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  • Tarek Abdelzaher
2018

Deep Learning for the Internet of Things

Yao, S., Zhao, Y., Zhang, A., Hu, S., Shao, H., Zhang, C., Su, L. & Abdelzaher, T., May 2018, Computer, 51, 5, p. 32-41 10 p.

Research output: Contribution to specialist publicationArticle

FastDeepIoT: Towards understanding and optimizing neural network execution time on mobile and embedded devices

Yao, S., Zhao, Y., Shao, H., Liu, S. Z., Liu, D., Su, L. & Abdelzaher, T., Nov 4 2018, SenSys 2018 - Proceedings of the 16th Conference on Embedded Networked Sensor Systems. Association for Computing Machinery, Inc, p. 278-291 14 p. (SenSys 2018 - Proceedings of the 16th Conference on Embedded Networked Sensor Systems).

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

Leveraging knowledge for path exposure

Shamoun, S., Mei, J., Abdelzaher, T. F. & Bar-Noy, A., Oct 25 2018, Proceedings - 14th Annual International Conference on Distributed Computing in Sensor Systems, DCOSS 2018. Institute of Electrical and Electronics Engineers Inc., p. 103-110 8 p. 8510966. (Proceedings - 14th Annual International Conference on Distributed Computing in Sensor Systems, DCOSS 2018).

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

Local algorithms for sensor selection

Shamoun, S., Abdelzaher, T., Tu, T. & Bar-Noy, A., Oct 25 2018, PE-WASUN 2018 - Proceedings of the 15th ACM International Symposium on Performance Evaluation of Wireless Ad Hoc, Sensor, and Ubiquitous Networks. Association for Computing Machinery, Inc, p. 84-91 8 p. (PE-WASUN 2018 - Proceedings of the 15th ACM International Symposium on Performance Evaluation of Wireless Ad Hoc, Sensor, and Ubiquitous Networks).

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

Message from the general co-chairs

Abdelzaher, T. F. & Wu, T., Oct 9 2018, In : Proceedings - International Conference on Computer Communications and Networks, ICCCN. 2018-July, 8487304.

Research output: Contribution to journalEditorial

NEST: Efficient Transport of Data Summaries over Named Data Networks

Khalil, K., Aqil, A., Krishnamurthy, S. V., Abdelzaher, T. & Kaplan, L., Jul 2 2018, 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

QualityDeepSense: Quality-aware deep learning framework for internet of things applications with sensor-temporal attention

Yao, S., Hu, S., Zhao, Y. & Abdelzaher, T., Jun 15 2018, EMDL 2018 - Proceedings of the 2018 International Workshop on Embedded and Mobile Deep Learning. Association for Computing Machinery, Inc, p. 42-47 6 p. (EMDL 2018 - Proceedings of the 2018 International Workshop on Embedded and Mobile Deep Learning).

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

Recursive truth estimation of time-varying sensing data from online open sources

Cui, H., Abdelzaher, T. & Kaplan, L., Oct 25 2018, Proceedings - 14th Annual International Conference on Distributed Computing in Sensor Systems, DCOSS 2018. Institute of Electrical and Electronics Engineers Inc., p. 25-34 10 p. 8510937. (Proceedings - 14th Annual International Conference on Distributed Computing in Sensor Systems, DCOSS 2018).

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

Sensor selection for heterogeneous coverage measures

Shamoun, S., Abdelzaher, T. & Bar-Noy, A., Jan 26 2018, Proceedings - 2017 13th International Conference on Distributed Computing in Sensor Systems, DCOSS 2017. Institute of Electrical and Electronics Engineers Inc., p. 93-98 6 p. (Proceedings - 2017 13th International Conference on Distributed Computing in Sensor Systems, DCOSS 2017; vol. 2018-January).

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

The event tracking dashboard: From multilingual social media feeds to event patterns and anomalies

Giridhar, P., Lee, J., Abdelzaher, T. & Kaplan, L., Jan 1 2018, Next-Generation Analyst VI. Llinas, J. & Hanratty, T. P. (eds.). SPIE, 106530V. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 10653).

