International Journal of Machine Learning and Cybernetics

Article	Citations
ClKI: closed-loop and knowledge iterative via self-distillation for image sentiment analysis	738
Stochastic configuration network modeling method based on information superposition and mixture correntropy	266
Structural entropy-based scheduler for job planning problems using multi-agent reinforcement learning	117
Imbalanced driving scene recognition with class focal loss and data augmentation	101
Two-channel deep recursive multi-scale network based on multi-attention for no-reference image quality assessment	96
A new supervised outlier detection method for hybrid data	90
Adaptive condensed fuzzy monotonic K-nearest neighbors for monotonic classification	89
A novel adaptive methodology for removing spurious components in a modified incremental Gaussian mixture model	67
Observer-based finite-time asynchronous sliding mode control with quantized outputs for hidden Markov jump systems	59
Pixel-patch combination loss for refined edge detection	59
Group decision-making method with directed graph under linguistic environment	56
KRAFS-ANet: A novel framework for EEG-based stress classification using channel selection and optimized ensemble stacking	56
Landmark based guidance for reinforcement learning agents under partial observability	52
Multi-label learning with incomplete labels via dual manifold mappings	50
A novel hybrid approach to detect clients in federated learning for industrial internet of things	44
CoDF-Net: coordinated-representation decision fusion network for emotion recognition with EEG and eye movement signals	44
Machine learning for aspect category detection in mobile edge products: the MLRG-CO algorithm	44
Exploiting graph neural network with one-shot learning for fault diagnosis of rotating machinery	41
Solving large-scale global optimization problems and engineering design problems using a novel biogeography-based optimization with Lévy and Brownian movements	40
Faster and lighter surface defect detection model for transparent wine bottle	40
Virtual graph augmentation for graph neural networks	37
Cross-lingual sentiment analysis empowered by emotional mutual reinforcement through emojis	37
Feature selection in high-dimensional data: an enhanced RIME optimization with information entropy pruning and DBSCAN clustering	36
Multi-proposal collaboration and multi-task training for weakly-supervised video moment retrieval	34
The concept information of graph granule with application to knowledge graph embedding	33

ULAF-Net: Ultra lightweight attention fusion network for real-time semantic segmentation	33
GFD-SSL: generative federated knowledge distillation-based semi-supervised learning	32
Few-shot remote sensing image scene classification based on variational meta-learning	29
Tripm: a multi-label deep learning SCA model for multi-byte attacks	29
Low-rank tensor learning with projection distance metric for multi-view clustering	29
Bridging the gap: advancing the transparency and trustworthiness of network intrusion detection with explainable AI	28
Near-infrared fusion for deep lightness enhancement	27
Improving text classification via a soft dynamical label strategy	26
PRR-TM: finding equilibria in adversarial team games via perfect-recall refinement and teammate modeling	26
CHNSCDA: circRNA-disease association prediction based on strongly correlated heterogeneous neighbor sampling	26
Minimum-cost based hidden Markov model with speed constraint for intruder trajectory recovery in utility tunnels	25
Modulation recognition based on adaptive denoising residual neural network	24
Robust unsupervised feature selection via dual space latent representation learning and adaptive structure learning	24
Feature selection based L1alm-DT and MHT-LSTM for human activity recogition via sensor	24
Multi-view collaborative learning for graph attribute imputation	24
Tree comprehensive diversity-based pruned deep forest	24
Adaptive dynamic graphs for anomaly detection via inter- and intra-diffusion	24
Single image deraining via nonlinear recursive Conv-Transformer	24
A three-way decision method based on COPRAS in the weak probabilistic linguistic term set information systems	23
Uncertainty-based bootstrapped optimization for offline reinforcement learning	23
Link prediction for multi-layer and heterogeneous cyber-physical networks	23
Convergence analysis for sparse Pi-sigma neural network model with entropy error function	23
FEWGAT-AGCE: a novel deep learning approach for early Alzheimer's disease detection using hippocampal subfields and cognitive assessments	23
2D-THA-ADMM: communication efficient distributed ADMM algorithm framework based on two-dimensional torus hierarchical AllReduce	22
Prompt-based data labeling method for aspect based sentiment analysis	22
Deep feature dendrite with weak mapping for small-sample hyperspectral image classification	22
Boosting graph contrastive learning via adaptive graph augmentation and topology-feature-level homophily	22
Bgman: Boundary-Prior-Guided Multi-scale Aggregation Network for skin lesion segmentation	22
