Topic · Big Data and Digital Economy
Most cited papers in Big Data and Digital Economy
What are the most cited papers in Big Data and Digital Economy?
The most cited paper in Big Data and Digital Economy is "Federated Learning: Challenges, Methods, and Future Directions" (Tian Li, Anit Kumar Sahu, Ameet Talwalkar et al., 2020), with 5,060 citations. Next come "Deep Learning: Methods and Applications" (3,405) and "Mobile Edge Computing: A Survey on Architecture and Computation Offloading" (3,092).
Showing 50 of 101 papers. Every paper with more than 130 citations is listed.
| # | Paper | ||
|---|---|---|---|
| 1 | Federated Learning: Challenges, Methods, and Future Directions Tian Li, Anit Kumar Sahu, Ameet Talwalkar et al. · IEEE Signal Processing Magazine | May 2020 | 5,060 |
| 2 | Deep Learning: Methods and Applications Li Deng, Dong Yu · Foundations and Trends® in Signal Processing | 30 Jun 2014 | 3,405 |
| 3 | Mobile Edge Computing: A Survey on Architecture and Computation Offloading Pavel Mach, Zdenek Becvar · IEEE Communications Surveys & Tutorials | 2017 | 3,092 |
| 4 | Machine learning and deep learning Christian Janiesch, Patrick Zschech, Kai Heinrich · Electronic Markets | 8 Apr 2021 | 2,634 |
| 5 | Computer science as empirical inquiry Allen Newell, Herbert A. Simon · Communications of the ACM | Mar 1976 | 2,345 |
| 6 | An End-to-End Deep Learning Architecture for Graph Classification Muhan Zhang, Zhicheng Cui, Marion Neumann et al. · Proceedings of the AAAI Conference on Artificial Intelligence | 29 Apr 2018 | 1,524 |
| 7 | Text Classification Algorithms: A Survey Kamran Kowsari, Kiana Jafari Meimandi, Mojtaba Heidarysafa et al. · Information | 23 Apr 2019 | 1,309 |
| 8 | Towards Personalized Federated Learning Alysa Ziying Tan, Han Yu, Lizhen Cui et al. · IEEE Transactions on Neural Networks and Learning Systems | 28 Mar 2022 | 1,152 |
| 9 | Blockchain for Internet of Things: A Survey Hong-Ning Dai, Zibin Zheng, Yan Zhang · IEEE Internet of Things Journal | 5 Jun 2019 | 1,079 |
| 10 | From computing with numbers to computing with words. From manipulation of measurements to manipulation of perceptions L. A. ZADEH · IEEE Transactions on Circuits and Systems I Fundamental Theory and Applications | 1999 | 1,044 |
| 11 | Blockchain application and outlook in the banking industry Ye Guo, Liang Chen · Financial Innovation | Dec 2016 | 971 |
| 12 | A formal definition of Big Data based on its essential features Andrea De Mauro, Marco Greco, Michele Grimaldi · Library Review | 22 Mar 2016 | 934 |
| 13 | Decentralized Computation Offloading Game for Mobile Cloud Computing Xu Chen · IEEE Transactions on Parallel and Distributed Systems | 11 Apr 2014 | 869 |
| 14 | Big Data and cloud computing: innovation opportunities and challenges Chaowei Phil Yang, Qunying Huang, Zhenlong Li et al. · International Journal of Digital Earth | 3 Nov 2016 | 842 |
| 15 | A Survey of Distributed Consensus Protocols for Blockchain Networks Yang Xiao, Ning Zhang, Wenjing Lou et al. · IEEE Communications Surveys & Tutorials | 2020 | 825 |
| 16 | What makes Big Data, Big Data? Exploring the ontological characteristics of 26 datasets Rob Kitchin, Gavin McArdle · Big Data & Society | 17 Feb 2016 | 601 |
| 17 | A survey on blockchain technology and its security Huaqun Guo, Xingjie Yu · Blockchain Research and Applications | 24 Feb 2022 | 570 |
| 18 | A survey on FinTech Keke Gai, Meikang Qiu, Xiaotong Sun · Journal of Network and Computer Applications | 16 Oct 2017 | 563 |
| 19 | Big Data: Survey, Technologies, Opportunities, and Challenges Nawsher Khan, Ibrar Yaqoob, Mohamed Hashem et al. · The Scientific World JOURNAL | 2014 | 549 |
| 20 | The case for cloud computing in genome informatics Lincoln Stein · Genome biology | 2010 | 534 |
| 21 | Advanced Steel Microstructural Classification by Deep Learning Methods Seyed Majid Azimi, Dominik Britz, Michael Engstler et al. · Scientific Reports | 26 Jan 2018 | 472 |
| 22 | Recent progress in semantic image segmentation Xiaolong Liu, Zhidong Deng, Yuhan Yang · Artificial Intelligence Review | 27 Jun 2018 | 464 |
| 23 | A review of metaheuristic scheduling techniques in cloud computing Mala Kalra, Sarbjeet Singh · Egyptian Informatics Journal | 18 Aug 2015 | 413 |
| 24 | Why general artificial intelligence will not be realized Ragnar Fjelland · Humanities and Social Sciences Communications | 17 Jun 2020 | 402 |
| 25 | Simple and Deep Graph Convolutional Networks Ming Chen, Zhewei Wei, Zengfeng Huang et al. · arXiv (Cornell University) | 4 Jul 2020 | 402 |
| 26 | Machine Learning at the Network Edge: A Survey M. G. Sarwar Murshed, Christopher Murphy, Daqing Hou et al. · ACM Computing Surveys | 4 Oct 2021 | 397 |