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

Toward an Internet of Battlefield Things: A Resilience Perspective

Abdelzaher, T., Ayanian, N., Basar, T., Diggavi, S., Diesner, J., Ganesan, D., Govindan, R., Jha, S., Lepoint, T., Marlin, B., Nahrstedt, K., Nicol, D., Rajkumar, R., Russell, S., Seshia, S., Sha, F., Shenoy, P., Srivastava, M., Sukhatme, G., Swami, A. & 4 others, Tabuada, P., Towsley, D., Vaidya, N. H. & Veeravalli, V., Nov 2018, Computer, 51, 11, p. 24-36 13 p.

Research output: Contribution to specialist publicationArticle

Towards quality aware information integration in distributed sensing systems

Jiang, W., Miao, C., Su, L., Li, Q., Hu, S., Wang, S., Gao, J., Liu, H., Abdelzaher, T. F., Han, J., Liu, X., Gao, Y. & Kaplan, L., Jan 2018, In : IEEE Transactions on Parallel and Distributed Systems. 29, 1, p. 198-211 14 p.

Research output: Contribution to journalArticle

Will distributed computing revolutionize peace? the emergence of battlefield IoT

Abdelzaher, T., Ayanian, N., Basar, T., Diggavi, S., Diesner, J., Ganesan, D., Govindan, R., Jha, S., Lepoint, T., Marlin, B., Nahrstedt, K., Nicol, D., Rajkumar, R., Russell, S., Seshia, S., Sha, F., Shenoy, P., Srivastava, M., Sukhatme, G., Swami, A. & 4 others, Tabuada, P., Towsley, D., Vaidya, N. & Veeravalli, V., Jul 19 2018, Proceedings - 2018 IEEE 38th International Conference on Distributed Computing Systems, ICDCS 2018. Institute of Electrical and Electronics Engineers Inc., p. 1129-1138 10 p. (Proceedings - International Conference on Distributed Computing Systems; vol. 2018-July).

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

2019

A latent hawkes process model for event clustering and temporal dynamics learning with applications in GitHub

Liu, S., Yao, S., Liu, D., Shao, H., Zhao, Y., Fu, X. & Abdelzaher, T., Jul 2019, Proceedings - 2019 39th IEEE International Conference on Distributed Computing Systems, ICDCS 2019. Institute of Electrical and Electronics Engineers Inc., p. 1275-1285 11 p. 8884839. (Proceedings - International Conference on Distributed Computing Systems; vol. 2019-July).

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

A predictive self-configuring simulator for online media

Yao, S., Hao, Y., Liu, D., Liu, S., Flamino, J., Shao, H., Wu, J., Bamba, M., Abdelzaher, T. & Szymanski, B., Jan 31 2019, WSC 2018 - 2018 Winter Simulation Conference: Simulation for a Noble Cause. Institute of Electrical and Electronics Engineers Inc., p. 1262-1273 12 p. 8632412. (Proceedings - Winter Simulation Conference; vol. 2018-December).

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

A semi-supervised active-learning truth estimator for social networks

Cui, H., Abdelzaher, T. & Kaplan, L., May 13 2019, The Web Conference 2019 - Proceedings of the World Wide Web Conference, WWW 2019. Association for Computing Machinery, Inc, p. 296-306 11 p. (The Web Conference 2019 - Proceedings of the World Wide Web Conference, WWW 2019).

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

Decision-driven scheduling

Kim, J. E., Abdelzaher, T., Sha, L., Bar-Noy, A., Hobbs, R. L. & Dron, W., Jul 15 2019, In : Real-Time Systems. 55, 3, p. 514-551 38 p.

Research output: Contribution to journalArticle

Dependable machine intelligence at the tactical edge

Misra, A., Jayarajah, K., Weerakoon, D., Tandriansyah, R., Yao, S. & Abdelzaher, T., 2019, Artificial Intelligence and Machine Learning for Multi-Domain Operations Applications. Pham, T. (ed.). SPIE, 1100608. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 11006).

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

Dynamic sensor selection for path coverage

Shamoun, S., Abdelzaher, T. F. & Bar-Noy, A., Jan 4 2019, ICDCN 2019 - Proceedings of the 2019 International Conference on Distributed Computing and Networking. Association for Computing Machinery, p. 277-281 5 p. (ACM International Conference Proceeding Series).

