Journal of Big Data

Papers
(The TQCC of Journal of Big Data is 13. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2020-02-01 to 2024-02-01.)
ArticleCitations
Review of deep learning: concepts, CNN architectures, challenges, applications, future directions1985
CatBoost for big data: an interdisciplinary review327
Selecting critical features for data classification based on machine learning methods305
Cybersecurity data science: an overview from machine learning perspective222
Survey on categorical data for neural networks210
A survey on missing data in machine learning189
Deep Learning applications for COVID-19182
Performance Analysis of Intrusion Detection Systems Using a Feature Selection Method on the UNSW-NB15 Dataset175
Text Data Augmentation for Deep Learning162
Boosting methods for multi-class imbalanced data classification: an experimental review150
A comprehensive survey of anomaly detection techniques for high dimensional big data150
Short-term stock market price trend prediction using a comprehensive deep learning system142
Comparative analysis of deep learning image detection algorithms116
Predictive big data analytics for supply chain demand forecasting: methods, applications, and research opportunities107
A survey on data‐efficient algorithms in big data era101
Resampling imbalanced data for network intrusion detection datasets99
A survey and analysis of intrusion detection models based on CSE-CIC-IDS2018 Big Data99
A survey on generative adversarial networks for imbalance problems in computer vision tasks97
A comprehensive evaluation of ensemble learning for stock-market prediction95
SICE: an improved missing data imputation technique91
Current landscape and influence of big data on finance88
Sensor data quality: a systematic review87
Analysis and best parameters selection for person recognition based on gait model using CNN algorithm and image augmentation79
A novel community detection based genetic algorithm for feature selection78
A comparative analysis of machine learning methods for emotion recognition using EEG and peripheral physiological signals77
The use of Big Data Analytics in healthcare75
A systematic review and research perspective on recommender systems72
A survey on deep learning tools dealing with data scarcity: definitions, challenges, solutions, tips, and applications71
Intrusion detection systems using long short-term memory (LSTM)68
Prediction of probable backorder scenarios in the supply chain using Distributed Random Forest and Gradient Boosting Machine learning techniques64
A comparative dimensionality reduction study in telecom customer segmentation using deep learning and PCA59
Part of speech tagging: a systematic review of deep learning and machine learning approaches58
A literature review on one-class classification and its potential applications in big data55
Air-pollution prediction in smart city, deep learning approach55
A machine learning based credit card fraud detection using the GA algorithm for feature selection52
Data science approach to stock prices forecasting in Indonesia during Covid-19 using Long Short-Term Memory (LSTM)50
A survey on artificial intelligence assurance48
A novel multi-source information-fusion predictive framework based on deep neural networks for accuracy enhancement in stock market prediction42
A novel method of constrained feature selection by the measurement of pairwise constraints uncertainty39
Transfer learning: a friendly introduction39
Machine learning techniques to predict daily rainfall amount39
Time-aware domain-based social influence prediction37
IGRF-RFE: a hybrid feature selection method for MLP-based network intrusion detection on UNSW-NB15 dataset37
Designing a Permissioned Blockchain Network for the Halal Industry using Hyperledger Fabric with multiple channels and the raft consensus mechanism36
Text based personality prediction from multiple social media data sources using pre-trained language model and model averaging35
A comprehensive performance analysis of Apache Hadoop and Apache Spark for large scale data sets using HiBench35
Flight delay prediction based on deep learning and Levenberg-Marquart algorithm35
Big data quality framework: a holistic approach to continuous quality management34
Sentiment analysis of online product reviews using DLMNN and future prediction of online product using IANFIS33
Deep anomaly detection through visual attention in surveillance videos33
Detecting web attacks using random undersampling and ensemble learners33
Application of big data analytics and organizational performance: the mediating role of knowledge management practices32
Detecting cybersecurity attacks across different network features and learners32
Predictive analytics using big data for increased customer loyalty: Syriatel Telecom Company case study30
Machine learning-based mathematical modelling for prediction of social media consumer behavior using big data analytics30
The performance of BERT as data representation of text clustering30
Anomaly detection optimization using big data and deep learning to reduce false-positive29
An alternative approach to dimension reduction for pareto distributed data: a case study29
Arabic text summarization using deep learning approach29
Image captioning model using attention and object features to mimic human image understanding29
Apply machine learning techniques to detect malicious network traffic in cloud computing28
Sleep stage classification using extreme learning machine and particle swarm optimization for healthcare big data28
Stress detection using natural language processing and machine learning over social interactions28
Stable bagging feature selection on medical data27
Enhanced credit card fraud detection based on attention mechanism and LSTM deep model27
Real-time monitoring of traffic parameters27
Predictive analytics using Big Data for the real estate market during the COVID-19 pandemic26
Machine learning approaches in Covid-19 severity risk prediction in Morocco26
Big data analytics on social networks for real-time depression detection25
Multi-layered deep learning perceptron approach for health risk prediction25
Hemorrhage semantic segmentation in fundus images for the diagnosis of diabetic retinopathy by using a convolutional neural network25
Determining threshold value on information gain feature selection to increase speed and prediction accuracy of random forest24
A deep learning-based model using hybrid feature extraction approach for consumer sentiment analysis24
User profile correlation-based similarity (UPCSim) algorithm in movie recommendation system23
Survey on RNN and CRF models for de-identification of medical free text23
