Artificial Intelligence Review

Article	Citations
Cognitive motivations and foundations for building intelligent decision-making systems	1063
Self-dependence multi-label learning with double k for missing labels	897
New staircase sinusoidal voltage synthesizer and optimal interval type-2 fuzzy controller for dynamic voltage restorer to compensate voltage disturbances	766
General optimization procedure of the Hedge-algebras controller for controlling dynamic systems	574
Community detection model for dynamic networks based on hidden Markov model and evolutionary algorithm	569
Survey on aspect detection for aspect-based sentiment analysis	558
Brain works principle followed by neural information processing: a review of novel brain theory	554
Image denoising in the deep learning era	513
A novel prospect-theory-based three-way decision methodology in multi-scale information systems	492
Machine reading comprehension combined with semantic dependency for Chinese zero pronoun resolution	421
Model free position-force control of environmental constrained reconfigurable manipulators based on adaptive dynamic programming	379
Advanced value iteration for discrete-time intelligent critic control: A survey	370
Evaluating eXplainable artificial intelligence tools for hard disk drive predictive maintenance	342
Novel variants of grasshopper optimization algorithm to solve numerical problems and demand side management in smart grids	327
A survey of energy-efficient clustering routing protocols for wireless sensor networks based on metaheuristic approaches	325
Artificial intelligence for suicide assessment using Audiovisual Cues: a review	314
Evaluating new energy vehicles by picture fuzzy sets based on sentiment analysis from online reviews	309
Data mining-based firefly algorithm for green vehicle routing problem with heterogeneous fleet and refueling constraint	306
Feature selection for set-valued data based on D–S evidence theory	298
Weakly supervised discriminate enhancement network for visual sentiment analysis	268
A survey on computational metaphor processing techniques: from identification, interpretation, generation to application	264
Deep learning models and traditional automated techniques for brain tumor segmentation in MRI: a review	255
Geometric deep learning and equivariant neural networks	255
Adaptive type2-possibilistic C-means clustering and its application to microarray datasets	240
A survey on syntactic processing techniques	239

Emotion quantification techniques for cognitive reappraisal: a systematic review and scientometric analysis	234
Battling voice spoofing: a review, comparative analysis, and generalizability evaluation of state-of-the-art voice spoofing counter measures	232
Uncertainty analysis in document publications using single-valued neutrosophic set and collaborative entropy	216
Huber loss based distributed robust learning algorithm for random vector functional-link network	200
Trustworthy artificial intelligence in Alzheimer’s disease: state of the art, opportunities, and challenges	194
University admission process: a prescriptive analytics approach	188
A systematic review of deep learning based image segmentation to detect polyp	182
A Review of multilayer extreme learning machine neural networks	173
Biometrics recognition using deep learning: a survey	170
Monte Carlo Tree Search: a review of recent modifications and applications	165
Swarm intelligence algorithms for multiple unmanned aerial vehicles collaboration: a comprehensive review	164
Machine learning for leaf disease classification: data, techniques and applications	164
Intelligent energy management systems: a review	162
A survey of the vision transformers and their CNN-transformer based variants	156
Crayfish optimization algorithm	150
Combining deep subspace feature representation based IKPCANet and jointly constraint multi-dictionary learning for facial expression recognition	149
A chimp-inspired remora optimization algorithm for multilevel thresholding image segmentation using cross entropy	146
A proportional-integral iterative algorithm for time-variant equality-constrained quadratic programming problem with applications	144
A systematic literature review on AutoML for multi-target learning tasks	140
Dimensionality reduced training by pruning and freezing parts of a deep neural network: a survey	137
Optimization Driven Spike Deep Belief Neural Network classifier: a deep-learning based Multichannel Spike Sorting Neural Signal Processor (NSP) module for high-channel-count Brain Machine Interfaces (	137
A comprehensive review of Binary Neural Network	126
Feature subset selection for multi-scale neighborhood decision information system via mutual information	124
Early health prediction framework using XGBoost ensemble algorithm in intelligent environment	114
DeepThink IoT: The Strength of Deep Learning in Internet of Things	114
A hybrid human–AI tool for scientometric analysis	112
A comprehensive review on Jaya optimization algorithm	112
From task to evaluation: an automatic text summarization review	112
Artificial intelligence-enabled prediction model of student academic performance in online engineering education	109
PC-IEN: a click-through rate prediction method based on dynamic collaborative personalized interest extraction	108
