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2020
Deep compressive offloading: Speeding up neural network inference by trading edge computation for network latency
Yao, S., Li, J., Liu, D., Wang, T., Liu, S., Shao, H. & Abdelzaher, T., Nov 16 2020, SenSys 2020 - Proceedings of the 2020 18th ACM Conference on Embedded Networked Sensor Systems. Association for Computing Machinery, Inc, p. 476-488 13 p. (SenSys 2020 - Proceedings of the 2020 18th ACM Conference on Embedded Networked Sensor Systems).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open Access -
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 journal › Article › peer-review
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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 journal › Article › peer-review
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Handling Missing Sensors in Topology-Aware IoT Applications with Gated Graph Neural Network
Liu, S., Yao, S., Huang, Y., Liu, D., Shao, H., Zhao, Y., Li, J., Wang, T., Wang, R., Yang, C. & Abdelzaher, T., Sep 4 2020, In: Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies. 4, 3, 90.Research output: Contribution to journal › Article › peer-review
Open Access -
Misinformation Detection and Adversarial Attack Cost Analysis in Directional Social Networks
Shao, H., Yao, S., Jing, A., Liu, S., Liu, D., Wang, T., Li, J., Yang, C., Wang, R. & Abdelzaher, T., Aug 2020, ICCCN 2020 - 29th International Conference on Computer Communications and Networks. Institute of Electrical and Electronics Engineers Inc., 9209609. (Proceedings - International Conference on Computer Communications and Networks, ICCCN; vol. 2020-August).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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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 journal › Article › peer-review
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New Frontiers in IoT: Networking, Systems, Reliability, and Security Challenges
Bagchi, S., Abdelzaher, T. F., Govindan, R., Shenoy, P., Atrey, A., Ghosh, P. & Xu, R., Dec 2020, In: IEEE Internet of Things Journal. 7, 12, p. 11330-11346 17 p., 9136673.Research output: Contribution to journal › Article › peer-review
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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 proceeding › Conference 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
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Scheduling real-time deep learning services as imprecise computations
Yao, S., Hao, Y., Zhao, Y., Shao, H., Liu, D., Liu, S., Wang, T., Li, J. & Abdelzaher, T., Aug 2020, 2020 IEEE 26th International Conference on Embedded and Real-Time Computing Systems and Applications, RTCSA 2020. Institute of Electrical and Electronics Engineers Inc., 9203676. (2020 IEEE 26th International Conference on Embedded and Real-Time Computing Systems and Applications, RTCSA 2020).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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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 proceeding › Conference contribution
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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 journal › Article › peer-review
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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 proceeding › Conference contribution
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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 proceeding › Conference contribution
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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 proceeding › Conference contribution
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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 journal › Article › peer-review
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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 proceeding › Conference contribution
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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 proceeding › Conference contribution
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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 proceeding › Conference contribution
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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 proceeding › Conference contribution
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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 proceeding › Conference contribution
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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 proceeding › Conference contribution
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Message from the general chair
Abdelzaher, T., Nov 2019, In: Proceedings - 2019 IEEE 16th International Conference on Mobile Ad Hoc and Smart Systems, MASS 2019. p. xii 9077397.Research output: Contribution to journal › Editorial › peer-review
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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 proceeding › Conference contribution
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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 proceeding › Conference contribution
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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 proceeding › Conference contribution
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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 proceeding › Conference contribution
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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 proceeding › Conference contribution
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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 proceeding › Conference contribution
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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 proceeding › Conference contribution
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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 proceeding › Conference contribution
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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 proceeding › Conference contribution
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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 proceeding › Conference contribution
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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 publication › Article
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 proceeding › Conference contribution
