Machine learning for Internet of Things data analysis: A survey

17 February 2018

Mohammad Saeid Mahdavinejad

Payam Barnaghi

Papers citing "Machine learning for Internet of Things data analysis: A survey"

50 / 56 papers shown

Title
SpinML: Customized Synthetic Data Generation for Private Training of Specialized ML Models Jiang Zhang Rohan Sequeira Konstantinos Psounis SyDa 83 0 0 05 Mar 2025
$k$ -Graph: A Graph Embedding for Interpretable Time Series Clustering Paul Boniol Donato Tiano Angela Bonifati Themis Palpanas AI4TS 61 1 0 18 Feb 2025
Modeling Time-evolving Causality over Data Streams Naoki Chihara Yasuko Matsubara Ren Fujiwara Yasushi Sakurai AI4TS 88 0 0 13 Feb 2025
Towards Trustworthy Machine Learning in Production: An Overview of the Robustness in MLOps Approach Firas Bayram Bestoun S. Ahmed OOD 43 1 0 28 Oct 2024
Benchmarking Edge AI Platforms for High-Performance ML Inference Rakshith Jayanth Neelesh Gupta Viktor Prasanna BDL 36 1 0 23 Sep 2024
Machine Unlearning: A Comprehensive Survey Weiqi Wang Zhiyi Tian Chenhan Zhang Shui Yu MU AILaw 36 14 0 13 May 2024
SunBlock: Cloudless Protection for IoT Systems Vadim Safronov A. Mandalari Daniel J. Dubois David Choffnes Hamed Haddadi 32 2 0 25 Jan 2024
Towards Smart Healthcare: Challenges and Opportunities in IoT and ML Munshi Saifuzzaman Tajkia Nuri Ananna 21 3 0 09 Dec 2023
Graph Coordinates and Conventional Neural Networks -- An Alternative for Graph Neural Networks Zheyi Qin Randy Paffenroth A. Jayasumana GNN 17 1 0 03 Dec 2023
Strong Duality Relations in Nonconvex Risk-Constrained Learning Dionysis Kalogerias Spyridon Pougkakiotis 33 0 0 02 Dec 2023
QuickDrop: Efficient Federated Unlearning by Integrated Dataset Distillation Akash Dhasade Yaohong Ding Song Guo Anne-Marie Kermarrec M. Vos Leijie Wu MU DD 32 11 0 27 Nov 2023
A Systematic Literature Review on Hardware Reliability Assessment Methods for Deep Neural Networks Mohammad Hasan Ahmadilivani Mahdi Taheri J. Raik Masoud Daneshtalab M. Jenihhin 45 27 0 09 May 2023
A Decade of Research in Fog computing: Relevance, Challenges, and Future Directions Thang M. Pham 44 52 0 03 May 2023
Uncharted Territory: Energy Attacks in the Battery-less Internet of Things L. Mottola Arslan Hameed Thiemo Voigt AAML 37 2 0 17 Apr 2023
Baechi: Fast Device Placement of Machine Learning Graphs Beomyeol Jeon L. Cai Chirag Shetty P. Srivastava Jintao Jiang Xiaolan Ke Yitao Meng Cong Xie Indranil Gupta GNN 26 18 0 20 Jan 2023
Machine Learning-Aided Operations and Communications of Unmanned Aerial Vehicles: A Contemporary Survey Harrison Kurunathan Hailong Huang Kai Li Wei Ni Ekram Hossain 28 70 0 07 Nov 2022
IoT Data Analytics in Dynamic Environments: From An Automated Machine Learning Perspective Li Yang Abdallah Shami 24 52 0 16 Sep 2022
Analyzing Wearables Dataset to Predict ADLs and Falls: A Pilot Study Rajbinder Kaur Rohini Sharma 19 1 0 11 Sep 2022
Edge Security: Challenges and Issues Xin Jin Charalampos Katsis Fan Sang Jiahao Sun A. Kundu Ramana Rao Kompella 49 8 0 14 Jun 2022
Application of Machine Learning-Based Pattern Recognition in IoT Devices: Review Zachary Menter Wei Zhong Tee Rushit Dave 12 7 0 10 Jan 2022
A Comparative Study of Detecting Anomalies in Time Series Data Using LSTM and TCN Models Saroj Gopali Faranak Abri Sima Siami‐Namini A. Namin AI4TS 21 13 0 17 Dec 2021
IoT Security and Authentication schemes Based on Machine Learning: Review Rushit Dave 25 3 0 06 Sep 2021
IoT Virtualization with ML-based Information Extraction M. Bauer 6 6 0 10 Jun 2021
ASM2TV: An Adaptive Semi-Supervised Multi-Task Multi-View Learning Framework for Human Activity Recognition Zekai Chen Xiao Zhang Haochao Ying 38 11 0 18 May 2021
Security Concerns on Machine Learning Solutions for 6G Networks in mmWave Beam Prediction Ferhat Ozgur Catak Evren Çatak Murat Kuzlu Umit Cali Devrim Unal AAML 35 44 0 09 May 2021
A Hybrid Architecture for Federated and Centralized Learning Ahmet M. Elbir Sinem Coleri Anastasios K. Papazafeiropoulos P. Kourtessis Symeon Chatzinotas FedML 25 35 0 07 May 2021
