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
Metaheuristics: a comprehensive overview and classification along with bibliometric analysis	154
A review of deep learning used in the hyperspectral image analysis for agriculture	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
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
Deep learning in drug discovery: an integrative review and future challenges	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
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
Neurosymbolic AI: the 3rd wave	58
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
Securing federated learning with blockchain: a systematic literature review	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
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
Multi-criteria decision-making for coronavirus disease 2019 applications: a theoretical analysis review	47
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
A review of artificial fish swarm algorithms: recent advances and applications	46
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
Concept learning using one-class classifiers for implicit drift detection in evolving data streams	45
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 state-of-the-art survey of object detection techniques in microorganism image analysis: from classical methods to deep learning approaches	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
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
Intuitionistic fuzzy soft decision making method based on CoCoSo and CRITIC for CCN cache placement strategy selection	38
Deep learning in the stock market—a systematic survey of practice, backtesting, and applications	37
Multi-focus image fusion techniques: a survey	37
Secure video communication using firefly optimization and visual cryptography	37
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
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
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
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
A review of artificial intelligence methods for engineering prognostics and health management with implementation guidelines	30
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
Deep learning based single sample face recognition: a survey	29
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
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
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