| 27 | Quantum Computing for Finance: State-of-the-Art and Future Prospects Daniel J. Egger, Claudio Gambella, Jakub Marecek et al. · IEEE Transactions on Quantum Engineering | 2020 | 364 |
| 28 | Could a Machine Think? Paul M. Churchland, Patricia Smith Churchland · Scientific American | 1990 | 360 |
| 29 | Cyber risk and cybersecurity: a systematic review of data availability Frank Cremer, Barry A. Sheehan, Michael Fortmann et al. · The Geneva Papers on Risk and Insurance Issues and Practice | 17 Feb 2022 | 351 |
| 30 | International journal of machine learning and cybernetics Xizhao Wang · International Journal of Machine Learning and Cybernetics | 10 Nov 2010 | 279 |
| 31 | Ethical challenges of edtech, big data and personalized learning: twenty-first century student sorting and tracking Priscilla M. Regan, Jolene Kay Jesse · Ethics and Information Technology | 3 Dec 2018 | 277 |
| 32 | A scoping review of cloud computing in healthcare Lena Griebel, Hans‐Ulrich Prokosch, Felix Köpcke et al. · BMC Medical Informatics and Decision Making | 18 Mar 2015 | 269 |
| 33 | What is Semantic Communication? A View on Conveying Meaning in the Era of Machine Intelligence Qiao Lan, Dingzhu Wen, Zezhong Zhang et al. · Journal of Communications and Information Networks | Dec 2021 | 252 |
| 34 | Sentiment Analysis with Global Topics and Local Dependency Fangtao Li, Minlie Huang, Xiaoyan Zhu · Proceedings of the AAAI Conference on Artificial Intelligence | 5 Jul 2010 | 252 |
| 35 | Algorithms and Techniques Guandong Xu, Yanchun Zhang, Lin Li | 19 Oct 2010 | 249 |
| 36 | International Journal of Scientific Research in Science and Technology IJSRST, Pankaj S. Borkar, Sangharsh S. Chandekar et al. · International Journal of Scientific Research in Science and Technology | Oct 2008 | 245 |
| 37 | Potentiality of Big Data in the Medical Sector: Focus on How to Reshape the Healthcare System Kyoungyoung Jee, Gang-Hoon Kim · Healthcare Informatics Research | 2013 | 243 |
| 38 | Delay-Aware and Energy-Efficient Computation Offloading in Mobile-Edge Computing Using Deep Reinforcement Learning Laha Ale, Ning Zhang, Xiaojie Fang et al. · IEEE Transactions on Cognitive Communications and Networking | 17 Mar 2021 | 241 |
| 39 | An Efficiency-Boosting Client Selection Scheme for Federated Learning With Fairness Guarantee Tiansheng Huang, Weiwei Lin, Wentai Wu et al. · IEEE Transactions on Parallel and Distributed Systems | 26 Nov 2020 | 234 |
| 40 | IEEE Communications Surveys and Tutorials Dusit Tao Niyato · IEEE Communications Surveys & Tutorials | 2021 | 231 |
| 41 | Big Data and data science: A critical review of issues for educational research Ben Kei Daniel · British Journal of Educational Technology | 23 Nov 2017 | 219 |
| 42 | Proceedings - Electronic Components and Technology Conference H. L. Jensen, Arturo Cifuentes · conference | 1995 | 214 |
| 43 | Big Data with Cloud Computing: an insight on the computing environment, MapReduce , and programming frameworks Alberto Fernández, Sara del Río, Victoria López et al. · Wiley Interdisciplinary Reviews Data Mining and Knowledge Discovery | Sep 2014 | 214 |
| 44 | Digital technology and social change: the digital transformation of society from a historical perspective Martin Hilbert · Dialogues in Clinical Neuroscience | 25 Jun 2020 | 213 |
| 45 | Analysis of the Security and Privacy Requirements of Cloud-Based Electronic Health Records Systems Joel J. P. C. Rodrigues, Isabel de la Torre Díez, Gonzalo Fernández et al. · Journal of Medical Internet Research | 21 Aug 2013 | 211 |
| 46 | Bridging the Gender Digital Gap Judith Mariscal, Gloria Mayne, Urvashi Aneja et al. · Economics | 21 Jan 2019 | 205 |
| 47 | Detection of Epileptic Seizure Using Pretrained Deep Convolutional Neural Network and Transfer Learning Hidir Selcuk Nogay, Hojjat Adeli · European Neurology | 2020 | 203 |
| 48 | A bibliometric analysis of bitcoin scientific production Ignasi Merediz-Solà, Aurelio F. Bariviera · Research in International Business and Finance | 12 Jun 2019 | 202 |
| 49 | Big Data Analytics in the Cloud: Spark on Hadoop vs MPI/OpenMP on Beowulf Jorge Luis Reyes-Ortiz, Luca Oneto, Davide Anguita · Procedia Computer Science | 2015 | 192 |
| 50 | Drug repositioning based on bounded nuclear norm regularization Mengyun Yang, Huimin Luo, Yaohang Li et al. · Bioinformatics | 10 May 2019 | 190 |
Citations are OpenAlex's own counts, from its 2026-09-23 snapshot, so the ranking can differ from Google Scholar or Web of Science. A paper is listed for a field when OpenAlex files it under one of the field's topics; retracted papers and papers whose citation count cannot be traced to citing works are left out, and a preprint and the article it became are shown once. Release dates are OpenAlex's: where a source gave only a month or a year, that is what is shown. How the lists are chosen.