Context-Aware Personalized Activity Modeling in Concurrent Environment

Conference paper

Safyan, M, Zia, Q, Sarwar, S, Iqbal, M and Ahmed, M (2017). Context-Aware Personalized Activity Modeling in Concurrent Environment. 2017 IEEE International Conference on Internet of Things (iThings) and IEEE Green Computing and Communications (GreenCom) and IEEE Cyber, Physical and Social Computing (CPSCom) and IEEE Smart Data (SmartData). Exeter UK 21 - 23 Jun 2017 Institute of Electrical and Electronics Engineers (IEEE). https://doi.org/10.1109/iThings-GreenCom-CPSCom-SmartData.2017.150
AuthorsSafyan, M, Zia, Q, Sarwar, S, Iqbal, M and Ahmed, M
TypeConference paper
Abstract

Activity recognition, having endemic impact on smart homes, faces one of the biggest challenges in learning a personalized activity model completely by using a generic model especially for parallel and interleaved activities. Furthermore, inhabitant’s mistaken object interaction may entail in another spurious activity at smart homes. Identifying and removing such spurious activities is another challenging task. Knowledge driven techniques used for recognizing activity models are static in nature, lack contextual representation and may not comprehend spurious actions for parallel/interleaved activities. In this paper, a novel approach for completing the personalized model specific to each inhabitant at smart homes using generic model (incomplete) is presented that can recognize the sequential, parallel, and interleaved activities dynamically while removing the spurious activities semantically. A comprehensive set of experiments and results based upon number of correct (true positivity) or incorrect (false negativity) recognition of activities assert effectiveness of presented approach within a smart home

KeywordsIoT
Year2017
PublisherInstitute of Electrical and Electronics Engineers (IEEE)
Digital Object Identifier (DOI)https://doi.org/10.1109/iThings-GreenCom-CPSCom-SmartData.2017.150
Accepted author manuscript
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Publication dates
Print21 Jun 2017
Publication process dates
Deposited17 Jul 2018
Accepted09 May 2017
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Shahzadi, S, Ubakanma, G, Iqbal, M and Dagiuklas, T (2018). Autonomous, Seamless and Resilience Carrier Cloud Brokerage Solution for Business Contingencies during Disaster Recovery. IEEE International Conference on High Performance Computing and Communication (HPCC). Exeter, UK 28 - 30 Jun 2018 Institute of Electrical and Electronics Engineers (IEEE). https://doi.org/10.1109/HPCC/SmartCity/DSS.2018.00174
Feasibility of Serverless Cloud Services for Disaster Management Information Systems
Asghar, T, Rasool, S, Iqbal, M, Qayyum, Z, Noor Mian, A and Ubakanma, G (2018). Feasibility of Serverless Cloud Services for Disaster Management Information Systems. IEEE International Conference on High Performance Computing and Communication (HPCC). Exeter, UK 28 - 30 Jun 2018 Institute of Electrical and Electronics Engineers (IEEE). https://doi.org/10.1109/HPCC/SmartCity/DSS.2018.00175
On the Modelling of CDNaaS Deployment
Bulkan, U, Dagiuklas, T and Iqbal, M (2018). On the Modelling of CDNaaS Deployment. Multimedia Tools and Applications. 78, pp. 6805-6825. https://doi.org/10.1007/s11042-018-6441-3
Reliable Resource Provisioning using Bankers’ Deadlock Avoidance Algorithm in MEC for Industrial IoT
Ugwuanyi, EE, Ghosh, S, Iqbal, M and Dagiuklas, T (2018). Reliable Resource Provisioning using Bankers’ Deadlock Avoidance Algorithm in MEC for Industrial IoT. IEEE Access. 6. https://doi.org/10.1109/ACCESS.2018.2857726
Quality of Service Provisioning for Heterogeneous Services in Cognitive Radio-enabled Internet of Things
Ali, A, Feng, L, Bashir, AK, Shaker, SH, Ahmed, SH, Iqbal, M and Raja, G (2018). Quality of Service Provisioning for Heterogeneous Services in Cognitive Radio-enabled Internet of Things. IEEE Transactions on Network Science and Engineering. https://doi.org/10.1109/TNSE.2018.2877646
On the Load Balancing of Edge Computing resources for on-line video delivery
Bulkan, U., Dagiuklas, A., Iqbal, M, Saidul Huq, M, Al-Dulaimi, A and Rodriguez, J (2018). On the Load Balancing of Edge Computing resources for on-line video delivery. IEEE Access. 6 (2018), pp. 73916-73927. https://doi.org/10.1109/ACCESS.2018.2883319
Communication device and method for achieving multi-protocol interoperability
Wang, X and Iqbal, M (2017). Communication device and method for achieving multi-protocol interoperability.
Multiprotocol interoperation communication device and method (Patent Application CN 105704125 A)
Wang, X and Iqbal, M (2016). Multiprotocol interoperation communication device and method (Patent Application CN 105704125 A).
Mobile Edge Computing Potential in Making Cities Smarter
Taleb, T, Dutta, S, Ksentini, A, Iqbal, M and Flinck, H (2017). Mobile Edge Computing Potential in Making Cities Smarter. IEEE Communications Magazine. 55 (3). https://doi.org/10.1109/MCOM.2017.1600249CM
An Efficient Channel Access Scheme for Vehicular Ad-hoc Networks
Hussain, S, Iqbal, M, Saeed, A, Raza, I, Raza, H, Ali, A, Bashir, A and Baig, A (2017). An Efficient Channel Access Scheme for Vehicular Ad-hoc Networks. Mobile Information Systems. 2 (4), pp. 1473-1477.
Infrastructure as a Service (IaaS): A Comparative Performance Analysis of Open-Source Cloud Platforms
Iqbal, M and Dagiuklas, T (2017). Infrastructure as a Service (IaaS): A Comparative Performance Analysis of Open-Source Cloud Platforms. The International Workshop on Computer-Aided Modeling Analysis and Design of Communication Links and Networks (CAMAD). Lund, Sweden. 21 May - 19 Jun 2017
Edu-Cloud: On-the-fly Employability Skills as a Service
Shahzadi, S, Iqbal, M and Dagiuklas, T (2017). Edu-Cloud: On-the-fly Employability Skills as a Service. Computer Applications in Engineering Education. 26 (2), pp. 314-325. https://doi.org/10.1002/cae.21886
Multi-Access Edge Computing: Open issues, Challenges and Future Perspective
Shahzadi, S, Iqbal, M, Dagiuklas, T and Qayyum, Z (2017). Multi-Access Edge Computing: Open issues, Challenges and Future Perspective. Journal of Cloud Computing : Advances, Systems and Applications. 6 (1). https://doi.org/10.1186/s13677-017-0097-9