Journal of Big Data

Article	Citations
Review of deep learning: concepts, CNN architectures, challenges, applications, future directions	3128
CatBoost for big data: an interdisciplinary review	538
A survey on missing data in machine learning	368
Text Data Augmentation for Deep Learning	254
Performance Analysis of Intrusion Detection Systems Using a Feature Selection Method on the UNSW-NB15 Dataset	253
Deep Learning applications for COVID-19	204
A survey on deep learning tools dealing with data scarcity: definitions, challenges, solutions, tips, and applications	203
The use of Big Data Analytics in healthcare	166
Comparative analysis of deep learning image detection algorithms	166
A survey on data‐efficient algorithms in big data era	155
A systematic review and research perspective on recommender systems	153
A survey on generative adversarial networks for imbalance problems in computer vision tasks	139
Resampling imbalanced data for network intrusion detection datasets	137
A survey and analysis of intrusion detection models based on CSE-CIC-IDS2018 Big Data	129
Intrusion detection systems using long short-term memory (LSTM)	113
Transfer learning: a friendly introduction	112
A machine learning based credit card fraud detection using the GA algorithm for feature selection	109
A novel community detection based genetic algorithm for feature selection	103
Part of speech tagging: a systematic review of deep learning and machine learning approaches	95
Air-pollution prediction in smart city, deep learning approach	94
IGRF-RFE: a hybrid feature selection method for MLP-based network intrusion detection on UNSW-NB15 dataset	94
Analysis and best parameters selection for person recognition based on gait model using CNN algorithm and image augmentation	92
A literature review on one-class classification and its potential applications in big data	86
Machine learning techniques to predict daily rainfall amount	76
A survey on artificial intelligence assurance	64

Data science approach to stock prices forecasting in Indonesia during Covid-19 using Long Short-Term Memory (LSTM)	58
A deep learning-based model using hybrid feature extraction approach for consumer sentiment analysis	54
Stress detection using natural language processing and machine learning over social interactions	53
A novel multi-source information-fusion predictive framework based on deep neural networks for accuracy enhancement in stock market prediction	52
Text based personality prediction from multiple social media data sources using pre-trained language model and model averaging	52
Time-series analysis with smoothed Convolutional Neural Network	51
Enhanced credit card fraud detection based on attention mechanism and LSTM deep model	49
A comprehensive performance analysis of Apache Hadoop and Apache Spark for large scale data sets using HiBench	49
Big data quality framework: a holistic approach to continuous quality management	45
Machine learning-based mathematical modelling for prediction of social media consumer behavior using big data analytics	45
Designing a Permissioned Blockchain Network for the Halal Industry using Hyperledger Fabric with multiple channels and the raft consensus mechanism	45
Detecting web attacks using random undersampling and ensemble learners	44
The performance of BERT as data representation of text clustering	44
Chronic kidney disease prediction using machine learning techniques	43
Flight delay prediction based on deep learning and Levenberg-Marquart algorithm	43
Cyberbullying detection: advanced preprocessing techniques & deep learning architecture for Roman Urdu data	41
Skin-Net: a novel deep residual network for skin lesions classification using multilevel feature extraction and cross-channel correlation with detection of outlier	40
A practical Alzheimer’s disease classifier via brain imaging-based deep learning on 85,721 samples	40
Big data analytics on social networks for real-time depression detection	40
Image captioning model using attention and object features to mimic human image understanding	39
Detecting cybersecurity attacks across different network features and learners	39
Determining threshold value on information gain feature selection to increase speed and prediction accuracy of random forest	37
Apply machine learning techniques to detect malicious network traffic in cloud computing	37
An alternative approach to dimension reduction for pareto distributed data: a case study	36
Arabic text summarization using deep learning approach	36
Programming big data analysis: principles and solutions	35
Machine learning approaches in Covid-19 severity risk prediction in Morocco	35
A novel sensitivity-based method for feature selection	34
Hemorrhage semantic segmentation in fundus images for the diagnosis of diabetic retinopathy by using a convolutional neural network	34
Stable bagging feature selection on medical data	34
Unsupervised outlier detection in multidimensional data	33
Sleep stage classification using extreme learning machine and particle swarm optimization for healthcare big data	33
A hybrid machine learning method for increasing the performance of network intrusion detection systems	32
Review of deep learning methods for remote sensing satellite images classification: experimental survey and comparative analysis	32
User profile correlation-based similarity (UPCSim) algorithm in movie recommendation system	31
Predictive analytics using Big Data for the real estate market during the COVID-19 pandemic	31
Querying knowledge graphs in natural language	30
Mapping and 3D modelling using quadrotor drone and GIS software	30
Gap, techniques and evaluation: traffic flow prediction using machine learning and deep learning	30
Sentiment analysis classification system using hybrid BERT models	29