Unsupervised outlier detection in multidimensional data22
Multiclass emotion prediction using heart rate and virtual reality stimuli22
Investigating the impact of pre-processing techniques and pre-trained word embeddings in detecting Arabic health information on social media22
Convergence of artificial intelligence and high performance computing on NSF-supported cyberinfrastructure22
Four-class emotion classification in virtual reality using pupillometry22
Querying knowledge graphs in natural language22
Extending reference architecture of big data systems towards machine learning in edge computing environments21
Time-series analysis with smoothed Convolutional Neural Network21
A set theory based similarity measure for text clustering and classification21
A hybrid recommender system based-on link prediction for movie baskets analysis21
Understanding the development trends of big data technologies: an analysis of patents and the cited scholarly works21
Cyberbullying detection: advanced preprocessing techniques & deep learning architecture for Roman Urdu data20
Big data insight on global mobility during the Covid-19 pandemic lockdown19
A hybrid machine learning method for increasing the performance of network intrusion detection systems19
Array databases: concepts, standards, implementations19
A survey of methods supporting cyber situational awareness in the context of smart cities19
Exploring the efficacy of transfer learning in mining image-based software artifacts19
Programming big data analysis: principles and solutions19
Tumor antigens and immune subtypes of glioblastoma: the fundamentals of mRNA vaccine and individualized immunotherapy development19
Exploring big data traits and data quality dimensions for big data analytics application using partial least squares structural equation modelling19
Optimized hybrid investigative based dimensionality reduction methods for malaria vector using KNN classifier19
Machine learning-based identification of patients with a cardiovascular defect18
Modeling and tracking Covid-19 cases using Big Data analytics on HPCC system platform18
Context pre-modeling: an empirical analysis for classification based user-centric context-aware predictive modeling18
Multivariate cryptocurrency prediction: comparative analysis of three recurrent neural networks approaches18
Utilizing technologies of fog computing in educational IoT systems: privacy, security, and agility perspective18
Exploring halal tourism tweets on social media18
Modelling customers credit card behaviour using bidirectional LSTM neural networks18
A survey of dimension reduction and classification methods for RNA-Seq data on malaria vector17
Preventive healthcare policies in the US: solutions for disease management using Big Data Analytics17
The forecast of COVID-19 spread risk at the county level17
Using Big Data-machine learning models for diabetes prediction and flight delays analytics17
Social network data analysis to highlight privacy threats in sharing data17
A hybrid semantic query expansion approach for Arabic information retrieval17
Automatic LIDAR building segmentation based on DGCNN and euclidean clustering17
A reconstruction error-based framework for label noise detection17
IoT Big Data provenance scheme using blockchain on Hadoop ecosystem17
Using social media for sub-event detection during disasters17
A novel time efficient learning-based approach for smart intrusion detection system17
A practical Alzheimer’s disease classifier via brain imaging-based deep learning on 85,721 samples17
Human behavior in image-based Road Health Inspection Systems despite the emerging AutoML16
Mapping and 3D modelling using quadrotor drone and GIS software16
Hybrid gradient descent spider monkey optimization (HGDSMO) algorithm for efficient resource scheduling for big data processing in heterogenous environment16
Using meta-learning for automated algorithms selection and configuration: an experimental framework for industrial big data16
The use of generative adversarial networks to alleviate class imbalance in tabular data: a survey16
Minimum threshold determination method based on dataset characteristics in association rule mining16
Uncovering trend-based research insights on teaching and learning in big data16
Real-time spatio-temporal event detection on geotagged social media16
Deep learning for emotion analysis in Arabic tweets15
Analyzing MRI scans to detect glioblastoma tumor using hybrid deep belief networks15
Remote patient monitoring and classifying using the internet of things platform combined with cloud computing15
Gap, techniques and evaluation: traffic flow prediction using machine learning and deep learning15
Plant diseases detection with low resolution data using nested skip connections15
CRNet: a multimodal deep convolutional neural network for customer revisit prediction15
Sensing and making sense of tourism flows and urban data to foster sustainability awareness: a real-world experience15
Predicting LQ45 financial sector indices using RNN-LSTM15
DV-DVFS: merging data variety and DVFS technique to manage the energy consumption of big data processing14
Leveraging machine learning and big data for optimizing medication prescriptions in complex diseases: a case study in diabetes management14
Impact of rail transit station proximity to commercial property prices: utilizing big data in urban real estate14
An overview of recent distributed algorithms for learning fuzzy models in Big Data classification14
An analytics model for TelecoVAS customers’ basket clustering using ensemble learning approach14
Modeling the public attitude towards organic foods: a big data and text mining approach14
Group based emotion recognition from video sequence with hybrid optimization based recurrent fuzzy neural network14
A distributed Content-Based Video Retrieval system for large datasets14
Detecting Denial of Service attacks using machine learning algorithms14
Deep learning-based question answering system for intelligent humanoid robot14
Arabic aspect sentiment polarity classification using BERT14
Automatic analysis of social media images to identify disaster type and infer appropriate emergency response13
A novel sensitivity-based method for feature selection13
Towards data sharing economy on Internet of Things: a semantic for telemetry data13
The best statistical model to estimate predictors of under-five mortality in Ethiopia13
Investigating the relationship between time and predictive model maintenance13
Chronic kidney disease prediction using machine learning techniques13
An unsupervised method for social network spammer detection based on user information interests13
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