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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 proceeding › Conference contribution
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2017
A schedulability test for software migration on multicore system
Kim, J. E., Bradford, R., Abdelzaher, T. & Sha, L. R., May 11 2017, Proceedings of the 2017 Design, Automation and Test in Europe, DATE 2017. Institute of Electrical and Electronics Engineers Inc., p. 1261-1264 4 p. 7927184. (Proceedings of the 2017 Design, Automation and Test in Europe, DATE 2017).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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ClariSense+: An enhanced traffic anomaly explanation service using social network feeds
Giridhar, P., Amin, M. T., Abdelzaher, T., Wang, D., Kaplan, L., George, J. & Ganti, R., Oct 2017, In: Pervasive and Mobile Computing. 41, p. 381-396 16 p.Research output: Contribution to journal › Article › peer-review
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CoType: Joint extraction of typed entities and relations with knowledge bases
Ren, X., Wu, Z., He, W., Qu, M., Voss, C. R., Ji, H., Abdelzaher, T. F. & Han, J., Jan 1 2017, 26th International World Wide Web Conference, WWW 2017. International World Wide Web Conferences Steering Committee, p. 1015-1024 10 p. 3052708. (26th International World Wide Web Conference, WWW 2017).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Decision-Driven Execution: A Distributed Resource Management Paradigm for the Age of IoT
Abdelzaher, T., Amin, M. T. A., Bar-Noy, A., Dron, W., Govindan, R., Hobbs, R., Hu, S., Kim, J. E., Lee, J., Marcus, K., Yao, S. & Zhao, Y., Jul 13 2017, Proceedings - IEEE 37th International Conference on Distributed Computing Systems, ICDCS 2017. Lee, K. & Liu, L. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 1825-1835 11 p. 7980121. (Proceedings - International Conference on Distributed Computing Systems).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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DeepIoT: Compressing Deep Neural Network Structures for Sensing Systems with a Compressor-Critic Framework
Yao, S., Zhao, Y., Zhang, A., Su, L. & Abdelzaher, T., Nov 6 2017, SenSys 2017 - Proceedings of the 15th ACM Conference on Embedded Networked Sensor Systems. Eskicioglu, R. (ed.). Association for Computing Machinery, Inc, (SenSys 2017 - Proceedings of the 15th ACM Conference on Embedded Networked Sensor Systems; vol. 2017-January).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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DeepSense: A unified deep learning framework for time-series mobile sensing data processing
Yao, S., Hu, S., Zhao, Y., Zhang, A. & Abdelzaher, T., Jan 1 2017, 26th International World Wide Web Conference, WWW 2017. International World Wide Web Conferences Steering Committee, p. 351-360 10 p. 3052577. (26th International World Wide Web Conference, WWW 2017).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Demo abstract: Event tracker using social networks
Giridhar, P., Wang, S. & Abdelzaher, T., Apr 18 2017, Proceedings - 2017 IEEE/ACM 2nd International Conference on Internet-of-Things Design and Implementation, IoTDI 2017 (part of CPS Week). Association for Computing Machinery, Inc, p. 285-286 2 p. (Proceedings - 2017 IEEE/ACM 2nd International Conference on Internet-of-Things Design and Implementation, IoTDI 2017 (part of CPS Week)).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Efficient 3G/4G Budget Utilization in Mobile Sensing Applications
Xu, C., Hu, S., Zheng, W., Abdelzaher, T. F., Hui, P., Xie, Z., Liu, H. & Stankovic, J. A., Jun 1 2017, In: IEEE Transactions on Mobile Computing. 16, 6, p. 1601-1614 14 p., 7539667.Research output: Contribution to journal › Article › peer-review
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Espresso: A Data Naming Service for Self-Summarizing Transport
Lee, J., Al Amin, M. T. & Abdelzaher, T., Jun 30 2017, 2017 14th Annual IEEE International Conference on Sensing, Communication, and Networking, SECON 2017. Institute of Electrical and Electronics Engineers Inc., 7964914. (2017 14th Annual IEEE International Conference on Sensing, Communication, and Networking, SECON 2017).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Gathering Information in Sensor Networks for Synchronized Freshness
Vahdani, E., Bar-Noy, A., Johnson, M. P. & Abdelzaher, T., Jun 30 2017, 2017 14th Annual IEEE International Conference on Sensing, Communication, and Networking, SECON 2017. Institute of Electrical and Electronics Engineers Inc., 7964937. (2017 14th Annual IEEE International Conference on Sensing, Communication, and Networking, SECON 2017).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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GreenDrive: A smartphone-based intelligent speed adaptation system with real-time trafiic signal prediction
Zhao, Y., Li, S., Hu, S., Su, L., Yao, S., Shao, H., Wang, H. & Abdelzaher, T., Apr 18 2017, Proceedings - 2017 ACM/IEEE 8th International Conference on Cyber-Physical Systems, ICCPS 2017 (part of CPS Week). Association for Computing Machinery, Inc, p. 229-238 10 p. (Proceedings - 2017 ACM/IEEE 8th International Conference on Cyber-Physical Systems, ICCPS 2017 (part of CPS Week)).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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IApollo: A Newsfeed Summary Service on NDN
Lee, J., Xu, D., Al Amin, M. T. & Abdelzaher, T., Jun 30 2017, 2017 14th Annual IEEE International Conference on Sensing, Communication, and Networking, SECON 2017. Institute of Electrical and Electronics Engineers Inc., 7964950. (2017 14th Annual IEEE International Conference on Sensing, Communication, and Networking, SECON 2017).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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InfoMax: A transport-layer paradigm for the age of data overload
Lee, J., Kapoor, A., Al Amin, M. T., Zhang, Z., Goyal, R., Abdelzaher, T., Wang, Z. & Moiseenko, I., Feb 1 2017, Advances in Computer Communications and Networks From Green, Mobile, Pervasive Networking to Big Data Computing. River Publishers, p. 547-584 38 p.Research output: Chapter in Book/Report/Conference proceeding › Chapter
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Information flow on social networks: From empirical data to situation understanding
Roy, H., Abdelzaher, T., Bowman, E. K. & Al Amin, M. T., Jan 1 2017, Next-Generation Analyst V. Hanratty, T. P. & Llinas, J. (eds.). SPIE, 1020702. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 10207).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution