Thar Baker Shamsa

Research output

Research output per year 2008 2018 2019 2020 2021 2022 2024

• 152 Article
• 70 Conference contribution with ISSN or ISBN
• 12 Chapter
• 2 Editorial

Research output per year

Research output per year

Search results

• 2024

  EDITORS: Energy-aware DynamIc Task Offloading using Deep Reinforcement transfer learning in SDN-enabled edge nodes

  Baker, T., Al Aghbari, Z., Khedr, A. M., Ahmed, N. & Girija, S., 10 Feb 2024, In: Internet of Things (Netherlands). 25, 23 p., 101118.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Edge computing 100%
  • Transfer learning 96%
  • Reinforcement 64%
  • Energy efficiency 42%
  • User experience 26%

• Poison-Tolerant Collaborative Filtering Against Poisoning Attacks on Recommender Systems

  Baker, T., Li, T., Jia, J., Zhang, B., Tan, C. & Zomay, A. Y., 16 Jan 2024, In: IEEE Transactions on Dependable and Secure Computing. p. 1-13 13 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Collaborative filtering 100%
  • Recommender systems 88%
  • Electronic commerce 12%
  • Marketing 10%
  • Machine learning 8%

• Toward Learning Model-Agnostic Explanations for Deep Learning-Based Signal Modulation Classifiers

  Tian, Y., Xu, D., Tong, E., Sun, R., Chen, K., Li, Y., Baker, T., Niu, W. & Liu, J., 8 Mar 2024, In: IEEE Transactions on Reliability. p. 1-15 15 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Deep learning 100%
  • Modulation 86%
  • Classifiers 79%
  • Visualization 19%
  • Signal sampling 17%
• 2023

  A group key exchange and secure data sharing based on privacy protection for federated learning in edge‐cloud collaborative computing environment

  Song, W., Liu, M., Baker, T., Zhang, Q. & Tan, Y., 29 Mar 2023, In: International Journal of Network Management . 33, 5, e2225.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Computer supported cooperative work 100%
  • Data Sharing 80%
  • Data privacy 72%
  • Internet of things 25%
  • Servers 22%

• An empirical study of problems and evaluation of IoT malware classification label sources

  Lei, T., Xue, J., Wang, Y., Baker, T. & Niu, Z., 28 Dec 2023, In: Journal of King Saud University - Computer and Information Sciences. 36, 1, 101898.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Malware 100%
  • Labels 77%
  • Internet of things 76%
  • Viruses 39%
  • Engines 37%

• An Innovative Clustering Hierarchical Protocol for Data Collection from Remote Wireless Sensor Networks Based Internet of Things Applications

  Luqman Shah, S., Abbas, Z. H., Abbas, G., Muhammad, F., Hussien, A. & Baker, T., 19 Jun 2023, In: Sensors (Switzerland). 23, 12, 26 p., 5728.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Hierarchical clustering 100%
  • Unmanned aerial vehicles (UAV) 79%
  • Internet of things 72%
  • Wireless sensor networks 67%
  • Sensor nodes 58%

• Attribute recognition for person re-identification using federated learning at all-in-edge

  Girija, S., Baker, T., Ahmed, N., M. Khedr, A., Al Aghbari, Z., Jha, A., Sobolev, K., Ahmadi Asl, S. & Phan, A-H., 25 Apr 2023, In: Internet of Things (Netherlands). 22, 23 p., 100793.

  Research output: Contribution to journal › Article › peer-review

  • Transfer learning 100%
  • Transfer Learning 86%
  • Data privacy 86%
  • Node 80%
  • Communication Cost 76%

• Efficient Approach for Anomaly Detection in IoT Using System Calls

  Shamim, N., Asim, M., Shamsa, T. B. & Awad, A. I., 6 Jan 2023, In: Sensors. 23, 2, 24 p., 652.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Internet of Things 100%
  • Anomaly detection 58%
  • Internet of things 46%
  • attack 45%
  • anomalies 44%

• Multi-misconfiguration Diagnosis via Identifying Correlated Configuration Parameters

  Zhou, Y., Hu, X., Xu, S., Jia, Y., Liu, Y., Wang, J., Xu, G., Wang, W., Liu, S. & Baker, T., 12 Sept 2023, In: IEEE Transactions on Software Engineering. 49, 10, p. 4624-4638 15 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Software reliability 100%
  • Soot 87%
  • Yarn 80%

• Privacy and safety improvement of VANET data via a safety-related privacy scheme

  Al-Ani, R., Baker, T., Zhou, B. & Shi, Q., 6 Feb 2023, In: International Journal of Information Security. 22, 4, p. 763-783 21 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Vehicular ad hoc networks 100%
  • Accidents 20%
  • Monitoring 9%
  • Broadcasting 8%
  • Target tracking 8%

