Artificial Intelligence Review

Article	Citations
A survey on sentiment analysis methods, applications, and challenges	380
Machine Learning in Drug Discovery: A Review	285
Application of deep learning algorithms in geotechnical engineering: a short critical review	275
Multi-agent deep reinforcement learning: a survey	259
A survey of uncertainty in deep neural networks	251
Advances in Sine Cosine Algorithm: A comprehensive survey	240
Transformer models for text-based emotion detection: a review of BERT-based approaches	239
Explainable artificial intelligence: a comprehensive review	230
A survey of deep meta-learning	206
A systematic review on overfitting control in shallow and deep neural networks	194
A survey on evolutionary computation for complex continuous optimization	180
Human-in-the-loop machine learning: a state of the art	179
Artificial intelligence in the creative industries: a review	170
A review on fault detection and diagnosis techniques: basics and beyond	168
A review of deep learning used in the hyperspectral image analysis for agriculture	154
Metaheuristics: a comprehensive overview and classification along with bibliometric analysis	154
Fire Hawk Optimizer: a novel metaheuristic algorithm	148
The intelligent critic framework for advanced optimal control	146
A comprehensive survey of recent trends in deep learning for digital images augmentation	145
Human activity recognition in artificial intelligence framework: a narrative review	142
Consensus in multi-agent systems: a review	142
Systematic reviews in sentiment analysis: a tertiary study	140
An automated essay scoring systems: a systematic literature review	139
Artificial intelligence, cyber-threats and Industry 4.0: challenges and opportunities	132
AI-big data analytics for building automation and management systems: a survey, actual challenges and future perspectives	126

Recent advances in decision trees: an updated survey	121
A comprehensive review of computer-aided whole-slide image analysis: from datasets to feature extraction, segmentation, classification and detection approaches	121
Crayfish optimization algorithm	119
Pattern identification of different human joints for different human walking styles using inertial measurement unit (IMU) sensor	117
Deep learning modelling techniques: current progress, applications, advantages, and challenges	117
A survey on intrusion detection system: feature selection, model, performance measures, application perspective, challenges, and future research directions	115
A survey on multi-agent deep reinforcement learning: from the perspective of challenges and applications	112
A review on weight initialization strategies for neural networks	108
Artificial intelligence in cyber security: research advances, challenges, and opportunities	106
Various dimension reduction techniques for high dimensional data analysis: a review	105
Underwater image enhancement: a comprehensive review, recent trends, challenges and applications	103
A novel fault diagnosis method based on CNN and LSTM and its application in fault diagnosis for complex systems	96
An exhaustive review of the metaheuristic algorithms for search and optimization: taxonomy, applications, and open challenges	95
Monte Carlo Tree Search: a review of recent modifications and applications	94
Applications of artificial neural networks in microorganism image analysis: a comprehensive review from conventional multilayer perceptron to popular convolutional neural network and potential visual	93
Deep reinforcement learning in computer vision: a comprehensive survey	93
Artificial neural networks for water quality soft-sensing in wastewater treatment: a review	92
Video super-resolution based on deep learning: a comprehensive survey	91
Reinforcement learning in robotic applications: a comprehensive survey	89
Quantum-inspired metaheuristic algorithms: comprehensive survey and classification	89
Recent advances in deep learning based dialogue systems: a systematic survey	88
Deep learning in drug discovery: an integrative review and future challenges	85
Handling Class-Imbalance with KNN (Neighbourhood) Under-Sampling for Software Defect Prediction	85
Modality specific U-Net variants for biomedical image segmentation: a survey	85
Picture fuzzy interactional partitioned Heronian mean aggregation operators: an application to MADM process	85
Knowledge Graphs: Opportunities and Challenges	83
State of the art: a review of sentiment analysis based on sequential transfer learning	81
Attention, please! A survey of neural attention models in deep learning	81
News recommender system: a review of recent progress, challenges, and opportunities	80
Medical image data augmentation: techniques, comparisons and interpretations	79
Recent advances in the application of deep learning for fault diagnosis of rotating machinery using vibration signals	77
A review of convolutional neural network architectures and their optimizations	76
A comprehensive survey of sine cosine algorithm: variants and applications	76
Reliability assessment of water quality index based on guidelines of national sanitation foundation in natural streams: integration of remote sensing and data-driven models	75
A comprehensive review of image analysis methods for microorganism counting: from classical image processing to deep learning approaches	74
Machine learning algorithms to forecast air quality: a survey	74
Swarm intelligence algorithms for multiple unmanned aerial vehicles collaboration: a comprehensive review	73
