Artificial Intelligence Review

Article	Citations
A survey on sentiment analysis methods, applications, and challenges	356
Machine Learning in Drug Discovery: A Review	273
Application of deep learning algorithms in geotechnical engineering: a short critical review	271
Multi-agent deep reinforcement learning: a survey	252
Advances in Sine Cosine Algorithm: A comprehensive survey	239
Transformer models for text-based emotion detection: a review of BERT-based approaches	235
A survey of uncertainty in deep neural networks	223
A survey on video-based Human Action Recognition: recent updates, datasets, challenges, and applications	220
Explainable artificial intelligence: a comprehensive review	214
A survey of deep meta-learning	202
A survey on evolutionary computation for complex continuous optimization	178
A systematic review on overfitting control in shallow and deep neural networks	175
A review on fault detection and diagnosis techniques: basics and beyond	162
Human-in-the-loop machine learning: a state of the art	158
Artificial intelligence in the creative industries: a review	151
A review of deep learning used in the hyperspectral image analysis for agriculture	149
Metaheuristics: a comprehensive overview and classification along with bibliometric analysis	148
The intelligent critic framework for advanced optimal control	141
Performance assessment of the metaheuristic optimization algorithms: an exhaustive review	139
A comprehensive survey of recent trends in deep learning for digital images augmentation	139
Fire Hawk Optimizer: a novel metaheuristic algorithm	138
Systematic reviews in sentiment analysis: a tertiary study	137
An automated essay scoring systems: a systematic literature review	136
Human activity recognition in artificial intelligence framework: a narrative review	133
Consensus in multi-agent systems: a review	133

Artificial intelligence, cyber-threats and Industry 4.0: challenges and opportunities	126
AI-big data analytics for building automation and management systems: a survey, actual challenges and future perspectives	119
Pattern identification of different human joints for different human walking styles using inertial measurement unit (IMU) sensor	115
Recent advances in decision trees: an updated survey	110
A survey on multi-agent deep reinforcement learning: from the perspective of challenges and applications	110
A survey on intrusion detection system: feature selection, model, performance measures, application perspective, challenges, and future research directions	109
A comprehensive review of computer-aided whole-slide image analysis: from datasets to feature extraction, segmentation, classification and detection approaches	108
A review on weight initialization strategies for neural networks	106
Crayfish optimization algorithm	106
Various dimension reduction techniques for high dimensional data analysis: a review	103
Artificial intelligence in cyber security: research advances, challenges, and opportunities	101
Deep learning modelling techniques: current progress, applications, advantages, and challenges	99
Underwater image enhancement: a comprehensive review, recent trends, challenges and applications	95
A novel fault diagnosis method based on CNN and LSTM and its application in fault diagnosis for complex systems	91
Deep reinforcement learning in computer vision: a comprehensive survey	90
Monte Carlo Tree Search: a review of recent modifications and applications	90
Video super-resolution based on deep learning: a comprehensive survey	89
Artificial neural networks for water quality soft-sensing in wastewater treatment: a review	87
Applications of artificial neural networks in microorganism image analysis: a comprehensive review from conventional multilayer perceptron to popular convolutional neural network and potential visual	87
Reinforcement learning in robotic applications: a comprehensive survey	87
Quantum-inspired metaheuristic algorithms: comprehensive survey and classification	85
Handling Class-Imbalance with KNN (Neighbourhood) Under-Sampling for Software Defect Prediction	84
Role of artificial intelligence in rotor fault diagnosis: a comprehensive review	84
Recent advances in deep learning based dialogue systems: a systematic survey	83
Picture fuzzy interactional partitioned Heronian mean aggregation operators: an application to MADM process	83
Modality specific U-Net variants for biomedical image segmentation: a survey	83
An exhaustive review of the metaheuristic algorithms for search and optimization: taxonomy, applications, and open challenges	82
Deep learning in drug discovery: an integrative review and future challenges	80
State of the art: a review of sentiment analysis based on sequential transfer learning	79
News recommender system: a review of recent progress, challenges, and opportunities	79
Attention, please! A survey of neural attention models in deep learning	78
Knowledge Graphs: Opportunities and Challenges	77
A comprehensive survey of sine cosine algorithm: variants and applications	76
Recent advances in the application of deep learning for fault diagnosis of rotating machinery using vibration signals	74
Reliability assessment of water quality index based on guidelines of national sanitation foundation in natural streams: integration of remote sensing and data-driven models	73
A comprehensive review of image analysis methods for microorganism counting: from classical image processing to deep learning approaches	72
A review of convolutional neural network architectures and their optimizations	72
Medical image data augmentation: techniques, comparisons and interpretations	72
A systematic literature review on state-of-the-art deep learning methods for process prediction	69
