# | Title | Journal | Year | Citations |
---|
|
1 | A survey on Image Data Augmentation for Deep Learning | Journal of Big Data | 2019 | 6,308 |
2 | A survey of transfer learning | Journal of Big Data | 2016 | 3,603 |
3 | Review of deep learning: concepts, CNN architectures, challenges, applications, future directions | Journal of Big Data | 2021 | 2,936 |
4 | Deep learning applications and challenges in big data analytics | Journal of Big Data | 2015 | 1,772 |
5 | Survey on deep learning with class imbalance | Journal of Big Data | 2019 | 1,474 |
6 | Big data in healthcare: management, analysis and future prospects | Journal of Big Data | 2019 | 848 |
7 | Text Data Augmentation for Deep Learning | Journal of Big Data | 2021 | 718 |
8 | Deep convolutional neural network based medical image classification for disease diagnosis | Journal of Big Data | 2019 | 619 |
9 | Internet of Things is a revolutionary approach for future technology enhancement: a review | Journal of Big Data | 2019 | 569 |
10 | Big data analytics: a survey | Journal of Big Data | 2015 | 556 |
11 | CatBoost for big data: an interdisciplinary review | Journal of Big Data | 2020 | 498 |
12 | Sentiment analysis using product review data | Journal of Big Data | 2015 | 478 |
13 | A survey on addressing high-class imbalance in big data | Journal of Big Data | 2018 | 470 |
14 | Big healthcare data: preserving security and privacy | Journal of Big Data | 2018 | 413 |
15 | Selecting critical features for data classification based on machine learning methods | Journal of Big Data | 2020 | 412 |
16 | Step away from stepwise | Journal of Big Data | 2018 | 332 |
17 | A survey of open source tools for machine learning with big data in the Hadoop ecosystem | Journal of Big Data | 2015 | 327 |
18 | Uncertainty in big data analytics: survey, opportunities, and challenges | Journal of Big Data | 2019 | 322 |
19 | A survey on missing data in machine learning | Journal of Big Data | 2021 | 322 |
20 | Survey of review spam detection using machine learning techniques | Journal of Big Data | 2015 | 319 |
21 | Analysis and best parameters selection for person recognition based on gait model using CNN algorithm and image augmentation | Journal of Big Data | 2021 | 308 |
22 | Cybersecurity data science: an overview from machine learning perspective | Journal of Big Data | 2020 | 286 |
23 | A survey on platforms for big data analytics | Journal of Big Data | 2015 | 279 |
24 | Survey on categorical data for neural networks | Journal of Big Data | 2020 | 272 |
25 | Intelligent video surveillance: a review through deep learning techniques for crowd analysis | Journal of Big Data | 2019 | 267 |
26 | Analysis of diabetes mellitus for early prediction using optimal features selection | Journal of Big Data | 2019 | 254 |
27 | Performance Analysis of Intrusion Detection Systems Using a Feature Selection Method on the UNSW-NB15 Dataset | Journal of Big Data | 2020 | 243 |
28 | Big Data: Deep Learning for financial sentiment analysis | Journal of Big Data | 2018 | 241 |
29 | Customer churn prediction in telecom using machine learning in big data platform | Journal of Big Data | 2019 | 238 |
30 | Big data privacy: a technological perspective and review | Journal of Big Data | 2016 | 237 |
31 | Manufacturing process data analysis pipelines: a requirements analysis and survey | Journal of Big Data | 2019 | 236 |
32 | Smart literature review: a practical topic modelling approach to exploratory literature review | Journal of Big Data | 2019 | 236 |
33 | A survey on heterogeneous transfer learning | Journal of Big Data | 2017 | 232 |
34 | A review of data mining using big data in health informatics | Journal of Big Data | 2014 | 221 |
35 | Deep Learning applications for COVID-19 | Journal of Big Data | 2021 | 210 |
36 | Visualizing Big Data with augmented and virtual reality: challenges and research agenda | Journal of Big Data | 2015 | 206 |
37 | Intrusion detection and Big Heterogeneous Data: a Survey | Journal of Big Data | 2015 | 206 |
38 | A comprehensive survey of anomaly detection techniques for high dimensional big data | Journal of Big Data | 2020 | 197 |
39 | Boosting methods for multi-class imbalanced data classification: an experimental review | Journal of Big Data | 2020 | 196 |
40 | An industrial big data pipeline for data-driven analytics maintenance applications in large-scale smart manufacturing facilities | Journal of Big Data | 2015 | 194 |
41 | Short-term stock market price trend prediction using a comprehensive deep learning system | Journal of Big Data | 2020 | 193 |
42 | Toward multi-label sentiment analysis: a transfer learning based approach | Journal of Big Data | 2020 | 178 |
43 | A survey on deep learning tools dealing with data scarcity: definitions, challenges, solutions, tips, and applications | Journal of Big Data | 2023 | 176 |
44 | Effectiveness analysis of machine learning classification models for predicting personalized context-aware smartphone usage | Journal of Big Data | 2019 | 175 |
45 | Comparative analysis of deep learning image detection algorithms | Journal of Big Data | 2021 | 166 |
46 | Predictive big data analytics for supply chain demand forecasting: methods, applications, and research opportunities | Journal of Big Data | 2020 | 160 |
47 | The use of Big Data Analytics in healthcare | Journal of Big Data | 2022 | 156 |
48 | Analysis of agriculture data using data mining techniques: application of big data | Journal of Big Data | 2017 | 150 |
49 | A survey on data‐efficient algorithms in big data era | Journal of Big Data | 2021 | 149 |
50 | Analysis and classification of heart diseases using heartbeat features and machine learning algorithms | Journal of Big Data | 2019 | 148 |