Machine learning towards intelligent systems: applications, challenges, and opportunities	71
A Survey on ensemble learning under the era of deep learning	71
A systematic literature review on state-of-the-art deep learning methods for process prediction	70
Employing a genetic algorithm and grey wolf optimizer for optimizing RF models to evaluate soil liquefaction potential	69
Spider wasp optimizer: a novel meta-heuristic optimization algorithm	69
Biometrics recognition using deep learning: a survey	68
Adversarial example detection for DNN models: a review and experimental comparison	64
A survey of intelligent transmission line inspection based on unmanned aerial vehicle	63
Review and empirical analysis of sparrow search algorithm	62
Feature selection methods for text classification: a systematic literature review	61
Updating approximations with dynamic objects based on local multigranulation rough sets in ordered information systems	60
An improved Henry gas solubility optimization algorithm for task scheduling in cloud computing	60
A survey of Bayesian Network structure learning	59

A survey on personality-aware recommendation systems	59
Neurosymbolic AI: the 3rd wave	58
A comprehensive survey on NSGA-II for multi-objective optimization and applications	58
Spatiotemporal data mining: a survey on challenges and open problems	58
Deep Neuro-Fuzzy System application trends, challenges, and future perspectives: a systematic survey	58
Securing federated learning with blockchain: a systematic literature review	57
Applications, databases and open computer vision research from drone videos and images: a survey	57
An optimized system of GMDH-ANFIS predictive model by ICA for estimating pile bearing capacity	57
Improved grey wolf optimizer based on opposition and quasi learning approaches for optimization: case study autonomous vehicle including vision system	56
The role of artificial intelligence and machine learning in wireless networks security: principle, practice and challenges	56
Multi-criteria decision making approach based on SVTrN Dombi aggregation functions	55
Exponential distribution optimizer (EDO): a novel math-inspired algorithm for global optimization and engineering problems	54
Data clustering: application and trends	52
Artificial intelligence (AI) for medical imaging to combat coronavirus disease (COVID-19): a detailed review with direction for future research	51
An effective control design approach based on novel enhanced aquila optimizer for automatic voltage regulator	51
Risk assessment of coronary heart disease based on cloud-random forest	51
Comprehensive survey on hierarchical clustering algorithms and the recent developments	50
Survey on reinforcement learning for language processing	49
Application of machine learning methods in fault detection and classification of power transmission lines: a survey	49
A survey of transfer learning for machinery diagnostics and prognostics	49
Survey on sentiment analysis: evolution of research methods and topics	49
Sine trigonometric operational laws and its based Pythagorean fuzzy aggregation operators for group decision-making process	48
Multi-criteria decision-making for coronavirus disease 2019 applications: a theoretical analysis review	47
A survey on multi-objective hyperparameter optimization algorithms for machine learning	47
An active deep learning method for diabetic retinopathy detection in segmented fundus images using artificial bee colony algorithm	47
Recent advances of deep learning algorithms for aquacultural machine vision systems with emphasis on fish	47
A review of artificial fish swarm algorithms: recent advances and applications	46
The role of AI technology in prediction, diagnosis and treatment of colorectal cancer	46
Applications of AI in oil and gas projects towards sustainable development: a systematic literature review	46
Concept learning using one-class classifiers for implicit drift detection in evolving data streams	45
Explainable AI for clinical and remote health applications: a survey on tabular and time series data	45
Tutorial on PCA and approximate PCA and approximate kernel PCA	45
An integrated rough ELECTRE II approach for risk evaluation and effects analysis in automatic manufacturing process	45
A state-of-the-art survey of object detection techniques in microorganism image analysis: from classical methods to deep learning approaches	44
Impact of word embedding models on text analytics in deep learning environment: a review	44
Artificial intelligence techniques and their application in oil and gas industry	44
On the joint-effect of class imbalance and overlap: a critical review	44
Over a decade of social opinion mining: a systematic review	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	44
A novel improved whale optimization algorithm to solve numerical optimization and real-world applications	44
Model-free reinforcement learning from expert demonstrations: a survey	44
Deep learning models and traditional automated techniques for brain tumor segmentation in MRI: a review	44
A review of spam email detection: analysis of spammer strategies and the dataset shift problem	43
Artificial intelligence applications for microgrids integration and management of hybrid renewable energy sources	42
A comprehensive survey on optimizing deep learning models by metaheuristics	42
Deep multiagent reinforcement learning: challenges and directions	41