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

Edge-assisted detection and summarization of key global events from distributed crowd-sensed data

Fahim, A., Neupane, A., Papalexakis, E., Kaplan, L., Krishnamurthy, S. V. & Abdelzaher, T., Jun 2019, Proceedings - 2019 IEEE International Conference on Cloud Engineering, IC2E 2019. Institute of Electrical and Electronics Engineers Inc., p. 76-85 10 p. 8789993. (Proceedings - 2019 IEEE International Conference on Cloud Engineering, IC2E 2019).

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

Eugene: Towards deep intelligence as a service

Yao, S., Jayarajah, K., Misra, A., Abdelzaher, T., Hao, Y., Zhao, Y., Piao, A., Shao, H., Liu, D., Liu, S., Hu, S. & Weerakoon, D., Jul 2019, Proceedings - 2019 39th IEEE International Conference on Distributed Computing Systems, ICDCS 2019. Institute of Electrical and Electronics Engineers Inc., p. 1630-1640 11 p. 8884843. (Proceedings - International Conference on Distributed Computing Systems; vol. 2019-July).

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

GreenRoute: A Generalizable Fuel-Saving Vehicular Navigation Service

Zhao, Y., Yao, S., Liu, D., Shao, H., Liu, S. & Abdelzaher, T., Jun 2019, Proceedings - 2019 IEEE International Conference on Autonomic Computing, ICAC 2019. Institute of Electrical and Electronics Engineers Inc., p. 1-10 10 p. 8831213. (Proceedings - 2019 IEEE International Conference on Autonomic Computing, ICAC 2019).

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

Maximum gaps in path coverage

Shamoun, S., Abdelzaher, T. & Bar-Noy, A., Nov 25 2019, MSWiM 2019 - Proceedings of the 22nd International ACM Conference on Modeling, Analysis and Simulation of Wireless and Mobile Systems. Association for Computing Machinery, Inc, p. 109-112 4 p. (MSWiM 2019 - Proceedings of the 22nd International ACM Conference on Modeling, Analysis and Simulation of Wireless and Mobile Systems).

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

Multi-Domain Effects and the Internet of Battlefield Things

Russell, S., Abdelzaher, T. & Suri, N., Nov 2019, MILCOM 2019 - 2019 IEEE Military Communications Conference. Institute of Electrical and Electronics Engineers Inc., 9020925. (Proceedings - IEEE Military Communications Conference MILCOM; vol. 2019-November).

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

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

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

On urban event tracking from online media: A social cognition perspective

Abdelzaher, T., Dec 2019, Proceedings - 2019 IEEE 1st International Conference on Cognitive Machine Intelligence, CogMI 2019. Institute of Electrical and Electronics Engineers Inc., p. 160-167 8 p. 8998989. (Proceedings - 2019 IEEE 1st International Conference on Cognitive Machine Intelligence, CogMI 2019).

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

Pub/Sub-Sum: A Content Summarization Pub/Sub Protocol for Information-Centric Networks

Lee, J., Hwang, S. M., Abdelzaher, T., Marcus, K. & Chan, K., Nov 2019, MILCOM 2019 - 2019 IEEE Military Communications Conference. Institute of Electrical and Electronics Engineers Inc., 9020777. (Proceedings - IEEE Military Communications Conference MILCOM; vol. 2019-November).

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

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. F., 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

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

Simulation evaluation of fuel-saving systems in the city of Chicago

Zhao, Y., Yao, S., Liu, D., Shao, H., Liu, S. & Abdelzaher, T., Jul 2019, ICCCN 2019 - 28th International Conference on Computer Communications and Networks. Institute of Electrical and Electronics Engineers Inc., 8846953. (Proceedings - International Conference on Computer Communications and Networks, ICCCN; vol. 2019-July).

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

Stardust: A deep learning serving system in IoT: Demo abstract

Yao, S., Wang, T., Li, J. & Abdelzaher, T., Nov 10 2019, SenSys 2019 - Proceedings of the 17th Conference on Embedded Networked Sensor Systems. Zhang, M. (ed.). Association for Computing Machinery, Inc, p. 402-403 2 p. (SenSys 2019 - Proceedings of the 17th Conference on Embedded Networked Sensor Systems).