Employing a genetic algorithm and grey wolf optimizer for optimizing RF models to evaluate soil liquefaction potential	68
Machine learning towards intelligent systems: applications, challenges, and opportunities	67
Swarm intelligence algorithms for multiple unmanned aerial vehicles collaboration: a comprehensive review	66
A comprehensive survey of Crow Search Algorithm and its applications	65
Spider wasp optimizer: a novel meta-heuristic optimization algorithm	64
Machine learning algorithms to forecast air quality: a survey	64
Adversarial example detection for DNN models: a review and experimental comparison	63
A Survey on ensemble learning under the era of deep learning	63
Feature selection methods for text classification: a systematic literature review	61
Biometrics recognition using deep learning: a survey	60
An improved Henry gas solubility optimization algorithm for task scheduling in cloud computing	60

A survey of intelligent transmission line inspection based on unmanned aerial vehicle	60
A survey on personality-aware recommendation systems	59
Updating approximations with dynamic objects based on local multigranulation rough sets in ordered information systems	59
Review and empirical analysis of sparrow search algorithm	57
Deep Neuro-Fuzzy System application trends, challenges, and future perspectives: a systematic survey	57
Spatiotemporal data mining: a survey on challenges and open problems	56
The role of artificial intelligence and machine learning in wireless networks security: principle, practice and challenges	56
Improved grey wolf optimizer based on opposition and quasi learning approaches for optimization: case study autonomous vehicle including vision system	56
An optimized system of GMDH-ANFIS predictive model by ICA for estimating pile bearing capacity	56
Applications, databases and open computer vision research from drone videos and images: a survey	55
Multi-criteria decision making approach based on SVTrN Dombi aggregation functions	55
Securing federated learning with blockchain: a systematic literature review	53
Genetic programming in civil engineering: advent, applications and future trends	53
A survey of Bayesian Network structure learning	52
Text categorization: past and present	51
Artificial intelligence (AI) for medical imaging to combat coronavirus disease (COVID-19): a detailed review with direction for future research	51
Risk assessment of coronary heart disease based on cloud-random forest	51
Neurosymbolic AI: the 3rd wave	51
A comprehensive survey on NSGA-II for multi-objective optimization and applications	50
Exponential distribution optimizer (EDO): a novel math-inspired algorithm for global optimization and engineering problems	50
An effective control design approach based on novel enhanced aquila optimizer for automatic voltage regulator	50
A survey of transfer learning for machinery diagnostics and prognostics	49
When artificial intelligence meets building energy efficiency, a review focusing on zero energy building	48
A survey on parallel clustering algorithms for Big Data	47
Recent advances of deep learning algorithms for aquacultural machine vision systems with emphasis on fish	47
Sine trigonometric operational laws and its based Pythagorean fuzzy aggregation operators for group decision-making process	47
Applications of AI in oil and gas projects towards sustainable development: a systematic literature review	46
Survey on sentiment analysis: evolution of research methods and topics	46
Survey on reinforcement learning for language processing	45
An integrated rough ELECTRE II approach for risk evaluation and effects analysis in automatic manufacturing process	45
Comprehensive survey on hierarchical clustering algorithms and the recent developments	45
A review of artificial fish swarm algorithms: recent advances and applications	45
Multi-criteria decision-making for coronavirus disease 2019 applications: a theoretical analysis review	45
A novel improved whale optimization algorithm to solve numerical optimization and real-world applications	44
An active deep learning method for diabetic retinopathy detection in segmented fundus images using artificial bee colony algorithm	44
Data clustering: application and trends	44
Over a decade of social opinion mining: a systematic review	44
The role of AI technology in prediction, diagnosis and treatment of colorectal cancer	44
Model-free reinforcement learning from expert demonstrations: a survey	44
An extended hesitant fuzzy set using SWARA-MULTIMOORA approach to adapt online education for the control of the pandemic spread of COVID-19 in higher education institutions	43
A survey on multi-objective hyperparameter optimization algorithms for machine learning	43
Concept learning using one-class classifiers for implicit drift detection in evolving data streams	42
On the joint-effect of class imbalance and overlap: a critical review	42
Artificial intelligence techniques and their application in oil and gas industry	42
A state-of-the-art survey of object detection techniques in microorganism image analysis: from classical methods to deep learning approaches	42
Explainable AI for clinical and remote health applications: a survey on tabular and time series data	41
Probabilistic linguistic multiple attribute group decision making for location planning of electric vehicle charging stations based on the generalized Dice similarity measures	41
A comprehensive survey on optimizing deep learning models by metaheuristics	40
Deep multiagent reinforcement learning: challenges and directions	39
Tutorial on PCA and approximate PCA and approximate kernel PCA	39
Deep learning models and traditional automated techniques for brain tumor segmentation in MRI: a review	39
