Journal of Big Data

Article	Citations
Review of deep learning: concepts, CNN architectures, challenges, applications, future directions	2276
CatBoost for big data: an interdisciplinary review	370
Selecting critical features for data classification based on machine learning methods	337
Cybersecurity data science: an overview from machine learning perspective	238
Survey on categorical data for neural networks	232
A survey on missing data in machine learning	228
Performance Analysis of Intrusion Detection Systems Using a Feature Selection Method on the UNSW-NB15 Dataset	201
Deep Learning applications for COVID-19	188
Text Data Augmentation for Deep Learning	184
A comprehensive survey of anomaly detection techniques for high dimensional big data	164
Short-term stock market price trend prediction using a comprehensive deep learning system	162
Boosting methods for multi-class imbalanced data classification: an experimental review	160
Comparative analysis of deep learning image detection algorithms	130
Predictive big data analytics for supply chain demand forecasting: methods, applications, and research opportunities	119
A survey on data‐efficient algorithms in big data era	112
Resampling imbalanced data for network intrusion detection datasets	110
A survey and analysis of intrusion detection models based on CSE-CIC-IDS2018 Big Data	108
A survey on generative adversarial networks for imbalance problems in computer vision tasks	107
SICE: an improved missing data imputation technique	99
A systematic review and research perspective on recommender systems	94
The use of Big Data Analytics in healthcare	93
A survey on deep learning tools dealing with data scarcity: definitions, challenges, solutions, tips, and applications	91
A novel community detection based genetic algorithm for feature selection	86
Analysis and best parameters selection for person recognition based on gait model using CNN algorithm and image augmentation	82
Intrusion detection systems using long short-term memory (LSTM)	78

Prediction of probable backorder scenarios in the supply chain using Distributed Random Forest and Gradient Boosting Machine learning techniques	71
Part of speech tagging: a systematic review of deep learning and machine learning approaches	66
A machine learning based credit card fraud detection using the GA algorithm for feature selection	64
Air-pollution prediction in smart city, deep learning approach	64
A literature review on one-class classification and its potential applications in big data	63
Transfer learning: a friendly introduction	56
Data science approach to stock prices forecasting in Indonesia during Covid-19 using Long Short-Term Memory (LSTM)	52
Machine learning techniques to predict daily rainfall amount	52
A survey on artificial intelligence assurance	51
IGRF-RFE: a hybrid feature selection method for MLP-based network intrusion detection on UNSW-NB15 dataset	50
A novel multi-source information-fusion predictive framework based on deep neural networks for accuracy enhancement in stock market prediction	44
Text based personality prediction from multiple social media data sources using pre-trained language model and model averaging	41
A novel method of constrained feature selection by the measurement of pairwise constraints uncertainty	40
A comprehensive performance analysis of Apache Hadoop and Apache Spark for large scale data sets using HiBench	39
Stress detection using natural language processing and machine learning over social interactions	38
Designing a Permissioned Blockchain Network for the Halal Industry using Hyperledger Fabric with multiple channels and the raft consensus mechanism	38
Deep anomaly detection through visual attention in surveillance videos	37
Machine learning-based mathematical modelling for prediction of social media consumer behavior using big data analytics	37
Detecting web attacks using random undersampling and ensemble learners	37
Application of big data analytics and organizational performance: the mediating role of knowledge management practices	36
Big data quality framework: a holistic approach to continuous quality management	36
Flight delay prediction based on deep learning and Levenberg-Marquart algorithm	35
Sentiment analysis of online product reviews using DLMNN and future prediction of online product using IANFIS	34
Detecting cybersecurity attacks across different network features and learners	34
A deep learning-based model using hybrid feature extraction approach for consumer sentiment analysis	33
Enhanced credit card fraud detection based on attention mechanism and LSTM deep model	33
Predictive analytics using big data for increased customer loyalty: Syriatel Telecom Company case study	32
An alternative approach to dimension reduction for pareto distributed data: a case study	32
Arabic text summarization using deep learning approach	32
Machine learning approaches in Covid-19 severity risk prediction in Morocco	32
The performance of BERT as data representation of text clustering	32
Anomaly detection optimization using big data and deep learning to reduce false-positive	31
Time-series analysis with smoothed Convolutional Neural Network	31
Image captioning model using attention and object features to mimic human image understanding	30
Big data analytics on social networks for real-time depression detection	30
Apply machine learning techniques to detect malicious network traffic in cloud computing	29
Hemorrhage semantic segmentation in fundus images for the diagnosis of diabetic retinopathy by using a convolutional neural network	29
Predictive analytics using Big Data for the real estate market during the COVID-19 pandemic	29
