OOIR: Observatory of International Research

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 2020-05-01 to 2024-05-01.)

Article	Citations
Review of deep learning: concepts, CNN architectures, challenges, applications, future directions	2421
CatBoost for big data: an interdisciplinary review	394
Selecting critical features for data classification based on machine learning methods	350
A survey on missing data in machine learning	245
Cybersecurity data science: an overview from machine learning perspective	245
Performance Analysis of Intrusion Detection Systems Using a Feature Selection Method on the UNSW-NB15 Dataset	209
Text Data Augmentation for Deep Learning	193
Deep Learning applications for COVID-19	191
A comprehensive survey of anomaly detection techniques for high dimensional big data	170
Boosting methods for multi-class imbalanced data classification: an experimental review	166
Short-term stock market price trend prediction using a comprehensive deep learning system	165
Comparative analysis of deep learning image detection algorithms	133
Predictive big data analytics for supply chain demand forecasting: methods, applications, and research opportunities	126
A survey on data‐efficient algorithms in big data era	118
Resampling imbalanced data for network intrusion detection datasets	113
A survey and analysis of intrusion detection models based on CSE-CIC-IDS2018 Big Data	112
A survey on generative adversarial networks for imbalance problems in computer vision tasks	110
A survey on deep learning tools dealing with data scarcity: definitions, challenges, solutions, tips, and applications	109
SICE: an improved missing data imputation technique	104
The use of Big Data Analytics in healthcare	103
A systematic review and research perspective on recommender systems	99
A novel community detection based genetic algorithm for feature selection	89
Analysis and best parameters selection for person recognition based on gait model using CNN algorithm and image augmentation	86
Intrusion detection systems using long short-term memory (LSTM)	80
Prediction of probable backorder scenarios in the supply chain using Distributed Random Forest and Gradient Boosting Machine learning techniques	72

A machine learning based credit card fraud detection using the GA algorithm for feature selection	72
Part of speech tagging: a systematic review of deep learning and machine learning approaches	71
A literature review on one-class classification and its potential applications in big data	68
Air-pollution prediction in smart city, deep learning approach	67
Transfer learning: a friendly introduction	62
IGRF-RFE: a hybrid feature selection method for MLP-based network intrusion detection on UNSW-NB15 dataset	60
Machine learning techniques to predict daily rainfall amount	54
A survey on artificial intelligence assurance	53
Data science approach to stock prices forecasting in Indonesia during Covid-19 using Long Short-Term Memory (LSTM)	52
A novel multi-source information-fusion predictive framework based on deep neural networks for accuracy enhancement in stock market prediction	48
A novel method of constrained feature selection by the measurement of pairwise constraints uncertainty	41
Text based personality prediction from multiple social media data sources using pre-trained language model and model averaging	41
Designing a Permissioned Blockchain Network for the Halal Industry using Hyperledger Fabric with multiple channels and the raft consensus mechanism	40
Deep anomaly detection through visual attention in surveillance videos	40
A comprehensive performance analysis of Apache Hadoop and Apache Spark for large scale data sets using HiBench	40
Machine learning-based mathematical modelling for prediction of social media consumer behavior using big data analytics	39
Stress detection using natural language processing and machine learning over social interactions	39
Application of big data analytics and organizational performance: the mediating role of knowledge management practices	38
A deep learning-based model using hybrid feature extraction approach for consumer sentiment analysis	38
Enhanced credit card fraud detection based on attention mechanism and LSTM deep model	37
Detecting web attacks using random undersampling and ensemble learners	37
Big data quality framework: a holistic approach to continuous quality management	36
Flight delay prediction based on deep learning and Levenberg-Marquart algorithm	36
The performance of BERT as data representation of text clustering	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
Arabic text summarization using deep learning approach	33
An alternative approach to dimension reduction for pareto distributed data: a case study	33
Anomaly detection optimization using big data and deep learning to reduce false-positive	33
Time-series analysis with smoothed Convolutional Neural Network	33
Big data analytics on social networks for real-time depression detection	32
Machine learning approaches in Covid-19 severity risk prediction in Morocco	32
Chronic kidney disease prediction using machine learning techniques	31
Apply machine learning techniques to detect malicious network traffic in cloud computing	31
Image captioning model using attention and object features to mimic human image understanding	31
Cyberbullying detection: advanced preprocessing techniques & deep learning architecture for Roman Urdu data	31
Hemorrhage semantic segmentation in fundus images for the diagnosis of diabetic retinopathy by using a convolutional neural network	30
Sleep stage classification using extreme learning machine and particle swarm optimization for healthcare big data	30
Stable bagging feature selection on medical data	29
Determining threshold value on information gain feature selection to increase speed and prediction accuracy of random forest	29
Predictive analytics using Big Data for the real estate market during the COVID-19 pandemic	29
Multi-layered deep learning perceptron approach for health risk prediction	28
Real-time monitoring of traffic parameters	28
Unsupervised outlier detection in multidimensional data	28
Programming big data analysis: principles and solutions	27
Machine learning-based identification of patients with a cardiovascular defect	26
A hybrid machine learning method for increasing the performance of network intrusion detection systems	26
A novel sensitivity-based method for feature selection	26
A practical Alzheimer’s disease classifier via brain imaging-based deep learning on 85,721 samples	25
User profile correlation-based similarity (UPCSim) algorithm in movie recommendation system	25