LWTD: a novel light-weight transformer-like CNN architecture for driving scene dehazing	21
Non-local tensor sparse representation and tensor low rank regularization for dynamic MRI reconstruction	21
A channel dependency decoupled two-stream model for multivariate time series analysis	21
Evolutionary neural architecture search based on a modified particle swarm optimization	21
Neuron-level defense against backdoor attacks in federated learning	20
SiamATA: an asymmetric target-aware and frequency domain task-aware Siamese network for visual tracking	20
Multi-scale frequency domain learning for texture classification	19
Rainfall prediction using time series data based on RSJSO_BiLSTM	19
Improved hierarchical transformer-based multi-similarity hashing via label-guided learning for remote sensing image retrieval	19
Outlier based intrusion detection in databases for user behaviour analysis using weighted sequential pattern mining	19
An evolutionary feature selection method based on probability-based initialized particle swarm optimization	19
Medscale+: A medical image segmentation method based on multi-scale feature fusion and Monte Carlo Dropout	19
Reciprocal interlayer-temporal discriminative target model for robust visual tracking	19
Cmcl-kmse: adaptive multimodal aspect-based sentiment analysis leveraging cross-modal multi-anchor contrastive learning and knowledge-guided multi-view semantic enhancement	19
A new belief entropy measure in the weighted combination rule under DST with faulty diagnosis and real-life medical application	19
A smoothing interval neural networks-based Caputo fractional-order gradient learning algorithm	18
Transformer-based contrastive learning framework for image anomaly detection	18
Few-shot bone age assessment via contrast relation adaptation	18
Dynamic multi-objective optimization control for wastewater treatment process under various operating conditions	17
Deep learning-based blockchain framework for fraud detection using multilevel supervision in hierarchical generative hashing	17
Optimal scale selection based on three-way decisions with decision-theoretic rough sets in multi-scale set-valued decision tables	17
Enhancing pedestrian trajectory prediction with dynamic interaction pruning and dual-path encoding	17

Recognition of odor and pleasantness based on olfactory EEG combined with functional brain network model	17
Weighted cluster-level social emotion classification across domains	16
CausalFD: causal invariance-based fraud detection against camouflaged preference	16
Fusing micro-preserved representations and item-homogeneous relationships for graph convolution collaborative filtering	16
Self-supervised session-based recommendation model based on global causal structure learning	16
Dimension-divided feature smoothing for graph neural network	16
KAMTFENet: a fall detection algorithm based on keypoint attention module and temporal feature extraction	16
Augmenting web-based tourist support system with microblog analyzed data	16
Training fuzzy deep neural network with honey badger algorithm for intrusion detection in cloud environment	16
Constrained class-wise feature selection (CCFS)	16
SGSA-C: a new spiky gravitational search algorithm clustering method for segmentation	16
Multi-level perception cross-modal fusion framework for multimodal sentiment analysis	15
Data augmentation using Heuristic Masked Language Modeling	15
Correction to: Different treatments of pixels in unlabeled images for semi-supervised sonar image segmentation	15
TARN: a lightweight two-branch adaptive residual network for image super-resolution	15
Class-structure preserving multi-view correlated discriminant analysis for multiblock data	15
An inspection method of rail head surface defect via bimodal structured light sensors	15
An adaptive joint optimization framework for pruning and quantization	15
On generalization reducts in incomplete multi-scale decision tables	15
MSSTN: a multi-scale spatio-temporal network for traffic flow prediction	15
Progressive image dehazing network based on dual feature extraction modules	15
KGA: integrating KPCA and GAN for microbial data augmentation	15
Face alignment combined with shape constraints and Gaussian heatmap	15
Resilient intrusion detection system for adversarial attacks on Low-Rate DDoS	14
BUS-net: a bimodal ultrasound network for breast cancer diagnosis	14
A copy-move forgery detection technique using DBSCAN-based keypoint similarity matching	14
PFDP: privacy-preserving federated distillation method for pretrained language models	14
Bee: towards a robust attribute reduction	14
A fuzzy clustering ensemble selection based on active full-link similarity	14
Assessment of patients with Parkinson’s disease based on federated learning	14
Dual nonnegative and orthogonal reconstruction for multi-view clustering	14
GSO-BiLSTM: performance assessment of IoT enable smart irrigation system using intelligent algorithms	14
Multiple Span Bidirectional RWKV Network for Infrared Image Super-Resolution	14
Self-neighborhood kernel simple multiple kernel K-means with average kernel regularization	14
Fine-grained multimodal named entity recognition with heterogeneous image-text similarity graphs	14