Determining threshold value on information gain feature selection to increase speed and prediction accuracy of random forest	28
Cyberbullying detection: advanced preprocessing techniques & deep learning architecture for Roman Urdu data	28
Unsupervised outlier detection in multidimensional data	28
Sleep stage classification using extreme learning machine and particle swarm optimization for healthcare big data	28
Real-time monitoring of traffic parameters	28
Multi-layered deep learning perceptron approach for health risk prediction	28
Stable bagging feature selection on medical data	27
Programming big data analysis: principles and solutions	26
Machine learning-based identification of patients with a cardiovascular defect	26
User profile correlation-based similarity (UPCSim) algorithm in movie recommendation system	25
Chronic kidney disease prediction using machine learning techniques	25
Survey on RNN and CRF models for de-identification of medical free text	24

Querying knowledge graphs in natural language	24
Four-class emotion classification in virtual reality using pupillometry	23
Investigating the impact of pre-processing techniques and pre-trained word embeddings in detecting Arabic health information on social media	23
A novel time efficient learning-based approach for smart intrusion detection system	22
A hybrid recommender system based-on link prediction for movie baskets analysis	22
Multiclass emotion prediction using heart rate and virtual reality stimuli	22
Detecting Denial of Service attacks using machine learning algorithms	22
A hybrid machine learning method for increasing the performance of network intrusion detection systems	22
A practical Alzheimer’s disease classifier via brain imaging-based deep learning on 85,721 samples	22
Convergence of artificial intelligence and high performance computing on NSF-supported cyberinfrastructure	22
A set theory based similarity measure for text clustering and classification	21
Extending reference architecture of big data systems towards machine learning in edge computing environments	21
A novel sensitivity-based method for feature selection	21
Mapping and 3D modelling using quadrotor drone and GIS software	21
Array databases: concepts, standards, implementations	21
Tumor antigens and immune subtypes of glioblastoma: the fundamentals of mRNA vaccine and individualized immunotherapy development	21
Gap, techniques and evaluation: traffic flow prediction using machine learning and deep learning	20
Social network data analysis to highlight privacy threats in sharing data	20
Multivariate cryptocurrency prediction: comparative analysis of three recurrent neural networks approaches	20
Exploring big data traits and data quality dimensions for big data analytics application using partial least squares structural equation modelling	20
Human behavior in image-based Road Health Inspection Systems despite the emerging AutoML	20
Utilizing technologies of fog computing in educational IoT systems: privacy, security, and agility perspective	20
Using Big Data-machine learning models for diabetes prediction and flight delays analytics	20
Exploring halal tourism tweets on social media	20
Context pre-modeling: an empirical analysis for classification based user-centric context-aware predictive modeling	19
Minimum threshold determination method based on dataset characteristics in association rule mining	19
Modelling customers credit card behaviour using bidirectional LSTM neural networks	19
Exploring the efficacy of transfer learning in mining image-based software artifacts	19
IoT Big Data provenance scheme using blockchain on Hadoop ecosystem	19
A hybrid semantic query expansion approach for Arabic information retrieval	19
Big data insight on global mobility during the Covid-19 pandemic lockdown	19
Skin-Net: a novel deep residual network for skin lesions classification using multilevel feature extraction and cross-channel correlation with detection of outlier	19
Optimized hybrid investigative based dimensionality reduction methods for malaria vector using KNN classifier	19
A survey of methods supporting cyber situational awareness in the context of smart cities	19
Remote patient monitoring and classifying using the internet of things platform combined with cloud computing	18
Using social media for sub-event detection during disasters	18
Preventive healthcare policies in the US: solutions for disease management using Big Data Analytics	18
Modeling and tracking Covid-19 cases using Big Data analytics on HPCC system platform	18
Governance and sustainability of distributed continuum systems: a big data approach	18
The forecast of COVID-19 spread risk at the county level	17
IDS-attention: an efficient algorithm for intrusion detection systems using attention mechanism	17
Plant diseases detection with low resolution data using nested skip connections	17
Uncovering trend-based research insights on teaching and learning in big data	17
A survey of dimension reduction and classification methods for RNA-Seq data on malaria vector	17
Arabic aspect sentiment polarity classification using BERT	17
CRNet: a multimodal deep convolutional neural network for customer revisit prediction	17
A reconstruction error-based framework for label noise detection	17
Predicting LQ45 financial sector indices using RNN-LSTM	17
Impact of rail transit station proximity to commercial property prices: utilizing big data in urban real estate	17
Group based emotion recognition from video sequence with hybrid optimization based recurrent fuzzy neural network	17
Deep learning for emotion analysis in Arabic tweets	17
Automatic LIDAR building segmentation based on DGCNN and euclidean clustering	17
Analyzing MRI scans to detect glioblastoma tumor using hybrid deep belief networks	17
