Artificial Intelligence Review

Article	Citations
A survey of the recent architectures of deep convolutional neural networks	1446
A comparative analysis of gradient boosting algorithms	572
A review on the long short-term memory model	570
Deep semantic segmentation of natural and medical images: a review	394
A review on machine learning in 3D printing: applications, potential, and challenges	287
Application of deep learning algorithms in geotechnical engineering: a short critical review	222
A survey on sentiment analysis methods, applications, and challenges	222
Advances in Sine Cosine Algorithm: A comprehensive survey	221
Vision-based robotic grasping from object localization, object pose estimation to grasp estimation for parallel grippers: a review	218
A survey on video-based Human Action Recognition: recent updates, datasets, challenges, and applications	182
Multi-agent deep reinforcement learning: a survey	179
Transformer models for text-based emotion detection: a review of BERT-based approaches	172
Machine Learning in Drug Discovery: A Review	171
A survey of deep meta-learning	161
Chaos Game Optimization: a novel metaheuristic algorithm	154
A survey on evolutionary computation for complex continuous optimization	145
Deep learning techniques for skin lesion analysis and melanoma cancer detection: a survey of state-of-the-art	142
Explainable artificial intelligence: a comprehensive review	136
A systematic review on overfitting control in shallow and deep neural networks	130
Image segmentation evaluation: a survey of methods	126
A review on fault detection and diagnosis techniques: basics and beyond	125
The intelligent critic framework for advanced optimal control	124
Systematic reviews in sentiment analysis: a tertiary study	115
Metaheuristics: a comprehensive overview and classification along with bibliometric analysis	111
A review of deep learning used in the hyperspectral image analysis for agriculture	109

A survey of uncertainty in deep neural networks	109
Performance assessment of the metaheuristic optimization algorithms: an exhaustive review	109
Human activity recognition in artificial intelligence framework: a narrative review	105
A hybrid Harris Hawks optimization algorithm with simulated annealing for feature selection	104
A comprehensive survey of recent trends in deep learning for digital images augmentation	96
Pattern identification of different human joints for different human walking styles using inertial measurement unit (IMU) sensor	94
Artificial intelligence, cyber-threats and Industry 4.0: challenges and opportunities	91
Fire Hawk Optimizer: a novel metaheuristic algorithm	90
Survey on evaluation methods for dialogue systems	89
Artificial intelligence in the creative industries: a review	89
A survey on multi-agent deep reinforcement learning: from the perspective of challenges and applications	83
An automated essay scoring systems: a systematic literature review	81
A comprehensive review of computer-aided whole-slide image analysis: from datasets to feature extraction, segmentation, classification and detection approaches	79
A review on weight initialization strategies for neural networks	78
Consensus in multi-agent systems: a review	77
Various dimension reduction techniques for high dimensional data analysis: a review	77
Human-in-the-loop machine learning: a state of the art	74
Picture fuzzy interactional partitioned Heronian mean aggregation operators: an application to MADM process	74
A survey on intrusion detection system: feature selection, model, performance measures, application perspective, challenges, and future research directions	74
Role of artificial intelligence in rotor fault diagnosis: a comprehensive review	72
Artificial intelligence in cyber security: research advances, challenges, and opportunities	72
Nature inspired optimization algorithms or simply variations of metaheuristics?	68
Modality specific U-Net variants for biomedical image segmentation: a survey	68
AI-big data analytics for building automation and management systems: a survey, actual challenges and future perspectives	67
Deep reinforcement learning in computer vision: a comprehensive survey	67
Data stream clustering: a review	66
Artificial neural networks for water quality soft-sensing in wastewater treatment: a review	66
A novel fault diagnosis method based on CNN and LSTM and its application in fault diagnosis for complex systems	66
Underwater image enhancement: a comprehensive review, recent trends, challenges and applications	65
A comprehensive survey of sine cosine algorithm: variants and applications	65
News recommender system: a review of recent progress, challenges, and opportunities	63
Video super-resolution based on deep learning: a comprehensive survey	63
CovidSens: a vision on reliable social sensing for COVID-19	63
Reliability assessment of water quality index based on guidelines of national sanitation foundation in natural streams: integration of remote sensing and data-driven models	63
Handling Class-Imbalance with KNN (Neighbourhood) Under-Sampling for Software Defect Prediction	62
Reinforcement learning in robotic applications: a comprehensive survey	62
Recent advances in decision trees: an updated survey	60
Quantum-inspired metaheuristic algorithms: comprehensive survey and classification	60
Attention, please! A survey of neural attention models in deep learning	60
A comprehensive survey of Crow Search Algorithm and its applications	55
Applications of artificial neural networks in microorganism image analysis: a comprehensive review from conventional multilayer perceptron to popular convolutional neural network and potential visual	54
Improved grey wolf optimizer based on opposition and quasi learning approaches for optimization: case study autonomous vehicle including vision system	53
A comprehensive review of image analysis methods for microorganism counting: from classical image processing to deep learning approaches	53
Machine learning towards intelligent systems: applications, challenges, and opportunities	52
Deep learning for biomedical image reconstruction: a survey	52