Performance evaluation of deep learning techniques for DoS attacks detection in wireless sensor network	29
Detecting Denial of Service attacks using machine learning algorithms	29
Tabular and latent space synthetic data generation: a literature review	29
Social network data analysis to highlight privacy threats in sharing data	29
Machine learning-based identification of patients with a cardiovascular defect	28
Multivariate cryptocurrency prediction: comparative analysis of three recurrent neural networks approaches	28
Utilizing technologies of fog computing in educational IoT systems: privacy, security, and agility perspective	27
CRNet: a multimodal deep convolutional neural network for customer revisit prediction	27
Plant disease detection and classification techniques: a comparative study of the performances	26
Exploring big data traits and data quality dimensions for big data analytics application using partial least squares structural equation modelling	26

Remote patient monitoring and classifying using the internet of things platform combined with cloud computing	26
The effect of feature extraction and data sampling on credit card fraud detection	26
The use of generative adversarial networks to alleviate class imbalance in tabular data: a survey	26
Array databases: concepts, standards, implementations	26
Tumor antigens and immune subtypes of glioblastoma: the fundamentals of mRNA vaccine and individualized immunotherapy development	26
IDS-attention: an efficient algorithm for intrusion detection systems using attention mechanism	26
Using social media for sub-event detection during disasters	26
Arabic aspect sentiment polarity classification using BERT	25
Investigating the impact of pre-processing techniques and pre-trained word embeddings in detecting Arabic health information on social media	25
Human behavior in image-based Road Health Inspection Systems despite the emerging AutoML	25
Automatic LIDAR building segmentation based on DGCNN and euclidean clustering	25
Exploring halal tourism tweets on social media	25
Minimum threshold determination method based on dataset characteristics in association rule mining	24
IoT Big Data provenance scheme using blockchain on Hadoop ecosystem	24
A review of graph neural networks: concepts, architectures, techniques, challenges, datasets, applications, and future directions	24
An exploratory content and sentiment analysis of the guardian metaverse articles using leximancer and natural language processing	24
Multiclass emotion prediction using heart rate and virtual reality stimuli	24
Governance and sustainability of distributed continuum systems: a big data approach	24
Predicting LQ45 financial sector indices using RNN-LSTM	24
A hybrid recommender system based-on link prediction for movie baskets analysis	23
Optimized hybrid investigative based dimensionality reduction methods for malaria vector using KNN classifier	23
A novel time efficient learning-based approach for smart intrusion detection system	23
Modelling customers credit card behaviour using bidirectional LSTM neural networks	23
Deep learning for emotion analysis in Arabic tweets	22
Modeling and tracking Covid-19 cases using Big Data analytics on HPCC system platform	22
A reconstruction error-based framework for label noise detection	21
Optimizing classification efficiency with machine learning techniques for pattern matching	21
Evaluating classifier performance with highly imbalanced Big Data	21
Modeling the public attitude towards organic foods: a big data and text mining approach	21
DaLiF: a data lifecycle framework for data-driven governments	20
Using meta-learning for automated algorithms selection and configuration: an experimental framework for industrial big data	20
Big data insight on global mobility during the Covid-19 pandemic lockdown	20
An LSTM and GRU based trading strategy adapted to the Moroccan market	20
Automatic analysis of social media images to identify disaster type and infer appropriate emergency response	20
Exploration of issues, challenges and latest developments in autonomous cars	19
A brief survey on big data: technologies, terminologies and data-intensive applications	19
Deep learning enhancing banking services: a hybrid transaction classification and cash flow prediction approach	19
A new theoretical understanding of big data analytics capabilities in organizations: a thematic analysis	19
Identification of mRNA vaccines and conserved ferroptosis related immune landscape for individual precision treatment in bladder cancer	18
Detection of fake news and hate speech for Ethiopian languages: a systematic review of the approaches	18
Real-time spatio-temporal event detection on geotagged social media	18
The forecast of COVID-19 spread risk at the county level	18
A survey of dimension reduction and classification methods for RNA-Seq data on malaria vector	18
Social media text analytics of Malayalam–English code-mixed using deep learning	18
An unsupervised method for social network spammer detection based on user information interests	18
Healthcare knowledge graph construction: A systematic review of the state-of-the-art, open issues, and opportunities	17
BEST: a web application for comprehensive biomarker exploration on large-scale data in solid tumors	17
A comparison of machine learning methods for ozone pollution prediction	17
Twitter sentiment analysis using hybrid gated attention recurrent network	17
Image caption generation using Visual Attention Prediction and Contextual Spatial Relation Extraction	17
Machine learning-based network intrusion detection for big and imbalanced data using oversampling, stacking feature embedding and feature extraction	17
AraXLNet: pre-trained language model for sentiment analysis of Arabic	17
A distributed Content-Based Video Retrieval system for large datasets	17