Probabilistic linguistic multiple attribute group decision making for location planning of electric vehicle charging stations based on the generalized Dice similarity measures	41
Hybridization of hybrid structures for time series forecasting: a review	39
Developments in the detection of diabetic retinopathy: a state-of-the-art review of computer-aided diagnosis and machine learning methods	39
Group decision-making with Fermatean fuzzy soft expert knowledge	39
Intuitionistic fuzzy soft decision making method based on CoCoSo and CRITIC for CCN cache placement strategy selection	38
A survey of inverse reinforcement learning	38
A comparison of vector symbolic architectures	38
An improved moth flame optimization algorithm based on modified dynamic opposite learning strategy	38
Chaotic slime mould optimization algorithm for global optimization	38
How to tune the RBF SVM hyperparameters? An empirical evaluation of 18 search algorithms	38
Making accurate object detection at the edge: review and new approach	38
Scientometric analysis of literature on distributed vehicular networks : VOSViewer visualization techniques	38
Secure video communication using firefly optimization and visual cryptography	37
Deep learning in the stock market—a systematic survey of practice, backtesting, and applications	37
Multi-focus image fusion techniques: a survey	37
Diagnosis and prognosis of mental disorders by means of EEG and deep learning: a systematic mapping study	36
A survey on feature selection methods for mixed data	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	36
Deep learning for video object segmentation: a review	36
Deep learning approaches to scene text detection: a comprehensive review	36
Bioacoustic signal denoising: a review	34
Population-based optimization in structural engineering: a review	34
Persistent-homology-based machine learning: a survey and a comparative study	34
Arabic question answering system: a survey	34
A systematic review of artificial intelligence impact assessments	33
KnowMIS-ABSA: an overview and a reference model for applications of sentiment analysis and aspect-based sentiment analysis	33
A survey on binary metaheuristic algorithms and their engineering applications	33
Bayesian learning for neural networks: an algorithmic survey	33
Overview of behavior recognition based on deep learning	33
Greedy opposition-based learning for chimp optimization algorithm	32
Siamese object tracking for unmanned aerial vehicle: a review and comprehensive analysis	31
A brief review of portfolio optimization techniques	31
Advanced value iteration for discrete-time intelligent critic control: A survey	31

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
A review of artificial intelligence methods for engineering prognostics and health management with implementation guidelines	30
Study of automatic text summarization approaches in different languages	30
Artificial intelligence methods for analysis of electrocardiogram signals for cardiac abnormalities: state-of-the-art and future challenges	30
A review on big data based on deep neural network approaches	30
Evaluating new energy vehicles by picture fuzzy sets based on sentiment analysis from online reviews	30
Sentiment analysis: A survey on design framework, applications and future scopes	30
Artificial intelligence-enabled prediction model of student academic performance in online engineering education	30
A survey on deep reinforcement learning for audio-based applications	30
Deep learning based single sample face recognition: a survey	29
A survey of the vision transformers and their CNN-transformer based variants	29
A global taxonomy of interpretable AI: unifying the terminology for the technical and social sciences	29
A novel distance measure on q-rung picture fuzzy sets and its application to decision making and classification problems	28
An effective conflict management method based on belief similarity measure and entropy for multi-sensor data fusion	28
An extended EDAS approach based on cumulative prospect theory for multiple attributes group decision making with probabilistic hesitant fuzzy information	28
Optimal hybrid participation of customers in a smart micro-grid based on day-ahead electrical market	28
Heuristic and metaheuristic methods for the parallel unrelated machines scheduling problem: a survey	28
Global bibliometric mapping of the frontier of knowledge in the field of artificial intelligence for the period 1990–2019	27
Detection of cross-site scripting (XSS) attacks using machine learning techniques: a review	27
Evolutionary design of neural network architectures: a review of three decades of research	27
Image denoising in the deep learning era	27
A review of q-rung orthopair fuzzy information: bibliometrics and future directions	27
A survey of graph neural networks in various learning paradigms: methods, applications, and challenges	27
Rough sets models inspired by supra-topology structures	26
Neural attention for image captioning: review of outstanding methods	26
Balanced picture fuzzy graph with application	26
A survey of fractional calculus applications in artificial neural networks	26
Parameter reduction analysis under interval-valued m-polar fuzzy soft information	26
Deep learning for Alzheimer prediction using brain biomarkers	26
A review of the literature on fuzzy-logic approaches for collision-free path planning of manipulator robots	26
Short text topic modelling approaches in the context of big data: taxonomy, survey, and analysis	26