Affinity-based elastic net intuitionistic fuzzy twin support vector machines	14
An efficient planning method based on deep reinforcement learning with hybrid actions for autonomous driving on highway	14
Low-dimensional intrinsic dimension reveals a phase transition in gradient-based learning of deep neural networks	13
CPL: consistent prompt learning for noisy label facial expression recognition	13
A mathematical modeling of detection capability of PDT with planar thickness sector field of view and projectile signal recognition algorithm	13
BCDetNet: a deep learning architecture for building change detection from bi-temporal high resolution satellite images	13
A Chinese named entity recognition model: integrating label knowledge and lexicon information	13
Hidden features extraction and amplification based on eigenvalue imaging and gray-level grouping for bearing fault diagnosis	13
HMNet: a hierarchical multi-modal network for educational video concept prediction	13
Recurrent neural network for solving several novel sales models: Try-Before-You-Buy	13
Knowledge graph completion model based on hyperbolic hierarchical attention network	13
Joint recognition for location and activity based on multidimensional features of CSI images	13
HDRC: a subjective quality assessment database for compressed high dynamic range image	13
Target adaptive extreme learning machine for transfer learning	13
Spectral–spatial discriminative broad graph convolution networks for hyperspectral image classification	13
Detection and analysis of android malwares using hybrid dual Path bi-LSTM Kepler dynamic graph convolutional network	13
A multi-strategy hybrid cuckoo search algorithm with specular reflection based on a population linear decreasing strategy	13
Multilayer discriminative extreme learning machine for classification	13
Adversarial attacks and adversarial robustness in pre-trained deep learning models for disease diagnosis	12
New criteria for stability of fuzzy neutral-type memristive neural networks with mixed delays	12
Fourier-based degradation-aware transformer-style network for blind image super-resolution	12
Gmad: multivariate time series anomaly detection based on graph matching learning	12
A deep learning model with multimodal cross-attention mechanism for PMSM fault diagnosis	12
Yolo-sd: simulated feature fusion for few-shot industrial defect detection based on YOLOv8 and stable diffusion	12
A training-inference consistent framework for early exiting in language models with parallel decoding	12
An efficient decision making method based on hyperbolic fuzzy environment with new score function and its application in determining crime prone zones	12
SDGNN: Structure-aware Dual Graph Neural Network for Code Summarization	12
A multi-strategy cuckoo search algorithm with scheduling mechanism for global optimization	12
BenchMetrics Prob: benchmarking of probabilistic error/loss performance evaluation instruments for binary classification problems	12
Graph embedded subspace clustering with entropy-based feature weighting	12
Unsupervised video object segmentation: an affinity and edge learning approach	12
Model for service quality evaluation in multi-value chain networks using causality and multiple classifier system	12
Pseudo-label driven deep hashing for unsupervised cross-modal retrieval	12
Fake news detection in Arabic: a survey of linguistic challenges, resources, and classification approaches	12
Comparative analysis of open-source federated learning frameworks - a literature-based survey and review	12
Explainable evaluation framework for facial expression recognition in web-based learning environments	12
Learning structure perception MLPs on graphs: a layer-wise graph knowledge distillation framework	12
Improved dense residual network with the coordinate and pixel attention mechanisms for helmet detection	12
Exploring CLIP with color regularization for single-source generalizable video-based person Re-ID	12
Three-way unsupervised anomaly detection of sequential patterns	11
Federated personalization update strategy based on data-free knowledge mutual distillation	11
Unsupervised domain specificity for knowledge transfer	11
Fuzzy $$\beta$$ covering based self-information for feature selection	11
AM-CFDN: semi-supervised anomaly measure-based coal flow foreign object detection network	11
Sequential attention layer-wise fusion network for multi-view classification	11

Generalized rough and fuzzy rough automata for semantic computing	11
Selective relation-aware representations for person re-identification	11
Decentralized federated learning model based on network propagation dynamics	11
Target detection algorithm based on multilayer attention mechanism-adaptive feature fusion network	11
Semi-supervised attribute reduction via attribute indiscernibility	11
An improved adaptive ORB-SLAM method for monocular vision robot under dynamic environments	11
Improving the estimation of distribution algorithm with a differential mutation for multilevel thresholding image segmentation	11
Domain adaptation with optimized feature distribution for streamer action recognition in live video	10