DptOIE: a Portuguese open information extraction based on dependency analysis	105
On the current state of query formulation for book search	104
nmODE: neural memory ordinary differential equation	101
Feature subset selection for data and feature streams: a review	99
Machine learning and deep learning techniques for the analysis of heart disease: a systematic literature review, open challenges and future directions	97
Spherical fuzzy TODIM method for MAGDM integrating cumulative prospect theory and CRITIC method and its application to commercial insurance selection	97
An advanced similarity measure for Pythagorean fuzzy sets and its applications in transportation problem	96
Artificial intelligence-assisted water quality index determination for healthcare	95
Unsupervised concept drift detection for multi-label data streams	94
Medical image data augmentation: techniques, comparisons and interpretations	94
Literature review on Intention Mining-oriented Process Mining in information system	93
A review of convolutional neural network architectures and their optimizations	93
An effective and efficient broad-based ensemble learning model for moderate-large scale image recognition	92
Application of artificial intelligence technology in the field of orthopedics: a narrative review	89
Detecting Persian speaker-independent voice commands based on LSTM and ontology in communicating with the smart home appliances	86
A state of art review on applications of multi-objective evolutionary algorithms in chemicals production reactors	84
An IoT based smart menstrual cup using optimized adaptive CNN model for effective menstrual hygiene management	84
A new intuitionistic fuzzy best worst method for deriving weight vector of criteria and its application	82
Autonomous learning for fuzzy systems: a review	82
Construction of multivalued cryptographic boolean function using recurrent neural network and its application in image encryption scheme	80

An active deep learning method for diabetic retinopathy detection in segmented fundus images using artificial bee colony algorithm	80
Deep learning for compressive sensing: a ubiquitous systems perspective	80
A systematic review of the use of topic models for short text social media analysis	78
Application of machine learning methods in fault detection and classification of power transmission lines: a survey	77
Interpretable decision trees through MaxSAT	77
Deep multiagent reinforcement learning: challenges and directions	76
Arabic natural language processing for Qur’anic research: a systematic review	76
Explainable AI for clinical and remote health applications: a survey on tabular and time series data	75
Manifold transfer subspace learning based on double relaxed discriminative regression	75
Machine and deep learning for longitudinal biomedical data: a review of methods and applications	75
An external archive guided Harris Hawks optimization using strengthened dominance relation for multi-objective optimization problems	74
Advanced artificial intelligence system by intuitionistic fuzzy $$\Gamma$$-subring for automotive robotic manufacturing	74
Classification of spinal curvature types using radiography images: deep learning versus classical methods	72
Deep learning on multi-view sequential data: a survey	71
Incorporating Q-learning and gradient search scheme into JAYA algorithm for global optimization	71
Privacy-preserving data (stream) mining techniques and their impact on data mining accuracy: a systematic literature review	71
A systematic review for class-imbalance in semi-supervised learning	71
Fotomics: fourier transform-based omics imagification for deep learning-based cell-identity mapping using single-cell omics profiles	70
Multi-source deep transfer learning algorithm based on feature alignment	69
Time series forecasting using fuzzy cognitive maps: a survey	68
Quantum-inspired metaheuristic algorithms: comprehensive survey and classification	68
Heterogeneous graph neural networks analysis: a survey of techniques, evaluations and applications	68
Time expression recognition and normalization: a survey	67
Deep neural network pruning method based on sensitive layers and reinforcement learning	67
Some new product operations of T-spherical fuzzy graphs and an application of T-spherical fuzzy graphs in MCGDM	65
Artificial glial cells in artificial neuronal networks: a systematic review	63
Transition of traditional method to deep learning based computer-aided system for breast cancer using Automated Breast Ultrasound System (ABUS) images: a review	62
Smart farming prediction models for precision agriculture: a comprehensive survey	61
Time-series dynamic three-way group decision-making model and its application in TCM efficacy evaluation	60
A comprehensive survey on image captioning: from handcrafted to deep learning-based techniques, a taxonomy and open research issues	60
Gradient leakage attacks in federated learning	59
Optimal energy management in EVCS and distribution system considering QoS using hybrid technique	58
A survey on narrative extraction from textual data	57
Internet of Low-Altitude UAVs (IoLoUA): a methodical modeling on integration of Internet of “Things” with “UAV” possibilities and tests	57
Recent advances in decision trees: an updated survey	56