DV-DVFS: merging data variety and DVFS technique to manage the energy consumption of big data processing	17
Real-time event detection in social media streams through semantic analysis of noisy terms	17
Data analytics for crop management: a big data view	16
A scalable association rule learning heuristic for large datasets	16
Sensing and making sense of tourism flows and urban data to foster sustainability awareness: a real-world experience	16
Defining user spectra to classify Ethereum users based on their behavior	16
Towards data sharing economy on Internet of Things: a semantic for telemetry data	16
Unsupervised feature learning-based encoder and adversarial networks	15
Model fusion of deep neural networks for anomaly detection	15
Traffic and road conditions monitoring system using extracted information from Twitter	15
Social media analysis of Twitter tweets related to ASD in 2019–2020, with particular attention to COVID-19: topic modelling and sentiment analysis	14
Developing a mathematical model of the co-author recommender system using graph mining techniques and big data applications	14
Machine learning based customer churn prediction in home appliance rental business	14
Diabetes emergency cases identification based on a statistical predictive model	14
An analytics model for TelecoVAS customers’ basket clustering using ensemble learning approach	14
An analysis of the graph processing landscape	14
Unsupervised outlier detection for time-series data of indoor air quality using LSTM autoencoder with ensemble method	14
Breast cancer prediction using gated attentive multimodal deep learning	14
Optimization of air traffic management efficiency based on deep learning enriched by the long short-term memory (LSTM) and extreme learning machine (ELM)	14
Time series big data: a survey on data stream frameworks, analysis and algorithms	14
NLP-based platform as a service: a brief review	13
Implementation of Long Short-Term Memory and Gated Recurrent Units on grouped time-series data to predict stock prices accurately	13
IoT information theft prediction using ensemble feature selection	13
Predictors of outpatients’ no-show: big data analytics using apache spark	13
Forex market forecasting using machine learning: Systematic Literature Review and meta-analysis	13
Understanding quality of analytics trade-offs in an end-to-end machine learning-based classification system for building information modeling	13
Advanced machine learning techniques for cardiovascular disease early detection and diagnosis	13

Vehicle routing problems based on Harris Hawks optimization	13
Data-centric artificial intelligence in oncology: a systematic review assessing data quality in machine learning models for head and neck cancer	13
The evolution of Big Data in neuroscience and neurology	13
Why polls fail to predict elections	13
Comparing traditional news and social media with stock price movements; which comes first, the news or the price change?	13
Class center-based firefly algorithm for handling missing data	12
Predicting clinical outcomes of radiotherapy for head and neck squamous cell carcinoma patients using machine learning algorithms	12
A parallelization model for performance characterization of Spark Big Data jobs on Hadoop clusters	12
Accuracy improvements for cold-start recommendation problem using indirect relations in social networks	12
Blockchain meets machine learning: a survey	12
Design matters in patient-level prediction: evaluation of a cohort vs. case-control design when developing predictive models in observational healthcare datasets	12
Hybrid beluga whale optimization algorithm with multi-strategy for functions and engineering optimization problems	12
Deep learning for component fault detection in electricity transmission lines	12
Improved cost-sensitive representation of data for solving the imbalanced big data classification problem	12
A novel approach for learning ontology from relational database: from the construction to the evaluation	12
An analysis of COVID-19 economic measures and attitudes: evidence from social media mining	12
Web crawling based context aware recommender system using optimized deep recurrent neural network	11
SDPSO: Spark Distributed PSO-based approach for feature selection and cancer disease prognosis	11
Enabling real time big data solutions for manufacturing at scale	11
Machine learning-based turbulence-risk prediction method for the safe operation of aircrafts	11
Deep learning based deep-sea automatic image enhancement and animal species classification	11
The stability of different aggregation techniques in ensemble feature selection	11
Rating prediction of peer-to-peer accommodation through attributes and topics from customer review	11
A unified representation and transformation of multi-model data using category theory	11
A data value metric for quantifying information content and utility	11
Analysis of Bayesian optimization algorithms for big data classification based on Map Reduce framework	11
The use of knowledge extraction in predicting customer churn in B2B	11
Artificial intelligence models for prediction of monthly rainfall without climatic data for meteorological stations in Ethiopia	11
Deep-Eware: spatio-temporal social event detection using a hybrid learning model	11
Adaptive multiple imputations of missing values using the class center	10
Opinion mining for national security: techniques, domain applications, challenges and research opportunities	10
Designing a relational model to identify relationships between suspicious customers in anti-money laundering (AML) using social network analysis (SNA)	10
Time series modeling of road traffic accidents in Amhara Region	10
Exploration of the investment patterns of potential retail banking customers using two-stage cluster analysis	10