Using meta-learning for automated algorithms selection and configuration: an experimental framework for industrial big data	17
The use of generative adversarial networks to alleviate class imbalance in tabular data: a survey	17
Hybrid gradient descent spider monkey optimization (HGDSMO) algorithm for efficient resource scheduling for big data processing in heterogenous environment	16
Real-time spatio-temporal event detection on geotagged social media	16
DV-DVFS: merging data variety and DVFS technique to manage the energy consumption of big data processing	16
The effect of feature extraction and data sampling on credit card fraud detection	16
Performance evaluation of deep learning techniques for DoS attacks detection in wireless sensor network	16
Modeling the public attitude towards organic foods: a big data and text mining approach	15
A distributed Content-Based Video Retrieval system for large datasets	15
An unsupervised method for social network spammer detection based on user information interests	15
Sensing and making sense of tourism flows and urban data to foster sustainability awareness: a real-world experience	15
An analytics model for TelecoVAS customers’ basket clustering using ensemble learning approach	14
Leveraging machine learning and big data for optimizing medication prescriptions in complex diseases: a case study in diabetes management	14
Evaluating classifier performance with highly imbalanced Big Data	14
Deep learning-based question answering system for intelligent humanoid robot	14
Towards data sharing economy on Internet of Things: a semantic for telemetry data	14
The best statistical model to estimate predictors of under-five mortality in Ethiopia	14
Developing a mathematical model of the co-author recommender system using graph mining techniques and big data applications	13
A scalable association rule learning heuristic for large datasets	13
Automatic analysis of social media images to identify disaster type and infer appropriate emergency response	13
Investigating the relationship between time and predictive model maintenance	13
DaLiF: a data lifecycle framework for data-driven governments	12
Multi-criteria collaborative filtering recommender by fusing deep neural network and matrix factorization	12
An exploratory content and sentiment analysis of the guardian metaverse articles using leximancer and natural language processing	12
An LSTM and GRU based trading strategy adapted to the Moroccan market	12
On K-means clustering-based approach for DDBSs design	12
Unsupervised feature learning-based encoder and adversarial networks	12

Implementation of Long Short-Term Memory and Gated Recurrent Units on grouped time-series data to predict stock prices accurately	12
Review of deep learning methods for remote sensing satellite images classification: experimental survey and comparative analysis	12
Defining user spectra to classify Ethereum users based on their behavior	12
Identification of mRNA vaccines and conserved ferroptosis related immune landscape for individual precision treatment in bladder cancer	12
Understanding quality of analytics trade-offs in an end-to-end machine learning-based classification system for building information modeling	12
Social media text analytics of Malayalam–English code-mixed using deep learning	12
Traffic and road conditions monitoring system using extracted information from Twitter	12
Data-centric artificial intelligence in oncology: a systematic review assessing data quality in machine learning models for head and neck cancer	11
Identification of distinguishing characteristics of intersections based on statistical analysis and data from video cameras	11
Detection of fake news and hate speech for Ethiopian languages: a systematic review of the approaches	11
Tabular and latent space synthetic data generation: a literature review	11
Data analytics for crop management: a big data view	11
Model fusion of deep neural networks for anomaly detection	11
Predictors of outpatients’ no-show: big data analytics using apache spark	11
Optimization of air traffic management efficiency based on deep learning enriched by the long short-term memory (LSTM) and extreme learning machine (ELM)	11
An analysis of the graph processing landscape	11
Inferring the votes in a new political landscape: the case of the 2019 Spanish Presidential elections	11
Social media analysis of Twitter tweets related to ASD in 2019–2020, with particular attention to COVID-19: topic modelling and sentiment analysis	10
SDPSO: Spark Distributed PSO-based approach for feature selection and cancer disease prognosis	10
Rating prediction of peer-to-peer accommodation through attributes and topics from customer review	10
A comparison of machine learning methods for ozone pollution prediction	10
A parallelization model for performance characterization of Spark Big Data jobs on Hadoop clusters	10
A new theoretical understanding of big data analytics capabilities in organizations: a thematic analysis	10
IoT information theft prediction using ensemble feature selection	10
Real-time event detection in social media streams through semantic analysis of noisy terms	10
Design matters in patient-level prediction: evaluation of a cohort vs. case-control design when developing predictive models in observational healthcare datasets	10
Diabetes emergency cases identification based on a statistical predictive model	10
DHPV: a distributed algorithm for large-scale graph partitioning	10
Multi Region-Based Feature Connected Layer (RB-FCL) of deep learning models for bone age assessment	10
AraXLNet: pre-trained language model for sentiment analysis of Arabic	9
The use of knowledge extraction in predicting customer churn in B2B	9