• PRYORTIE: Public On-Demand Smart Transportation Service via a Scalable Fog-based Platform

  Ahmed, N., Baker, T., Al Aghbari, Z. & Khedr, A., 20 Apr 2023, In: Intelligent Systems with Applications. 18, 200228.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Navigation 100%
  • Clouds 55%
  • Roadsides 53%
  • Fog 48%
  • Autonomous vehicles 46%
• 2022

  ABM-SpConv-SIMD: Accelerating Convolutional Neural Network Inference for Industrial IoT Applications on Edge Devices

  Li, X., Gong, X., Wang, D., Zhang, J., Baker, T., Zhou, J. & Lu, T., 25 Feb 2022, In: IEEE Transactions on Network Science and Engineering.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Convolutional neural networks 100%
  • Internet of things 92%
  • Industrial internet of things (IIoT) 61%
  • Convolution 21%
  • Program processors 18%

• Adaptive vertical federated learning via feature map transferring in mobile edge computing

  Li, Y., Sha, T., Shamsa, T. B., Yu, X., Shi, Z. & Hu, S., 19 Sept 2022, In: Computing. 2022

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Edge computing 100%
  • Vertical 75%
  • Learning 73%
  • Computing 50%
  • Model 26%

• A federated learning attack method based on edge collaboration via cloud

  Yang, J., Baker, T., Gill, S. S., Yang, X., Han, W. & Li, Y., 10 Dec 2022, In: Software: Practice and Experience.

  Research output: Contribution to journal › Article › peer-review

  • Agglomeration 100%

• AI for next generation computing: Emerging trends and future directions

  Gill, S. S., Xu, M., Ottaviani, C., Patros, P., Bahsoon, R., Shaghaghi, A., Golec, M., Stankovski, V., Wu, H., Abraham, A., Singh, M., Mehta, H., Ghosh, S. K., Baker, T., Parlikad, A. K., Lutfiyya, H., Kanhere, S. S., Sakellariou, R., Dustdar, S., Rana, O., & 2 othersBrandic, I. & Uhlig, S., 5 Mar 2022, In: Internet of Things (Netherlands). 19, 100514.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Artificial Intelligence 100%
  • Future Directions 96%
  • Machine Learning 85%
  • Artificial intelligence 85%
  • Machine learning 71%

• A Mutual Information-based Assessment of Reverse Engineering on Rewards of Reinforcement Learning

  Chen, T., Liu, J., Baker, T., Wu, Y., Xiang, Y., Li, Y., Niu, W., Tong, E. & Zomaya, A., 14 Jul 2022, In: IEEE Transactions on Artificial Intelligence. p. 1-13 13 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Reverse engineering 100%
  • Reinforcement learning 87%
  • Tensors 17%
  • Learning algorithms 14%
  • Demonstrations 14%

• An incentive mechanism in expert-decision-based crowdsensing networks

  Jia, B., Gong, H., Zong, Z., Zhou, T., Baker, T., Al-Shamma’a, A. & Jia, Y., 19 Apr 2022, In: Applied Soft Computing. 122, 108834.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Costs 100%
  • Chemical analysis 34%
  • Communication 26%
  • Experiments 18%

• A Quality-of-Things model for assessing the Internet-of-Things' nonfunctional properties

  Qamar, A., Asim, M., Maamar, Z., Saeed, S. & Shamsa, T. B., 17 Jul 2022, In: Transactions on Emerging Telecommunications Technologies. 33, 8, 19 p., e3668.

  Research output: Contribution to journal › Article › peer-review

  • Internet of things 100%
  • Experiments 10%

• A Reliable Covert Channel for Stealthy Data Transmission for Internet-of-Underwater-Things

  Baker, T., Liang, C. & Li, Y., Dec 2022, In: IEEE Internet of Things Magazine. 5, 4, p. 42 - 46 5 p.

  Research output: Contribution to journal › Article › peer-review

  • Data communication systems 100%
  • Internet 76%
  • Data privacy 23%
  • Throughput 15%

• Automatic mapping of configuration options in software using static analysis

  Wang, J., Baker, T., Zhou, Y., Awad, A. I., Wang, B. & Zhu, Y., 12 Oct 2022, In: Journal of King Saud University - Computer and Information Sciences. 34, 10 - Part B, p. 10044-10055 12 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Static analysis 100%

• Brain Tumor and Glioma Grade Classification Using Gaussian Convolutional Neural Network

  Rizwan, M., Shabbir, A., Javed, A. R., Shabbir, M., Baker, T. & Obe, D. A-J., 21 Feb 2022, In: IEEE Access. 10, p. 29731 - 29740 10 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Tumors 100%
  • Convolutional neural networks 88%
  • Brain 80%
  • Nonionizing Radiation 25%
  • Magnetic Resonance Imaging 18%

• Catalysis of neural activation functions: Adaptive feed-forward training for big data applications

  Sarkar, S., Agrawal, S., Baker, T., Maddikunta, P. K. R. & Gadekallu, T. R., 24 Mar 2022, In: Applied Intelligence. 52, 12, p. 13364–13383 20 p.