Multi-criteria decision making approach based on SVTrN Dombi aggregation functions	52
A systematic literature review on state-of-the-art deep learning methods for process prediction	52
Monte Carlo Tree Search: a review of recent modifications and applications	51
State of the art: a review of sentiment analysis based on sequential transfer learning	51
An optimized system of GMDH-ANFIS predictive model by ICA for estimating pile bearing capacity	50

Updating approximations with dynamic objects based on local multigranulation rough sets in ordered information systems	49
Feature selection methods for text classification: a systematic literature review	48
Recent advances in deep learning based dialogue systems: a systematic survey	47
An improved Henry gas solubility optimization algorithm for task scheduling in cloud computing	47
Sentiment analysis with deep neural networks: comparative study and performance assessment	47
Artificial intelligence, machine learning and process automation: existing knowledge frontier and way forward for mining sector	46
Employing a genetic algorithm and grey wolf optimizer for optimizing RF models to evaluate soil liquefaction potential	45
On the evaluation and combination of state-of-the-art features in Twitter sentiment analysis	45
A survey on personality-aware recommendation systems	45
Adversarial example detection for DNN models: a review and experimental comparison	45
Text categorization: past and present	45
Applications, databases and open computer vision research from drone videos and images: a survey	44
Artificial intelligence (AI) for medical imaging to combat coronavirus disease (COVID-19): a detailed review with direction for future research	44
Genetic programming in civil engineering: advent, applications and future trends	43
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	42
Spatiotemporal data mining: a survey on challenges and open problems	42
A new chaotic complex map for robust video watermarking	41
Deep Neuro-Fuzzy System application trends, challenges, and future perspectives: a systematic survey	41
CHIRPS: Explaining random forest classification	40
A survey on parallel clustering algorithms for Big Data	40
Swarm intelligence algorithms for multiple unmanned aerial vehicles collaboration: a comprehensive review	40
A review of convolutional neural network architectures and their optimizations	40
A novel improved whale optimization algorithm to solve numerical optimization and real-world applications	39
Sine trigonometric operational laws and its based Pythagorean fuzzy aggregation operators for group decision-making process	39
The role of artificial intelligence and machine learning in wireless networks security: principle, practice and challenges	39
Machine learning algorithms to forecast air quality: a survey	38
A robust extension of VIKOR method for bipolar fuzzy sets using connection numbers of SPA theory based metric spaces	38
Deep learning techniques for rating prediction: a survey of the state-of-the-art	38
An integrated rough ELECTRE II approach for risk evaluation and effects analysis in automatic manufacturing process	37
Probabilistic linguistic multiple attribute group decision making for location planning of electric vehicle charging stations based on the generalized Dice similarity measures	37
Secure video communication using firefly optimization and visual cryptography	37
An effective control design approach based on novel enhanced aquila optimizer for automatic voltage regulator	37
Artificial intelligence techniques and their application in oil and gas industry	36
Applications of AI in oil and gas projects towards sustainable development: a systematic literature review	36
Evolutionary computation for solving search-based data analytics problems	36
Concept learning using one-class classifiers for implicit drift detection in evolving data streams	36
Risk assessment in discrete production processes considering uncertainty and reliability: Z-number multi-stage fuzzy cognitive map with fuzzy learning algorithm	36
Over a decade of social opinion mining: a systematic review	35
The role of AI technology in prediction, diagnosis and treatment of colorectal cancer	35
A survey of transfer learning for machinery diagnostics and prognostics	35
Risk assessment of coronary heart disease based on cloud-random forest	35
Machine learning in medicinal plants recognition: a review	34
Intuitionistic fuzzy soft decision making method based on CoCoSo and CRITIC for CCN cache placement strategy selection	34
Recent advances in the application of deep learning for fault diagnosis of rotating machinery using vibration signals	34
Deep learning in drug discovery: an integrative review and future challenges	34
Recent advances of deep learning algorithms for aquacultural machine vision systems with emphasis on fish	34
Model-free reinforcement learning from expert demonstrations: a survey	33
Deep learning approaches to scene text detection: a comprehensive review	33
Group decision-making with Fermatean fuzzy soft expert knowledge	33
Multi-criteria decision-making for coronavirus disease 2019 applications: a theoretical analysis review	33
A survey of intelligent transmission line inspection based on unmanned aerial vehicle	32
Scientometric analysis of literature on distributed vehicular networks : VOSViewer visualization techniques	32
Bio-inspired VANET routing optimization: an overview	32
A state-of-the-art survey of object detection techniques in microorganism image analysis: from classical methods to deep learning approaches	32
Multi-focus image fusion techniques: a survey	32
A Survey on ensemble learning under the era of deep learning	32
Consensus-based robust decision making methods under a novel study of probabilistic uncertain linguistic information and their application in Forex investment	31
When artificial intelligence meets building energy efficiency, a review focusing on zero energy building	31
Biometrics recognition using deep learning: a survey	31
A comprehensive survey on optimizing deep learning models by metaheuristics	31
Deep learning modelling techniques: current progress, applications, advantages, and challenges	31