A survey on multi-objective hyperparameter optimization algorithms for machine learning	56
Knowledge discovery and variable scale evaluation for long series data	56
Hybrid chimp optimization algorithm for degree reduction of ball Said–Ball curves	55
Hierarchical few-shot learning based on coarse- and fine-grained relation network	54
Multiple criteria decision analytic methods in management with T-spherical fuzzy information	54
Soft computing techniques for biomedical data analysis: open issues and challenges	54
A comprehensive survey on the sine–cosine optimization algorithm	53
State-of-the-art review of machine learning and optimization algorithms applications in environmental effects of blasting	52
Diabetes subtypes classification for personalized health care: A review	51
An adaptive spatio-temporal neural network for PM2.5 concentration forecasting	51
An innovative time-varying particle swarm-based Salp algorithm for intrusion detection system and large-scale global optimization problems	50
A multi-factor two-stage deep integration model for stock price prediction based on intelligent optimization and feature clustering	50
Deep learning based single sample face recognition: a survey	49
Logic programming for deliberative robotic task planning	49
Image embedding for denoising generative models	49
A review of platforms for simulating embodied agents in 3D virtual environments	49
A review of the literature on fuzzy-logic approaches for collision-free path planning of manipulator robots	47
A picture fuzzy evaluation framework based on a novel approach incorporating bidirectional projection measures and the VIKOR method	47
Concept of hidden classes in pattern classification	46
Comprehensive survey on hierarchical clustering algorithms and the recent developments	46
Computational methods for studying relationship between nutritional status and respiratory viral diseases: a systematic review	46
Bimatrix games under dense fuzzy environment and its application to natural disaster management	46
Data clustering: application and trends	46
Explainable recommendations with nonnegative matrix factorization	45
Safety-critical computer vision: an empirical survey of adversarial evasion attacks and defenses on computer vision systems	45
ESOA-HGRU: egret swarm optimization algorithm-based hybrid gated recurrent unit for classification of diabetic retinopathy	45
Mathematical modeling and simulation of multi-focus image fusion techniques using the effect of image enhancement criteria: a systematic review and performance evaluation	45
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	45
A multi-population evolutionary algorithm for multi-objective constrained portfolio optimization problem	45
Low-carbon cities comprehensive evaluation method based on Fermatean fuzzy hybrid distance measure and TOPSIS	44
H1DBi-R Net: Hybrid 1D Bidirectional RNN for Efficient Diabetic Retinopathy Detection and Classification	43
Bartletts principal regressive and arbitrary African buffalo optimizatized three-dimensional protein structure prediction	43
Setback in ranking fuzzy numbers: a study in fuzzy risk analysis in diabetes prediction	43
Uncertainty measurement of partially labeled categorical data with application to semi-supervised attribute reduction	43
An introduction to grey causal modelling (GCM): applications to manufacturing, supply chains, resilience, and sustainability	43
A review of artificial intelligence methods for engineering prognostics and health management with implementation guidelines	42
Survey on sentiment analysis: evolution of research methods and topics	42
Matrix-based fast granularity reduction algorithm of multi-granulation rough set	42
Survey on video anomaly detection in dynamic scenes with moving cameras	42
Chaotic electromagnetic field optimization	42
Conflict detection and elimination integrating agent’s influence and conflict coefficient with incomplete trust relationship	41
Intelligent techniques in e-learning: a literature review	41
Evaluating conversational recommender systems	41
A survey of Bayesian Network structure learning	40
A new hyper-heuristic based on ant lion optimizer and Tabu search algorithm for replica management in cloud environment	39

Secure trust aware multi-objective routing protocol based on battle competitive swarm optimization in IoT	39
Review on chest pathogies detection systems using deep learning techniques	38
SCL-SKG: software knowledge extraction with span-level contrastive learning	38
LT-SMF: long term stock market price trend prediction using optimal hybrid machine learning technique	38
Multi-knowledge resources-based semantic similarity models with application for movie recommender system	38
Population reduction with individual similarity for differential evolution	38
Nuclei and glands instance segmentation in histology images: a narrative review	37
Knowledge representation and reasoning using fuzzy Petri nets: a literature review and bibliometric analysis	37
A state-of-the-art survey of object detection techniques in microorganism image analysis: from classical methods to deep learning approaches	36
From multi-view data features to clusters: a unified approach	36
Gift: granularity over specific-class for feature selection	36
Recent advances in deep learning based dialogue systems: a systematic survey	36