  Research output: Contribution to journal › Article › peer-review

  • Catalysis 100%
  • Big data 67%
  • Chemical activation 67%
  • Deep learning 19%
  • Neural networks 13%

• Clean-label poisoning attacks on federated learning for IoT

  Yang, J., Zheng, J., Baker, T., Tang, S., Tan, Y. A. & Zhang, Q., 12 Oct 2022, In: Expert Systems. 15 p., e13161.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Internet of Things 100%
  • Attack 56%
  • Learning 50%
  • Labels 46%
  • Internet of things 46%

• Cloud-based multiclass anomaly detection and categorization using ensemble learning

  Shahzad, F., Mannan, A., Javed, A. R., Almadhor, A. S., Baker, T. & Al-Jumeily OBE, D., 3 Nov 2022, In: Journal of Cloud Computing. 11, 1, 74.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Anomaly detection 100%
  • Learning systems 98%
  • Machine learning 26%
  • Long short-term memory 13%
  • Convolutional neural networks 10%

• Cooperative Power-Domain NOMA Systems: An Overview

  Ghous, M., Hassan, A. K., Abbas, Z. H., Abbas, G., Hussien, A. & Baker, T., 9 Dec 2022, In: Sensors. 22, 24, 9652.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Wireless Technology 100%
  • multiple access 87%
  • Multimedia 80%
  • Direction compound 43%
  • coding 41%

• Deep Fusion: Crafting Transferable Adversarial Examples and Improving Robustness of Industrial Artificial Intelligence of Things

  Wang, Y., Tan, Y. A., Baker, T., Kumar, N. & Zhang, Q., 22 Apr 2022, In: IEEE Transactions on Industrial Informatics. 1 p.

  Research output: Contribution to journal › Article › peer-review

  • Artificial intelligence 100%
  • Fusion reactions 91%
  • Erosion 56%
  • Deep neural networks 55%
  • Electric fuses 19%

• Digital Twins for Healthcare 4.0: Recent Advances, Architecture, and Open Challenges

  Alazab, M., Khan, L. U., Koppu, S., Ramu, S. P., Iyapparaja, M., Boobalan, P., Baker, T., Maddikunta, P. K. R., Gadekallu, T. R. & Aljuhani, A., 23 Sept 2022, In: IEEE Consumer Electronics Magazine. 8 p.

  Research output: Contribution to journal › Article › peer-review

  • Digital twin 100%
  • Sustainable development 45%
  • Nutrition 21%
  • Telemedicine 21%
  • Patient rehabilitation 16%

• Fast and accurate computation of high-order Tchebichef polynomials

  Abdulhussain, S. H., Mahmmod, B. M., Baker, T. & Al-Jumeily, D., 11 Sept 2022, In: Concurrency and Computation: Practice and Experience. 34, 27, e7311.

  Research output: Contribution to journal › Article › peer-review

  • Polynomials 100%
  • Higher Order 92%
  • Polynomial 68%
  • Higher Order Moments 38%
  • Moment 29%

• Feature engineering and deep learning-based intrusion detection framework for securing edge IoT

  Nasir, M., Javed, A. R., Tariq, M. A., Asim, M. & Baker, T., 13 Jan 2022, In: Journal of Supercomputing. 78, 6, p. 8852-8866 15 p.

  Research output: Contribution to journal › Article › peer-review

  • Intrusion Detection 100%
  • Internet of Things 99%
  • Intrusion detection 55%
  • Learning 49%
  • Deep learning 48%

• FedDP: A Privacy-Protecting Theft Detection Scheme in Smart Grids Using Federated Learning

  Ashraf, M. M., Waqas, M., Abbas, G., Baker, T., Abbas, Z. H. & Alasmary, H., 26 Aug 2022, In: Energies. 15, 17, 6241.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Smart Grid 100%
  • Privacy 68%
  • Classifier 60%
  • Smart power grids 51%
  • Learning 48%

• Integration of Blockchain Technology and Federated Learning in Vehicular (IoT) Networks: A Comprehensive Survey