Securing federated learning with blockchain: a systematic literature review	30
A quantum-based sine cosine algorithm for solving general systems of nonlinear equations	30
Visual question answering: a state-of-the-art review	30
Decision-making model for China’s stock market bubble warning: the CoCoSo with picture fuzzy information	30
Medical image data augmentation: techniques, comparisons and interpretations	29
A review of artificial fish swarm algorithms: recent advances and applications	29
Bioacoustic signal denoising: a review	29
Review and empirical analysis of sparrow search algorithm	28
Survey on reinforcement learning for language processing	28
A survey on feature selection methods for mixed data	28
A new approach for the detection of abnormal heart sound signals using TQWT, VMD and neural networks	28
A systematic literature review of multicriteria recommender systems	28
Making accurate object detection at the edge: review and new approach	28
An exhaustive review of the metaheuristic algorithms for search and optimization: taxonomy, applications, and open challenges	28
Deep multiagent reinforcement learning: challenges and directions	28
Virtual machine placement in cloud data centers using a hybrid multi-verse optimization algorithm	28
Algorithm for T-spherical fuzzy MADM based on associated immediate probability interactive geometric aggregation operators	28
Diagnosis and prognosis of mental disorders by means of EEG and deep learning: a systematic mapping study	27
A comparison of vector symbolic architectures	27

Survey on sentiment analysis: evolution of research methods and topics	27
Population-based optimization in structural engineering: a review	27
Generalized Maclaurin symmetric mean aggregation operators based on Archimedean t-norm of the intuitionistic fuzzy soft set information	27
On the joint-effect of class imbalance and overlap: a critical review	27
KnowMIS-ABSA: an overview and a reference model for applications of sentiment analysis and aspect-based sentiment analysis	27
Knowledge Graphs: Opportunities and Challenges	26
An extended EDAS approach based on cumulative prospect theory for multiple attributes group decision making with probabilistic hesitant fuzzy information	26
A survey of inverse reinforcement learning	26
An active deep learning method for diabetic retinopathy detection in segmented fundus images using artificial bee colony algorithm	26
Developments in the detection of diabetic retinopathy: a state-of-the-art review of computer-aided diagnosis and machine learning methods	26
A survey of sentiment analysis in the Portuguese language	26
A survey of attack detection approaches in collaborative filtering recommender systems	26
A review of q-rung orthopair fuzzy information: bibliometrics and future directions	26
Ancient text recognition: a review	25
Neurosymbolic AI: the 3rd wave	25
A survey of Bayesian Network structure learning	25
Comprehensive survey on hierarchical clustering algorithms and the recent developments	25
Deep learning for Alzheimer prediction using brain biomarkers	25
A novel distance measure on q-rung picture fuzzy sets and its application to decision making and classification problems	25
Artificial intelligence methods for analysis of electrocardiogram signals for cardiac abnormalities: state-of-the-art and future challenges	25
Hybridization of hybrid structures for time series forecasting: a review	24
Using artificial intelligence technology to fight COVID-19: a review	24
Consensus function based on cluster-wise two level clustering	24
Chaotic slime mould optimization algorithm for global optimization	24
How to tune the RBF SVM hyperparameters? An empirical evaluation of 18 search algorithms	24
An improved moth flame optimization algorithm based on modified dynamic opposite learning strategy	24
Deep learning approach for facial age classification: a survey of the state-of-the-art	24
Analytical review of clustering techniques and proximity measures	24
High granular and short term time series forecasting of $$\hbox {PM}_{2.5}$$ air pollutant - a comparative review	23
Persistent-homology-based machine learning: a survey and a comparative study	23
Parameter reduction analysis under interval-valued m-polar fuzzy soft information	23
A survey on information hiding using video steganography	23
Crayfish optimization algorithm	23
Performance comparison of five metaheuristic nature-inspired algorithms to find near-OGRs for WDM systems	23
Tutorial on PCA and approximate PCA and approximate kernel PCA	23
A survey on multi-objective hyperparameter optimization algorithms for machine learning	23
Deep learning for video object segmentation: a review	22
Multi-dimensional Bayesian network classifiers: A survey	22
Arabic question answering system: a survey	22
Empirical evaluation and study of text stemming algorithms	22
PROMETHEE II method based on variable precision fuzzy rough sets with fuzzy neighborhoods	22
Overview of behavior recognition based on deep learning	22
Data clustering: application and trends	21
Deep learning in the stock market—a systematic survey of practice, backtesting, and applications	21
m-polar neutrosophic soft mapping with application to multiple personality disorder and its associated mental disorders	21
Balanced picture fuzzy graph with application	21
An association between fingerprint patterns with blood group and lifestyle based diseases: a review	21
Study of automatic text summarization approaches in different languages	21
A review of spam email detection: analysis of spammer strategies and the dataset shift problem	21
From classical to deep learning: review on cartilage and bone segmentation techniques in knee osteoarthritis research	21
Modelling daily soil temperature by hydro-meteorological data at different depths using a novel data-intelligence model: deep echo state network model	21
Benchmarking lightweight face architectures on specific face recognition scenarios	21
A hybrid approach combining AHP with TODIM for blockchain technology provider selection under the Pythagorean fuzzy scenario	21