Artificial intelligence paradigm for ligand-based virtual screening on the drug discovery of type 2 diabetes mellitus	10
Threshold optimization and random undersampling for imbalanced credit card data	10
Research in computing-intensive simulations for nature-oriented civil-engineering and related scientific fields, using machine learning and big data: an overview of open problems	10
A clustering-based topic model using word networks and word embeddings	10
An intelligent literature review: adopting inductive approach to define machine learning applications in the clinical domain	10
A large-scale sentiment analysis of tweets pertaining to the 2020 US presidential election	10
Highly accurate and efficient two phase-intrusion detection system (TP-IDS) using distributed processing of HADOOP and machine learning techniques	10
Sentiment analysis for cruises in Saudi Arabia on social media platforms using machine learning algorithms	10
Comparative analysis of binary and one-class classification techniques for credit card fraud data	10
Domain randomization for neural network classification	10
A survey on bandwidth-aware geo-distributed frameworks for big-data analytics	10
Design, development and performance analysis of cognitive assisting aid with multi sensor fused navigation for visually impaired people	9
Noninvasive identification of Benign and malignant eyelid tumors using clinical images via deep learning system	9
New distributed-topsis approach for multi-criteria decision-making problems in a big data context	9
Engineering the advances of the artificial neural networks (ANNs) for the security requirements of Internet of Things: a systematic review	9
Improving the accuracy of text classification using stemming method, a case of non-formal Indonesian conversation	9
Development of a regional voice dataset and speaker classification based on machine learning	9
Examining the impact of cross-domain learning on crime prediction	9
Big data fuzzy C-means algorithm based on bee colony optimization using an Apache Hbase	9
Big data actionable intelligence architecture	8
‘Everything is data’: towards one big data ecosystem using multiple sources of data on higher education in Indonesia	8
Two-stage credit scoring using Bayesian approach	8
Towards more efficient CNN-based surgical tools classification using transfer learning	8
CEU-Net: ensemble semantic segmentation of hyperspectral images using clustering	8
Robust visual tracking using very deep generative model	8
The state of metaverse research: a bibliometric visual analysis based on CiteSpace	8
Normalization and outlier removal in class center-based firefly algorithm for missing value imputation	8
KAGN:knowledge-powered attention and graph convolutional networks for social media rumor detection	8
Evaluation of recent advances in recommender systems on Arabic content	8
Optimizing IoT intrusion detection system: feature selection versus feature extraction in machine learning	8
Sentiment analysis of Indonesian datasets based on a hybrid deep-learning strategy	8
PCJ Java library as a solution to integrate HPC, Big Data and Artificial Intelligence workloads	8
Cursor movement detection in brain-computer-interface systems using the K-means clustering method and LSVM	8
Remote sensing detection enhancement	8
Separable convolutional neural networks for facial expressions recognition	8
Big Data and precision agriculture: a novel spatio-temporal semantic IoT data management framework for improved interoperability	8
Scalable approach for high-resolution land cover: a case study in the Mediterranean Basin	8
Machine learning concepts for correlated Big Data privacy	8
Cooperative co-evolution for feature selection in Big Data with random feature grouping	8
Analyzing Bangkok city taxi ride: reforming fares for profit sustainability using big data driven model	7
Network intrusion detection using data dimensions reduction techniques	7
A systematic review on big data applications and scope for industrial processing and healthcare sectors	7
Toward a smart health: big data analytics and IoT for real-time miscarriage prediction	7
A graph-based big data optimization approach using hidden Markov model and constraint satisfaction problem	7
Application of microservices patterns to big data systems	7
EXABSUM: a new text summarization approach for generating extractive and abstractive summaries	7
Fast cluster-based computation of exact betweenness centrality in large graphs	7
Detection of fickle trolls in large-scale online social networks	7
Bayesian zero-inflated regression model with application to under-five child mortality	7
Survey of transformers and towards ensemble learning using transformers for natural language processing	7
Short-term photovoltaic power production forecasting based on novel hybrid data-driven models	7
A semi-supervised short text sentiment classification method based on improved Bert model from unlabelled data	7
Improving lookup and query execution performance in distributed Big Data systems using Cuckoo Filter	7
An empirical study on the evaluation of the RDF storage systems	7
Ontology generation for flight safety messages in air traffic management	7
A novel Multi-Layer Attention Framework for visual description prediction using bidirectional LSTM	7
Runtime prediction of big data jobs: performance comparison of machine learning algorithms and analytical models	7
Detection and prevention of SQLI attacks and developing compressive framework using machine learning and hybrid techniques	7
Social media analysis of car parking behavior using similarity based clustering	6
Towards a folksonomy graph-based context-aware recommender system of annotated books	6
A universal approach for multi-model schema inference	6