  Javed, A. R., Hassan, M. A., Shahzad, F., Ahmed, W., Singh, S., Baker, T. & Gadekallu, T. R., 10 Jun 2022, In: Sensors. 22, 12, 4394.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Blockchain 100%
  • Internet of Things 94%
  • learning 57%
  • Communication 47%
  • privacy 45%

• LbSP: Load-Balanced Secure and Private Autonomous Electric Vehicle Charging Framework With Online Price Optimization

  Yuan, Y., Yuan, Y., Memarmoshrefi, P., Baker, T. & Hogrefe, D., 23 Feb 2022, In: IEEE Internet of Things Journal. 9, 17, p. 15685-15696 12 p.

  Research output: Contribution to journal › Article › peer-review

  • Vehicle-to-grid 100%
  • Autonomous vehicles 79%
  • Electric vehicles 67%
  • Electric power systems 62%
  • Costs 28%

• Location Recommendation Based on Mobility Graph With Individual and Group Influences

  Pan, X., Cai, X., Song, K., Baker, T., Gadekallu, T. R. & Yuan, X., 16 Feb 2022, In: IEEE Transactions on Intelligent Transportation Systems. p. 1-12 12 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Neural networks 100%
  • Experiments 58%

• Machine learning and the Internet of Things security: Solutions and open challenges

  Farooq, U., Tariq, N., Asim, M., Baker, T. & Al-Shamma'a, A., 29 Jan 2022, In: Journal of Parallel and Distributed Computing. 162, p. 89-104 16 p.

  Research output: Contribution to journal › Article › peer-review

  • Internet of Things 100%
  • Machine Learning 60%
  • Internet of things 46%
  • Machine learning 40%
  • Infrastructure 25%

• MACRS: An Enhanced Directory-Based Resource Sharing Framework for Mobile Ad Hoc Networks

  Khan, N., Haider, S., Baker, T., Abbas, G. & Abbas, Z. H., 26 Feb 2022, In: Electronics. 11, 5, 725.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Mobile ad hoc networks 100%
  • Clustering algorithms 22%
  • Synchronization 19%
  • Bandwidth 15%

• Multiagent Reinforcement Learning-Based Signal Planning for Resisting Congestion Attack in Green Transportation

  Li, Y., Niu, W., Tian, Y., Chen, T., Xie, Z., Wu, Y., Xiang, Y., Tong, E., Baker, T. & Liu, J., 28 Mar 2022, In: IEEE Transactions on Green Communications and Networking. 6, 3, p. 1448 - 1458 11 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Reinforcement learning 100%
  • Planning 63%
  • Control systems 17%
  • Traffic congestion 15%
  • Traffic control 15%

• Multi-Mobile Agent Trust Framework for Mitigating Internal Attacks and Augmenting RPL Security

  Farooq, U., Asim, M., Tariq, N., Baker, T. & Awad, A. I., 16 Jun 2022, In: Sensors. 22, 12, 4539.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Internet of Things 100%
  • Fog 80%
  • Mobile agents 63%
  • attack 60%
  • Internet of things 46%

• Network Coding-based Resilient Routing for Maintaining Data Security and Availability in Software-Defined Networks

  Ni, H., Guo, Z., Li, C., Dou, S., Yao, C. & Baker, T., 10 Apr 2022, In: Journal of Network and Computer Applications. 205, 103372.

  Research output: Contribution to journal › Article › peer-review

  • Network coding 100%
  • Security of data 82%
  • Availability 62%
  • Software defined networking 32%
  • Routing algorithms 29%

• Privacy-Preserving and Traceable Federated Learning for data sharing in industrial IoT applications

  Chen, J., Xue, J., Wang, Y., Huang, L., Baker, T. & Zhou, Z., 18 Oct 2022, In: Expert Systems with Applications. 213, Part B, p. 11 119036.

  Research output: Contribution to journal › Article › peer-review

  • Data Sharing 100%
  • Industrial internet of things (IIoT) 82%
  • Internet of things 73%
  • Blockchain 34%
  • Data privacy 30%

• Secure Partial Aggregation: Making Federated Learning More Robust for Industry 4.0 Applications

  Gao, J., Zhang, B., Guo, X., Baker, T., Li, M. & Liu, Z., 25 Jan 2022, In: IEEE Transactions on Industrial Informatics. 18, 9, p. 6340 - 6348 9 p.

  Research output: Contribution to journal › Article › peer-review

  • Industry 4.0 100%
  • Agglomeration 70%
  • Servers 58%
  • Network protocols 55%
  • Big data 36%

• Static vulnerability mining of IoT devices based on control flow graph construction and graph embedding network

  Cheng, Y., Cui, B., Chen, C., Baker, T. & Qi, T., 2 Nov 2022, In: Computer Communications. 197, p. 267-275 9 p.