Intuitionistic fuzzy soft decision making method based on CoCoSo and CRITIC for CCN cache placement strategy selection	38
Hybridization of hybrid structures for time series forecasting: a review	38
Chaotic slime mould optimization algorithm for global optimization	38
Scientometric analysis of literature on distributed vehicular networks : VOSViewer visualization techniques	38
Group decision-making with Fermatean fuzzy soft expert knowledge	38
A review of spam email detection: analysis of spammer strategies and the dataset shift problem	38
Secure video communication using firefly optimization and visual cryptography	37
Developments in the detection of diabetic retinopathy: a state-of-the-art review of computer-aided diagnosis and machine learning methods	37
An improved moth flame optimization algorithm based on modified dynamic opposite learning strategy	37
Multi-focus image fusion techniques: a survey	37
A survey of inverse reinforcement learning	37
Making accurate object detection at the edge: review and new approach	36
Application of machine learning methods in fault detection and classification of power transmission lines: a survey	36
A quantum-based sine cosine algorithm for solving general systems of nonlinear equations	36
Decision-making model for China’s stock market bubble warning: the CoCoSo with picture fuzzy information	35
A survey on feature selection methods for mixed data	35
How to tune the RBF SVM hyperparameters? An empirical evaluation of 18 search algorithms	35
Deep learning approaches to scene text detection: a comprehensive review	35
Deep learning in the stock market—a systematic survey of practice, backtesting, and applications	35
Consensus-based robust decision making methods under a novel study of probabilistic uncertain linguistic information and their application in Forex investment	34
A comparison of vector symbolic architectures	34
Bioacoustic signal denoising: a review	34
Deep learning for video object segmentation: a review	34
Impact of word embedding models on text analytics in deep learning environment: a review	34
Diagnosis and prognosis of mental disorders by means of EEG and deep learning: a systematic mapping study	34
Population-based optimization in structural engineering: a review	33
A survey on binary metaheuristic algorithms and their engineering applications	33
Artificial intelligence applications for microgrids integration and management of hybrid renewable energy sources	33
Overview of behavior recognition based on deep learning	32

Virtual machine placement in cloud data centers using a hybrid multi-verse optimization algorithm	32
Arabic question answering system: a survey	32
High granular and short term time series forecasting of $$\hbox {PM}_{2.5}$$ air pollutant - a comparative review	31
Algorithm for T-spherical fuzzy MADM based on associated immediate probability interactive geometric aggregation operators	31
Persistent-homology-based machine learning: a survey and a comparative study	31
KnowMIS-ABSA: an overview and a reference model for applications of sentiment analysis and aspect-based sentiment analysis	31
Greedy opposition-based learning for chimp optimization algorithm	31
A survey on deep reinforcement learning for audio-based applications	30
A survey of attack detection approaches in collaborative filtering recommender systems	30
Artificial intelligence methods for analysis of electrocardiogram signals for cardiac abnormalities: state-of-the-art and future challenges	30
Artificial intelligence-enabled prediction model of student academic performance in online engineering education	30
Generalized Maclaurin symmetric mean aggregation operators based on Archimedean t-norm of the intuitionistic fuzzy soft set information	29
Bayesian learning for neural networks: an algorithmic survey	28
Siamese object tracking for unmanned aerial vehicle: a review and comprehensive analysis	28
A brief review of portfolio optimization techniques	28
Study of automatic text summarization approaches in different languages	28
An effective conflict management method based on belief similarity measure and entropy for multi-sensor data fusion	27
An extended EDAS approach based on cumulative prospect theory for multiple attributes group decision making with probabilistic hesitant fuzzy information	27
A novel distance measure on q-rung picture fuzzy sets and its application to decision making and classification problems	27
A systematic review of artificial intelligence impact assessments	27
Optimal hybrid participation of customers in a smart micro-grid based on day-ahead electrical market	27
A review on big data based on deep neural network approaches	27
Heuristic and metaheuristic methods for the parallel unrelated machines scheduling problem: a survey	27
Deep learning based single sample face recognition: a survey	27
Sentiment analysis: A survey on design framework, applications and future scopes	27
A review of q-rung orthopair fuzzy information: bibliometrics and future directions	27
A survey of the vision transformers and their CNN-transformer based variants	27
Deep learning for Alzheimer prediction using brain biomarkers	26
Evaluating new energy vehicles by picture fuzzy sets based on sentiment analysis from online reviews	26
Advanced value iteration for discrete-time intelligent critic control: A survey	26
Image denoising in the deep learning era	26
Balanced picture fuzzy graph with application	26
Parameter reduction analysis under interval-valued m-polar fuzzy soft information	26
A review of artificial intelligence methods for engineering prognostics and health management with implementation guidelines	25
Using artificial intelligence technology to fight COVID-19: a review	25