Survey on RNN and CRF models for de-identification of medical free text	25
Skin-Net: a novel deep residual network for skin lesions classification using multilevel feature extraction and cross-channel correlation with detection of outlier	24
Querying knowledge graphs in natural language	24
Detecting Denial of Service attacks using machine learning algorithms	24
Multivariate cryptocurrency prediction: comparative analysis of three recurrent neural networks approaches	24
Four-class emotion classification in virtual reality using pupillometry	24
Social network data analysis to highlight privacy threats in sharing data	24
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
Multiclass emotion prediction using heart rate and virtual reality stimuli	22
Mapping and 3D modelling using quadrotor drone and GIS software	22
Array databases: concepts, standards, implementations	22
A hybrid recommender system based-on link prediction for movie baskets analysis	22
A set theory based similarity measure for text clustering and classification	22
Using social media for sub-event detection during disasters	22
Convergence of artificial intelligence and high performance computing on NSF-supported cyberinfrastructure	22
Human behavior in image-based Road Health Inspection Systems despite the emerging AutoML	22
Utilizing technologies of fog computing in educational IoT systems: privacy, security, and agility perspective	22
Governance and sustainability of distributed continuum systems: a big data approach	21
Tumor antigens and immune subtypes of glioblastoma: the fundamentals of mRNA vaccine and individualized immunotherapy development	21
IoT Big Data provenance scheme using blockchain on Hadoop ecosystem	21
Exploring halal tourism tweets on social media	21
Modeling and tracking Covid-19 cases using Big Data analytics on HPCC system platform	21
IDS-attention: an efficient algorithm for intrusion detection systems using attention mechanism	20
Gap, techniques and evaluation: traffic flow prediction using machine learning and deep learning	20
Exploring big data traits and data quality dimensions for big data analytics application using partial least squares structural equation modelling	20
Context pre-modeling: an empirical analysis for classification based user-centric context-aware predictive modeling	20
Using Big Data-machine learning models for diabetes prediction and flight delays analytics	20
Big data insight on global mobility during the Covid-19 pandemic lockdown	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
Exploring the efficacy of transfer learning in mining image-based software artifacts	19
Modelling customers credit card behaviour using bidirectional LSTM neural networks	19
Remote patient monitoring and classifying using the internet of things platform combined with cloud computing	19
Minimum threshold determination method based on dataset characteristics in association rule mining	19
A hybrid semantic query expansion approach for Arabic information retrieval	19
Arabic aspect sentiment polarity classification using BERT	18
A reconstruction error-based framework for label noise detection	18
Performance evaluation of deep learning techniques for DoS attacks detection in wireless sensor network	18
Deep learning for emotion analysis in Arabic tweets	18
Predicting LQ45 financial sector indices using RNN-LSTM	18
Preventive healthcare policies in the US: solutions for disease management using Big Data Analytics	18
CRNet: a multimodal deep convolutional neural network for customer revisit prediction	18
Using meta-learning for automated algorithms selection and configuration: an experimental framework for industrial big data	18
Automatic LIDAR building segmentation based on DGCNN and euclidean clustering	17
Analyzing MRI scans to detect glioblastoma tumor using hybrid deep belief networks	17
The use of generative adversarial networks to alleviate class imbalance in tabular data: a survey	17
The effect of feature extraction and data sampling on credit card fraud detection	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
The forecast of COVID-19 spread risk at the county level	17
Plant diseases detection with low resolution data using nested skip connections	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
Hybrid gradient descent spider monkey optimization (HGDSMO) algorithm for efficient resource scheduling for big data processing in heterogenous environment	16
An exploratory content and sentiment analysis of the guardian metaverse articles using leximancer and natural language processing	16
Sensing and making sense of tourism flows and urban data to foster sustainability awareness: a real-world experience	16
Real-time spatio-temporal event detection on geotagged social media	16
A distributed Content-Based Video Retrieval system for large datasets	16
DV-DVFS: merging data variety and DVFS technique to manage the energy consumption of big data processing	16
Evaluating classifier performance with highly imbalanced Big Data	15
An unsupervised method for social network spammer detection based on user information interests	15
Automatic analysis of social media images to identify disaster type and infer appropriate emergency response	15
An LSTM and GRU based trading strategy adapted to the Moroccan market	15
Modeling the public attitude towards organic foods: a big data and text mining approach	15
Deep learning-based question answering system for intelligent humanoid robot	14
Identification of mRNA vaccines and conserved ferroptosis related immune landscape for individual precision treatment in bladder cancer	14
An analytics model for TelecoVAS customers’ basket clustering using ensemble learning approach	14
The best statistical model to estimate predictors of under-five mortality in Ethiopia	14
A new theoretical understanding of big data analytics capabilities in organizations: a thematic analysis	14
Social media text analytics of Malayalam–English code-mixed using deep learning	14
Review of deep learning methods for remote sensing satellite images classification: experimental survey and comparative analysis	14
Towards data sharing economy on Internet of Things: a semantic for telemetry data	14
Developing a mathematical model of the co-author recommender system using graph mining techniques and big data applications	13
Traffic and road conditions monitoring system using extracted information from Twitter	13
Real-time event detection in social media streams through semantic analysis of noisy terms	13
Investigating the relationship between time and predictive model maintenance	13
On K-means clustering-based approach for DDBSs design	13
A scalable association rule learning heuristic for large datasets	13
Defining user spectra to classify Ethereum users based on their behavior	13