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

STFNets: Learning sensing signals from the time-frequency perspective with short-time fourier neural networks

Yao, S., Piao, A., Jiang, W., Zhao, Y., Shao, H., Liu, S., Liu, D., Li, J., Wang, T., Hu, S., Su, L., Han, J. & Abdelzaher, T., May 13 2019, The Web Conference 2019 - Proceedings of the World Wide Web Conference, WWW 2019. Association for Computing Machinery, Inc, p. 2192-2202 11 p. (The Web Conference 2019 - Proceedings of the World Wide Web Conference, WWW 2019).

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

The age of social sensing

Wang, D., Szymanski, B. K., Abdelzaher, T., Ji, H. & Kaplan, L., Jan 2019, Computer, 52, 1, p. 36-45 10 p.

Research output: Contribution to specialist publicationArticle

Open Access

The Internet of Battlefield Things: The Next Generation of Command, Control, Communications and Intelligence (C3I) Decision-Making

Russell, S. & Abdelzaher, T., Jan 2 2019, 2018 IEEE Military Communications Conference, MILCOM 2018. Institute of Electrical and Electronics Engineers Inc., p. 737-742 6 p. 8599853. (Proceedings - IEEE Military Communications Conference MILCOM; vol. 2019-October).

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

Unsupervised Fact-finding with Multi-modal Data in Social Sensing

Shao, H., Yao, S., Zhao, Y., Su, L., Wang, Z., Liu, D., Liu, S., Kaplan, L. & Abdelzaher, T., Jul 2019, FUSION 2019 - 22nd International Conference on Information Fusion. Institute of Electrical and Electronics Engineers Inc., 9011270. (FUSION 2019 - 22nd International Conference on Information Fusion).

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

2020

Five challenges in cloud-enabled intelligence and control

Abdelzaher, T., Hao, Y., Jayarajah, K., Misra, A., Skarin, P., Yao, S., Weerakoon, D. & Arzen, K. E., Feb 10 2020, In : ACM Transactions on Internet Technology. 20, 1, 3.

Research output: Contribution to journalArticle

GlobalFusion: A global attentional deep learning framework for multisensor information fusion

Liu, S., Yao, S., Li, J., Liu, D., Wang, T., Shao, H. & Abdelzaher, T., Mar 18 2020, In : Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies. 4, 1, 3380999.

Research output: Contribution to journalArticle

Multiscale online media simulation with SocialCube

Abdelzaher, T., Han, J., Hao, Y., Jing, A., Liu, D., Liu, S., Nguyen, H. H., Nicol, D. M., Shao, H., Wang, T., Yao, S., Zhang, Y., Malik, O., Dipple, S., Flamino, J., Buchanan, F., Cohen, S., Korniss, G. & Szymanski, B. K., Jun 1 2020, In : Computational and Mathematical Organization Theory. 26, 2, p. 145-174 30 p.

Research output: Contribution to journalArticle

Paper2repo: GitHub Repository Recommendation for Academic Papers

Shao, H., Sun, D., Wu, J., Zhang, Z., Zhang, A., Yao, S., Liu, S., Wang, T., Zhang, C. & Abdelzaher, T., Apr 20 2020, The Web Conference 2020 - Proceedings of the World Wide Web Conference, WWW 2020. Association for Computing Machinery, Inc, p. 629-639 11 p. (The Web Conference 2020 - Proceedings of the World Wide Web Conference, WWW 2020).

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

Open Access

Quantifying Projected Impact of Social Distancing Policies on COVID-19 Outcomes in the US

Yang, C., Wang, R., Gao, F., Sun, D., Tang, J. & Abdelzaher, T., May 11 2020, (In preparation) 7 p. (arXiv).

Research output: Working paper

The multi-domain operations effect loop: From future concepts to research challenges

Abdelzaher, T., Taliaferro, A., Sullivan, P. & Russell, S., 2020, Artificial Intelligence and Machine Learning for Multi-Domain Operations Applications II. Pham, T., Solomon, L. & Rainey, K. (eds.). SPIE, 1141304. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 11413).

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

Truth Discovery with Multi-modal Data in Social Sensing

Shao, H., Sun, D., Yao, S., Su, L., Wang, Z., Liu, D., Liu, S., Kaplan, L. & Abdelzaher, T., 2020, (Accepted/In press) In : IEEE Transactions on Computers.

Research output: Contribution to journalArticle