Domain randomization for neural network classification	9
A novel approach for learning ontology from relational database: from the construction to the evaluation	9
Image caption generation using Visual Attention Prediction and Contextual Spatial Relation Extraction	9
Predicting clinical outcomes of radiotherapy for head and neck squamous cell carcinoma patients using machine learning algorithms	9
Optimizing classification efficiency with machine learning techniques for pattern matching	9
An analysis of COVID-19 economic measures and attitudes: evidence from social media mining	9
Sentiment analysis classification system using hybrid BERT models	9
Adaptive multiple imputations of missing values using the class center	9
Big data fuzzy C-means algorithm based on bee colony optimization using an Apache Hbase	9
Why polls fail to predict elections	9
Cooperative co-evolution for feature selection in Big Data with random feature grouping	9
Breast cancer prediction using gated attentive multimodal deep learning	8
A brief survey on big data: technologies, terminologies and data-intensive applications	8
Big data actionable intelligence architecture	8
Towards more efficient CNN-based surgical tools classification using transfer learning	8
An intelligent literature review: adopting inductive approach to define machine learning applications in the clinical domain	8
The stability of different aggregation techniques in ensemble feature selection	8
A data value metric for quantifying information content and utility	8
Artificial intelligence paradigm for ligand-based virtual screening on the drug discovery of type 2 diabetes mellitus	8
Mining frequent itemsets from streaming transaction data using genetic algorithms	8
Threshold optimization and random undersampling for imbalanced credit card data	8
Time series big data: a survey on data stream frameworks, analysis and algorithms	8
Artificial intelligence models for prediction of monthly rainfall without climatic data for meteorological stations in Ethiopia	8
Deep learning enhancing banking services: a hybrid transaction classification and cash flow prediction approach	8
Class center-based firefly algorithm for handling missing data	8
Twitter sentiment analysis using hybrid gated attention recurrent network	8
Opinion mining for national security: techniques, domain applications, challenges and research opportunities	8
Vehicle routing problems based on Harris Hawks optimization	8
Deep-Eware: spatio-temporal social event detection using a hybrid learning model	8
Remote sensing detection enhancement	7
Designing a relational model to identify relationships between suspicious customers in anti-money laundering (AML) using social network analysis (SNA)	7
Time series modeling of road traffic accidents in Amhara Region	7
Development of a regional voice dataset and speaker classification based on machine learning	7
Exploration of the investment patterns of potential retail banking customers using two-stage cluster analysis	7
Regularized Simple Graph Convolution (SGC) for improved interpretability of large datasets	7
Cursor movement detection in brain-computer-interface systems using the K-means clustering method and LSVM	7
Deep learning for component fault detection in electricity transmission lines	7
Analysis of Bayesian optimization algorithms for big data classification based on Map Reduce framework	7
Two-stage credit scoring using Bayesian approach	7
Machine learning based customer churn prediction in home appliance rental business	7
Comparing traditional news and social media with stock price movements; which comes first, the news or the price change?	7
Analyzing Bangkok city taxi ride: reforming fares for profit sustainability using big data driven model	7
A survey on bandwidth-aware geo-distributed frameworks for big-data analytics	7
Forex market forecasting using machine learning: Systematic Literature Review and meta-analysis	7
Healthcare knowledge graph construction: A systematic review of the state-of-the-art, open issues, and opportunities	7
Sentiment analysis for cruises in Saudi Arabia on social media platforms using machine learning algorithms	7
Comparative analysis of binary and one-class classification techniques for credit card fraud data	7
Enabling real time big data solutions for manufacturing at scale	7
Machine learning-based turbulence-risk prediction method for the safe operation of aircrafts	7
Fast cluster-based computation of exact betweenness centrality in large graphs	7
PCJ Java library as a solution to integrate HPC, Big Data and Artificial Intelligence workloads	7
NLP-based platform as a service: a brief review	7
OsamorSoft: clustering index for comparison and quality validation in high throughput dataset	7
Evaluation of the effectiveness and efficiency of state-of-the-art features and models for automatic speech recognition error detection	6
Improving efficiency for discovering business processes containing invisible tasks in non-free choice	6
Traditional food knowledge of Indonesia: a new high-quality food dataset and automatic recognition system	6
A unified representation and transformation of multi-model data using category theory	6
Composing high-level stream processing pipelines	6
An empirical study on the evaluation of the RDF storage systems	6
Estimating runtime of a job in Hadoop MapReduce	6
A predictive noise correction methodology for manufacturing process datasets	6
Improving lookup and query execution performance in distributed Big Data systems using Cuckoo Filter	6
Accuracy improvements for cold-start recommendation problem using indirect relations in social networks	6
Social media analysis of car parking behavior using similarity based clustering	6