# | Title | Journal | Year | Citations |
---|
1 | A survey on Image Data Augmentation for Deep Learning | Journal of Big Data | 2019 | 5,470 |
2 | A survey of transfer learning | Journal of Big Data | 2016 | 3,193 |
3 | Review of deep learning: concepts, CNN architectures, challenges, applications, future directions | Journal of Big Data | 2021 | 2,200 |
4 | Deep learning applications and challenges in big data analytics | Journal of Big Data | 2015 | 1,661 |
5 | Survey on deep learning with class imbalance | Journal of Big Data | 2019 | 1,285 |
6 | Big data in healthcare: management, analysis and future prospects | Journal of Big Data | 2019 | 722 |
7 | Text Data Augmentation for Deep Learning | Journal of Big Data | 2021 | 594 |
8 | Deep convolutional neural network based medical image classification for disease diagnosis | Journal of Big Data | 2019 | 530 |
9 | Big data analytics: a survey | Journal of Big Data | 2015 | 527 |
10 | Internet of Things is a revolutionary approach for future technology enhancement: a review | Journal of Big Data | 2019 | 479 |
11 | Sentiment analysis using product review data | Journal of Big Data | 2015 | 447 |
12 | A survey on addressing high-class imbalance in big data | Journal of Big Data | 2018 | 405 |
13 | CatBoost for big data: an interdisciplinary review | Journal of Big Data | 2020 | 361 |
14 | Big healthcare data: preserving security and privacy | Journal of Big Data | 2018 | 359 |
15 | Selecting critical features for data classification based on machine learning methods | Journal of Big Data | 2020 | 329 |
16 | A survey of open source tools for machine learning with big data in the Hadoop ecosystem | Journal of Big Data | 2015 | 314 |
17 | Survey of review spam detection using machine learning techniques | Journal of Big Data | 2015 | 301 |
18 | Analysis and best parameters selection for person recognition based on gait model using CNN algorithm and image augmentation | Journal of Big Data | 2021 | 297 |
19 | Step away from stepwise | Journal of Big Data | 2018 | 292 |
20 | Uncertainty in big data analytics: survey, opportunities, and challenges | Journal of Big Data | 2019 | 274 |
21 | A survey on platforms for big data analytics | Journal of Big Data | 2015 | 269 |
22 | Cybersecurity data science: an overview from machine learning perspective | Journal of Big Data | 2020 | 246 |
23 | Intelligent video surveillance: a review through deep learning techniques for crowd analysis | Journal of Big Data | 2019 | 231 |
24 | Analysis of diabetes mellitus for early prediction using optimal features selection | Journal of Big Data | 2019 | 230 |
25 | Survey on categorical data for neural networks | Journal of Big Data | 2020 | 225 |
26 | Manufacturing process data analysis pipelines: a requirements analysis and survey | Journal of Big Data | 2019 | 221 |
27 | Big Data: Deep Learning for financial sentiment analysis | Journal of Big Data | 2018 | 219 |
28 | A survey on missing data in machine learning | Journal of Big Data | 2021 | 216 |
29 | Big data privacy: a technological perspective and review | Journal of Big Data | 2016 | 215 |
30 | A review of data mining using big data in health informatics | Journal of Big Data | 2014 | 214 |
31 | A survey on heterogeneous transfer learning | Journal of Big Data | 2017 | 214 |
32 | Customer churn prediction in telecom using machine learning in big data platform | Journal of Big Data | 2019 | 200 |
33 | Intrusion detection and Big Heterogeneous Data: a Survey | Journal of Big Data | 2015 | 199 |
34 | Deep Learning applications for COVID-19 | Journal of Big Data | 2021 | 195 |
35 | Performance Analysis of Intrusion Detection Systems Using a Feature Selection Method on the UNSW-NB15 Dataset | Journal of Big Data | 2020 | 194 |
36 | Visualizing Big Data with augmented and virtual reality: challenges and research agenda | Journal of Big Data | 2015 | 193 |
37 | Smart literature review: a practical topic modelling approach to exploratory literature review | Journal of Big Data | 2019 | 192 |
38 | An industrial big data pipeline for data-driven analytics maintenance applications in large-scale smart manufacturing facilities | Journal of Big Data | 2015 | 182 |
39 | Toward multi-label sentiment analysis: a transfer learning based approach | Journal of Big Data | 2020 | 163 |
40 | A comprehensive survey of anomaly detection techniques for high dimensional big data | Journal of Big Data | 2020 | 160 |
41 | Boosting methods for multi-class imbalanced data classification: an experimental review | Journal of Big Data | 2020 | 156 |
42 | Short-term stock market price trend prediction using a comprehensive deep learning system | Journal of Big Data | 2020 | 155 |
43 | Effectiveness analysis of machine learning classification models for predicting personalized context-aware smartphone usage | Journal of Big Data | 2019 | 151 |
44 | Analysis of agriculture data using data mining techniques: application of big data | Journal of Big Data | 2017 | 135 |
45 | Big Data management in smart grid: concepts, requirements and implementation | Journal of Big Data | 2017 | 128 |
46 | Comparative analysis of deep learning image detection algorithms | Journal of Big Data | 2021 | 127 |
47 | Prediction and analysis of Indonesia Presidential election from Twitter using sentiment analysis | Journal of Big Data | 2018 | 124 |
48 | Intrusion detection model using machine learning algorithm on Big Data environment | Journal of Big Data | 2018 | 124 |
49 | Big data stream analysis: a systematic literature review | Journal of Big Data | 2019 | 122 |
50 | Analysis and classification of heart diseases using heartbeat features and machine learning algorithms | Journal of Big Data | 2019 | 121 |