making

Scientific tests and continuous integration strategies to enhance reproducibility in the scientific software context

Krafczyk, M., Shi, A., Bhaskar, A., Marinov, D. & Stodden, V., Jun 17 2019, P-RECS 2019 - Proceedings of the 2nd International Workshop on Practical Reproducible Evaluation of Computer Systems, co-located with HPDC 2019. Association for Computing Machinery, Inc, p. 23-28 6 p. (P-RECS 2019 - Proceedings of the 2nd International Workshop on Practical Reproducible Evaluation of Computer Systems, co-located with HPDC 2019).

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

Software testing
Physics
Testing
Open source software

Search bias quantification: investigating political bias in social media and web search

Kulshrestha, J., Eslami, M., Messias, J., Zafar, M. B., Ghosh, S., Gummadi, K. P. & Karahalios, K. G., Apr 15 2019, In : Information Retrieval Journal. 22, 1-2, p. 188-227 40 p.

Research output: Contribution to journalArticle

Search engines
social media
quantification
trend
search engine

Search tactics used in solving everyday how-to technical tasks: Repertoire, selection and tenacity

Rutter, S., Blinzler, V., Ye, C., Wilson, M. L. & Twidale, M. B., May 2019, In : Information Processing and Management. 56, 3, p. 919-938 20 p.

Research output: Contribution to journalArticle

Open Access
Tenacity
Search engines
tactics
resources
search engine

SecDir: A secure directory to defeat directory side-channel attacks

Yan, M., Wen, J. Y., Fletcher, C. W. & Torrellas, J., Jun 22 2019, ISCA 2019 - Proceedings of the 2019 46th International Symposium on Computer Architecture. Institute of Electrical and Electronics Engineers Inc., p. 332-345 14 p. (Proceedings - International Symposium on Computer Architecture).

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

Servers
Side channel attack

Security risk assessment for SDN-enabled smart grids

Maziku, H., Shetty, S. & Nicol, D. M., Jan 2019, In : Computer Communications. 133, p. 1-11 11 p.

Research output: Contribution to journalArticle

Risk assessment
Telecommunication networks
Smart meters
Electricity
Availability

Security via multirate control in cyber–physical systems

Naghnaeian, M., Hirzallah, N. H. & Voulgaris, P. G., Feb 2019, In : Systems and Control Letters. 124, p. 12-18 7 p.

Research output: Contribution to journalArticle

Feedback
Controllers
Sensors
Sampling
Poles and zeros