Approximate reasoning with fuzzy rule interpolation: background and recent advances	25
ME-CCNN: Multi-encoded images and a cascade convolutional neural network for breast tumor segmentation and recognition	25
A survey on information hiding using video steganography	25
Low-carbon cities comprehensive evaluation method based on Fermatean fuzzy hybrid distance measure and TOPSIS	25
A comprehensive review of Binary Neural Network	25
Benchmarking lightweight face architectures on specific face recognition scenarios	25
A quantum mutation-based backtracking search algorithm	25
AI on the edge: a comprehensive review	25
Design possibilities and challenges of DNN models: a review on the perspective of end devices	25
Arabic sentiment analysis using recurrent neural networks: a review	25
Using artificial intelligence technology to fight COVID-19: a review	25
A scoping review on multi-fault diagnosis of industrial rotating machines using multi-sensor data fusion	25
An efficient lightweight convolutional neural network for industrial surface defect detection	24
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	24
A hybrid approach combining AHP with TODIM for blockchain technology provider selection under the Pythagorean fuzzy scenario	24
Federated learning attack surface: taxonomy, cyber defences, challenges, and future directions	24
Memory based hybrid crow search algorithm for solving numerical and constrained global optimization problems	24
An approach to MCGDM based on multi-granulation Pythagorean fuzzy rough set over two universes and its application to medical decision problem	24
HG-SMA: hierarchical guided slime mould algorithm for smooth path planning	24
An architecture-level analysis on deep learning models for low-impact computations	24
Time series forecasting using fuzzy cognitive maps: a survey	24
A review of deep learning-based recommender system in e-learning environments	23
An overview of mixing augmentation methods and augmentation strategies	23
Image forgery techniques: a review	23
Conventional and contemporary approaches used in text to speech synthesis: a review	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, graph-based text representation and classification: a survey, perspectives and challenges	22
Neurological abnormality detection from electroencephalography data: a review	22
Automatic captioning for medical imaging (MIC): a rapid review of literature	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 for compressive sensing: a ubiquitous systems perspective	21
Unsupervised concept drift detection for multi-label data streams	21
Data-driven effort estimation techniques of agile user stories: a systematic literature review	21
Video summarization using deep learning techniques: a detailed analysis and investigation	21
Multiple attributes group decision-making based on trigonometric operators, particle swarm optimization and complex intuitionistic fuzzy values	21
A comparative review of graph convolutional networks for human skeleton-based action recognition	21
nmODE: neural memory ordinary differential equation	21
Zero-day attack detection: a systematic literature review	21
A survey of energy-efficient clustering routing protocols for wireless sensor networks based on metaheuristic approaches	21
Visual privacy attacks and defenses in deep learning: a survey	21
An analysis of graph convolutional networks and recent datasets for visual question answering	20
Automatic targetless LiDAR–camera calibration: a survey	20
How to keep text private? A systematic review of deep learning methods for privacy-preserving natural language processing	20
An overview of violence detection techniques: current challenges and future directions	20
A chimp-inspired remora optimization algorithm for multilevel thresholding image segmentation using cross entropy	19
Sparse online kernelized actor-critic Learning in reproducing kernel Hilbert space	19
Fuzzy covering-based rough set on two different universes and its application	19
Three-way decision model under a large-scale group decision-making environment with detecting and managing non-cooperative behaviors in consensus reaching process	19
Evolved distance measures for circular intuitionistic fuzzy sets and their exploitation in the technique for order preference by similarity to ideal solutions	19
Towards hybrid over- and under-sampling combination methods for class imbalanced datasets: an experimental study	19
Survey on aspect detection for aspect-based sentiment analysis	19
Mean-variance-skewness portfolio optimization under uncertain environment using improved genetic algorithm	19
A review of semi-supervised learning for text classification	19
A comprehensive survey on the sine–cosine optimization algorithm	19
Certain competition graphs based on picture fuzzy environment with applications	19
A novel prospect-theory-based three-way decision methodology in multi-scale information systems	19
Similarity-based multi-criteria decision making technique of pythagorean fuzzy sets	18
Heterogeneous graph neural networks analysis: a survey of techniques, evaluations and applications	18
Trustworthy artificial intelligence in Alzheimer’s disease: state of the art, opportunities, and challenges	18
A new fusion of whale optimizer algorithm with Kapur’s entropy for multi-threshold image segmentation: analysis and validations	18
On the current state of deep learning for news recommendation	18
Evaluating eXplainable artificial intelligence tools for hard disk drive predictive maintenance	18