  Research output: Contribution to journal › Article › peer-review

  • Flow graphs 100%
  • Internet of things 63%
  • Scalability 61%
  • Binary codes 47%
  • Embeddings (Algorithms) 45%

• THC-RPL: A lightweight Trust-enabled routing in RPL-based IoT networks against Sybil attack

  Arshad, D., Asim, M., Tariq, N., Baker, T., Tawfik, H. & Al-Jumeily, D., 28 Jul 2022, In: PLoS ONE. 17, 7 , e0271277.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Internet of Things 100%
  • Internet 9%
  • Costs and Cost Analysis 5%

• TTSL: An indoor localization method based on Temporal Convolutional Network using time-series RSSI

  Jia, B., Liu, J., Feng, T., Huang, B., Baker, T. & Tawfik, H., 8 Jul 2022, In: Computer Communications. 193, p. 293-301 9 p.

  Research output: Contribution to journal › Article › peer-review

  • Time series 100%
  • Trajectories 8%
  • Neural networks 7%
  • Experiments 4%
• 2021

  A blockchain-based Fog-oriented lightweight framework for smart public vehicular transportation systems

  Baker, T., Asim, M., Samwini, H., Shamim, N., Alani, M. M. & Buyya, R., 20 Dec 2021, In: Computer Networks. 203, 108676.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Blockchain 100%
  • Fog 94%
  • Fog computing 55%
  • Cloud computing 37%
  • Authentication 36%

• Adaptive Fuzzy Game-Based Energy-Efficient Localization in 3D Underwater Sensor Networks

  Yuan, Y., Liang, C., Chen, X., Baker, T. & Fu, X., 22 Oct 2021, In: ACM Transactions on Internet Technology. 22, 2, p. 1-20 20 p., 29.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Sensor nodes 100%
  • Sensor networks 94%
  • Pollution detection 48%
  • Disaster prevention 39%
  • Energy harvesting 27%

• A Deep Neural Network-Based Prediction Model for Students' Academic Performance

  Al-Tameem, G., Xue, J., Ajit, S., Kanakis, T., Hadi, I., Shamsa, T. B., Al-Khafaji, M. & Al-Jumeil, R., 7 Oct 2021, In: Proceedings - International Conference on Developments in eSystems Engineering, DeSE. p. 364 - 369 5 p.

  Research output: Contribution to journal › Article › peer-review

  • Deep neural networks 100%
  • Students 76%
  • Standardization 16%
  • Deep learning 15%
  • Education 14%

• A deep reinforcement learning-based multi-optimality routing scheme for dynamic IoT networks

  Cong, P., Zhang, Y., Liu, Z., Baker, T., Tawfik, H., Wang, W., Xu, K., Li, R. & Li, F., 3 Apr 2021, In: Computer Networks. 192, 108057.

  Research output: Contribution to journal › Article › peer-review

  • Reinforcement learning 100%
  • Internet of things 83%
  • Telemedicine 40%
  • Autonomous vehicles 35%
  • Scalability 26%

• A Hierarchical Energy-Efficient Service Selection Approach With QoS Constraints for Internet of Things

  Tong, E., Niu, W., Tian, Y., Liu, J., Baker, T., Verma, S. & Liu, Z., 26 Mar 2021, In: IEEE Transactions on Green Communications and Networking. 5, 2, p. 645 - 657 12 p.

  Research output: Contribution to journal › Article › peer-review

  • Internet of things 100%
  • Quality of service 93%
  • Service oriented architecture (SOA) 21%
  • Energy efficiency 15%
  • Decomposition 14%

• An approach for offloading in mobile cloud computing to optimize power consumption and processing time

  Aldmour, R., Yousef, S., Baker, T. & Benkhelifa, E., 19 May 2021, In: Sustainable Computing: Informatics and Systems. 31, 100562.

  Research output: Contribution to journal › Article › peer-review

  • Mobile cloud computing 100%
  • Smartphones 68%
  • Electric power utilization 54%
  • Data storage equipment 29%
  • Wi-Fi 26%

• A Plug&Play approach for modeling and simulating applications in the era of internet of social things

  Maamar, Z., Sellami, M., Masmoudi, F., Asim, M., Haseeb, A., Baker, T. & Yahya, F., 30 Mar 2021, In: IET Smart Cities. 3, 1, p. 29-40 11 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Social Relations 100%
  • scenario 81%
  • Internet 68%
  • antagonism 65%
  • reward 47%