Multi-strategy adaptive cuckoo search algorithm for numerical optimization	36
Medical instrument detection in ultrasound: a review	36
Short text topic modelling approaches in the context of big data: taxonomy, survey, and analysis	35
Non-rigid point set registration: recent trends and challenges	35
Detection of cross-site scripting (XSS) attacks using machine learning techniques: a review	34
Quantum case-based reasoning (qCBR)	34
Incremental learning with neural networks for computer vision: a survey	34
Weakly-supervised learning method for the recognition of potato leaf diseases	34
Multiple attributes group decision-making based on trigonometric operators, particle swarm optimization and complex intuitionistic fuzzy values	33
MISO hierarchical inference engine satisfying the law of importation with aggregation functions	33
A three-way decision method with tolerance dominance relations in decision information systems	33
An SOA-RBFNN approach for the system modelling of optimal energy management in grid-connected smart grid system	33
ADABA: improving the balancing between runtime and accuracy in a new distributed version of the alpha–beta algorithm	33
Convolutional network fabric pruning with label noise	33
3D point cloud descriptors: state-of-the-art	32
A survey on artificial intelligence techniques for security event correlation: models, challenges, and opportunities	32
Radiomics and artificial intelligence in breast imaging: a survey	32
A Survey on ensemble learning under the era of deep learning	31
A comprehensive survey on NSGA-II for multi-objective optimization and applications	31
Implementing bargaining game-based fuzzy cognitive map and mixed-motive games for group decisions in the healthcare supplier selection	31
Recent advances in the application of deep learning for fault diagnosis of rotating machinery using vibration signals	31
Multicriteria group decision making via generalized trapezoidal intuitionistic fuzzy number-based novel similarity measure and its application to diverse COVID-19 scenarios	30
Preparation process and performance of polyurethane modified bitumen investigated using machine learning algorithm	30
Granular reduction in formal fuzzy contexts: graph representation, graph approach and its algorithm	29
Aspect-based sentiment analysis: an overview in the use of Arabic language	29
Physical laws meet machine intelligence: current developments and future directions	29
Image data hiding schemes based on metaheuristic optimization: a review	29
Cross-domain decision making based on TrAdaBoost for diagnosis of breast lesions	29
A systematic review of applications of natural language processing and future challenges with special emphasis in text-based emotion detection	29
Projection based regret theory on three-way decision model in probabilistic interval-valued q-rung orthopair hesitant fuzzy set and its application to medicine company	29
Hardware implementation of SLAM algorithms: a survey on implementation approaches and platforms	28
Predicting the compressive strength of eco-friendly and normal concretes using hybridized fuzzy inference system and particle swarm optimization algorithm	28
Evolved distance measures for circular intuitionistic fuzzy sets and their exploitation in the technique for order preference by similarity to ideal solutions	28
A survey of long short term memory and its associated models in sustainable wind energy predictive analytics	28
Exploring the knowledge diffusion and research front of OWA operator: a main path analysis	28
Reliability intelligence analysis of concrete arch bridge based on Kriging model and PSOSA hybrid algorithm	27
Artificial intelligence for template-free protein structure prediction: a comprehensive review	27
A systematic review of federated learning from clients’ perspective: challenges and solutions	27
SAR-BSO meta-heuristic hybridization for feature selection and classification using DBNover stream data	27
Disentangling causality: assumptions in causal discovery and inference	27
An improved TOPSIS method for multi-criteria decision making based on hesitant fuzzy β neighborhood	26
The goat search algorithms	26
A systematic review of deep learning-based cervical cytology screening: from cell identification to whole slide image analysis	26
RG-NBEO: a ReliefF guided novel binary equilibrium optimizer with opposition-based S-shaped and V-shaped transfer functions for feature selection	26
Data quality issues in software fault prediction: a systematic literature review	25
An efficient approach to attribute reductions of quantitative dominance-based neighborhood rough sets based on graded information granules	25
New challenges in reinforcement learning: a survey of security and privacy	25
Automatic targetless LiDAR–camera calibration: a survey	25
Failure mode and effect analysis approach considering risk attitude of dynamic reference point cumulative prospect theory in uncertainty contexts	25
Distance measures on intuitionistic fuzzy sets based on cross-information dissimilarity and their diverse applications	25
Forty years of color quantization: a modern, algorithmic survey	25
Global bibliometric mapping of the frontier of knowledge in the field of artificial intelligence for the period 1990–2019	25