Rough sets models inspired by supra-topology structures	25
Benchmarking lightweight face architectures on specific face recognition scenarios	25
Detection of cross-site scripting (XSS) attacks using machine learning techniques: a review	25
Evolutionary design of neural network architectures: a review of three decades of research	25
Global bibliometric mapping of the frontier of knowledge in the field of artificial intelligence for the period 1990–2019	25
AI on the edge: a comprehensive review	25
A review of the literature on fuzzy-logic approaches for collision-free path planning of manipulator robots	25
Design possibilities and challenges of DNN models: a review on the perspective of end devices	25
A global taxonomy of interpretable AI: unifying the terminology for the technical and social sciences	25
A quantum mutation-based backtracking search algorithm	25
Low-carbon cities comprehensive evaluation method based on Fermatean fuzzy hybrid distance measure and TOPSIS	25
Approximate reasoning with fuzzy rule interpolation: background and recent advances	25
Short text topic modelling approaches in the context of big data: taxonomy, survey, and analysis	25
A survey on information hiding using video steganography	24
Neural attention for image captioning: review of outstanding methods	24
Time series forecasting using fuzzy cognitive maps: a survey	24
A scoping review on multi-fault diagnosis of industrial rotating machines using multi-sensor data fusion	24
An approach to MCGDM based on multi-granulation Pythagorean fuzzy rough set over two universes and its application to medical decision problem	24
Federated learning attack surface: taxonomy, cyber defences, challenges, and future directions	24
A comprehensive review of Binary Neural Network	24
Arabic sentiment analysis using recurrent neural networks: a review	24
A survey of fractional calculus applications in artificial neural networks	23
The q-rung fuzzy LOPCOW-VIKOR model to assess the role of unmanned aerial vehicles for precision agriculture realization in the Agri-Food 4.0 era	23
ME-CCNN: Multi-encoded images and a cascade convolutional neural network for breast tumor segmentation and recognition	23
Memory based hybrid crow search algorithm for solving numerical and constrained global optimization problems	23
Image forgery techniques: a review	23
A hybrid approach combining AHP with TODIM for blockchain technology provider selection under the Pythagorean fuzzy scenario	23
An overview of mixing augmentation methods and augmentation strategies	23
HG-SMA: hierarchical guided slime mould algorithm for smooth path planning	23
m-polar neutrosophic soft mapping with application to multiple personality disorder and its associated mental disorders	23
A review of deep learning-based recommender system in e-learning environments	22
Modelling daily soil temperature by hydro-meteorological data at different depths using a novel data-intelligence model: deep echo state network model	22
From classical to deep learning: review on cartilage and bone segmentation techniques in knee osteoarthritis research	22
A complete framework for accurate recognition and prognosis of COVID-19 patients based on deep transfer learning and feature classification approach	22
Deep learning for compressive sensing: a ubiquitous systems perspective	21
Data-driven effort estimation techniques of agile user stories: a systematic literature review	21
A survey of energy-efficient clustering routing protocols for wireless sensor networks based on metaheuristic approaches	21
Conventional and contemporary approaches used in text to speech synthesis: a review	21
Visual privacy attacks and defenses in deep learning: a survey	21
Interval valued demand related inventory model under all units discount facility and deterioration via parametric approach	21
Text detection and localization in scene images: a broad review	21
Deep learning, graph-based text representation and classification: a survey, perspectives and challenges	21
A survey of graph neural networks in various learning paradigms: methods, applications, and challenges	21
An architecture-level analysis on deep learning models for low-impact computations	21
Neurological abnormality detection from electroencephalography data: a review	21
nmODE: neural memory ordinary differential equation	20
Automatic captioning for medical imaging (MIC): a rapid review of literature	20
Multiple attributes group decision-making based on trigonometric operators, particle swarm optimization and complex intuitionistic fuzzy values	20
An analysis of graph convolutional networks and recent datasets for visual question answering	20
Zero-day attack detection: a systematic literature review	20
An efficient lightweight convolutional neural network for industrial surface defect detection	20
Unsupervised concept drift detection for multi-label data streams	20
Video summarization using deep learning techniques: a detailed analysis and investigation	20
Automatic targetless LiDAR–camera calibration: a survey	19
Towards hybrid over- and under-sampling combination methods for class imbalanced datasets: an experimental study	19
A chimp-inspired remora optimization algorithm for multilevel thresholding image segmentation using cross entropy	19
Mean-variance-skewness portfolio optimization under uncertain environment using improved genetic algorithm	19
A comparative review of graph convolutional networks for human skeleton-based action recognition	19
Sparse online kernelized actor-critic Learning in reproducing kernel Hilbert space	19
A new fusion of whale optimizer algorithm with Kapur’s entropy for multi-threshold image segmentation: analysis and validations	18