An Efficient One-Class SVM for Anomaly Detection in the Internet of Things Kun Yang Samory Kpotufe Nick Feamster 19 32 0 22 Apr 2021
Learning Graph Structures with Transformer for Multivariate Time Series Anomaly Detection in IoT Zekai Chen Dingshuo Chen Xiao Zhang Zixuan Yuan Xiuzhen Cheng AI4TS 28 331 0 08 Apr 2021
Roughsets-based Approach for Predicting Battery Life in IoT Rajesh Kaluri D. Rajput Qin Xin Kuruva Lakshmanna S. Bhattacharya Thippa Reddy Gadekallu Praveen Kumar Reddy Maddikunta 28 33 0 09 Feb 2021
Empowering Things with Intelligence: A Survey of the Progress, Challenges, and Opportunities in Artificial Intelligence of Things Jing Zhang Dacheng Tao 45 463 0 17 Nov 2020
Machine Learning and Soil Humidity Sensing: Signal Strength Approach Lea Dujić Rodić Tomislav Zupanovic T. Perković P. Šolić J. Rodrigues 11 26 0 16 Nov 2020
IoT Wallet: Machine Learning-based Sensor Portfolio Application P. Šolić A. Kapetanović Tomislav Zupanovic Ivo Kovačević T. Perković P. Popovski 15 6 0 13 Nov 2020
Blockchain based Attack Detection on Machine Learning Algorithms for IoT based E-Health Applications Thippa Reddy Gadekallu Manoj M K Sivarama Krishnan S Neeraj Kumar S. Hakak S. Bhattacharya OOD 24 54 0 03 Nov 2020
On the Road from Edge Computing to the Edge Mesh Panagiotis Oikonomou Anna Karanika Christos Anagnostopoulos Kostas Kolomvatsos 30 0 0 11 Oct 2020
Estimation of Individual Device Contributions for Incentivizing Federated Learning Takayuki Nishio R. Shinkuma N. Mandayam FedML 33 31 0 20 Sep 2020
A Methodological Approach to Model CBR-based Systems Eliseu M. Oliveira R. Reale Joberto S. B. Martins 6 3 0 09 Sep 2020
DORY: Automatic End-to-End Deployment of Real-World DNNs on Low-Cost IoT MCUs Luca Bompani Angelo Garofalo Nazareno Bruschi Giuseppe Tagliavini D. Rossi Francesco Conti 11 104 0 17 Aug 2020
IoT meets COVID-19: Status, Challenges, and Opportunities Mohsin Kamal A. Aljohani Eisa A. Alanazi 24 38 0 28 Jun 2020
Machine Learning Systems for Intelligent Services in the IoT: A Survey Wiebke Toussaint Aaron Yi Ding LRM 30 0 0 29 May 2020
Unleashing the power of disruptive and emerging technologies amid COVID-19: A detailed review Sonali Agarwal Narinder Singh Punn S. K. Sonbhadra M. Tanveer P. Nagabhushan K. K. S. Pandian Praveer Saxena 21 58 0 23 May 2020
Enhancing network forensics with particle swarm and deep learning: The particle deep framework Nickolaos Koroniotis Nour Moustafa 8 34 0 02 May 2020
Julia Language in Machine Learning: Algorithms, Applications, and Open Issues Kaifeng Gao Gang Mei F. Piccialli S. Cuomo Jingzhi Tu Zenan Huo 23 55 0 23 Mar 2020
A survey on Machine Learning-based Performance Improvement of Wireless Networks: PHY, MAC and Network layer M. Kulin Tarik Kazaz I. Moerman E. De Poorter 38 70 0 13 Jan 2020
Transformative effects of IoT, Blockchain and Artificial Intelligence on cloud computing: Evolution, vision, trends and open challenges S. Gill Shreshth Tuli Minxian Xu Inderpreet Singh Karandeep Singh ... S. Misra M. Aslanpour Harshita Mehta V. Stankovski Peter Garraghan 24 361 0 21 Oct 2019
A View on Deep Reinforcement Learning in System Optimization Ameer Haj-Ali Nesreen Ahmed Theodore L. Willke Joseph E. Gonzalez Krste Asanović Ion Stoica OffRL 14 8 0 04 Aug 2019
Machine Learning at the Network Edge: A Survey M. G. Sarwar Murshed Chris Murphy Daqing Hou Nazar Khan Ganesh Ananthanarayanan Faraz Hussain 38 378 0 31 Jul 2019
Deep Reinforcement Learning for Autonomous Internet of Things: Model, Applications and Challenges Lei Lei Yue Tan Kan Zheng Shiwen Liu K. Zheng Xuemin Shen Shen OffRL 21 202 0 22 Jul 2019
Leveraging Machine Learning and Big Data for Smart Buildings: A Comprehensive Survey Basheer Qolomany Ala I. Al-Fuqaha Ajay K. Gupta D. Benhaddou Safaa Alwajidi Junaid Qadir A. Fong AI4CE 17 2 0 01 Apr 2019
SLSGD: Secure and Efficient Distributed On-device Machine Learning Cong Xie Oluwasanmi Koyejo Indranil Gupta FedML 30 14 0 16 Mar 2019
Machine Learning in IoT Security: Current Solutions and Future Challenges Fatima Hussain Rasheed Hussain Syed Ali Hassan Ekram Hossain 34 519 0 14 Mar 2019