Hybrid syntactic-semantic enhancement neural network for aspect-based sentiment analysis	10
Multi-task federated learning with encoder–decoder structure: enabling collaborative learning across different tasks	10
User preference representation and dual contrastive learning for knowledge-aware recommendation	10
Breast cancer HER2 status recognition based on dual-modal feature attention fusion network	10
Targeted adversarial traffic generation: black-box approach to evade intrusion detection systems in IoT networks	10
Cross-modal feature manipulation for multimodal adversarial perturbation generation on AI-generated MULTImodaL hATE	10
Enhanced side information fusion framework for sequential recommendation	10
Learning enhancing modality-invariant features for visible-infrared person re-identification	10
Knowledge structures construction and learning paths recommendation based on formal contexts	10
Deep interactive query design and progressive search for end-to-end detection of tiny object in aerial images	10
Multi-class sentiment analysis using hybrid nature inspired machine learning technique and fuzzy rule-based system	10
Fusion of bidirectional dynamic interaction key features for micro-change recognition in Parkinsonian handwriting	10
WAPformer: a cloud resource usage prediction model based on wavelet attention network	10
Using a modified whale optimization algorithm to solve dynamic arrival flights sequencing problem	10
Hybrid generative adversarial network based on a mixed attention fusion module for multi-modal MR image synthesis algorithm	10
A decade’s overview of artificial intelligence in diagnosing: a scoping review	10
A lightweight CNN malware classification method for software detection	10
Dissipativity-based asynchronous control for time-varying delay T–S fuzzy Markov jump systems with multisource disturbances and input saturation	10
Document-level relation extraction with constructing prior semantic graph to enhance entity representation	10
DNCD: Dual-Path Awareness Neural Cognitive Diagnosis framework for intelligent education	10
Metarep: improving meta-learning accuracy by learning episodic representation	10
Multi video summarization using query based deep optimization algorithm	10
Partial multi-label learning with label representation and feature awareness	10
A robust semi-supervised deep learning approach for emotion recognition using EEG signals	10
GLinear: multivariate time series forecasting method towards controllable and efficient grouping	10
Autoencoder-like non-negative matrix factorization with dual-graph constraints for multi-view clustering	9
Divergence based distance measures on Pythagorean fuzziness riveting information from an optimistic perspective and their applications	9
Improved two-stage task allocation of distributed UAV swarms based on an improved auction mechanism	9
Unsupervised concept drift detection method based on robust random cut forest	9
Two-stage semi-supervised clustering ensemble framework based on constraint weight	9
Precise feature selection using suffix array algorithm of bioinformatics	9
A group incremental feature selection based on knowledge granularity under the context of clustering	9
Three-way concept lattices triggered by Pythagorean fuzzy set and interval set	9
RSGNN: residual structure graph neural network	9
LeDoFAN: enhancing lengthy document fake news identification leveraging large language models and explainable window-based transformers with n-gram expulsion	9
IMA-GAAE: an accurate grading framework for uterine corpus endometrial carcinoma based on multidimensional interpretable feature selection and graph adversarial network	9
An interpretable neural network TV program recommendation based on SHAP	9
K-means competitive swarm optimizer: performance benchmarking and application in brain tumor detection	9
Dual insurance for generalized zero-shot learning	9
Android malware adversarial attacks based on feature importance prediction	9
Hybrid sampling-based contrastive learning for imbalanced node classification	9
Feature selection for heterogeneous data based on weighted KNN-neighborhood rough set model and self information	9
Perturbation-based oversampling technique for imbalanced classification problems	9
Multi-view 3D reconstruction system based on algorithm for low-texture small objects	9
DDoS attack detection using semi-supervised hyperparameter optimized federated learning in software defined internet of drones	9
EvolveTrust: evolving graph neural network for trust assessment in time-aware social networks	9
On evidence theory based optimal scale selection in incomplete multi-scale ordered decision tables	9
Group penalized Poisson regressions forecast daily tourism demand	9
AFMPM: adaptive feature map pruning method based on feature distillation	9
ExBCIL: an exemplar-based class incremental learning for intrusion detection system	9
Dtla-net: a direct2d transformer with linear angle attention network for multi-organ medical image segmentation	9
Detecting complex copy-move forgery using KeyPoint-Siamese Capsule Network against adversarial attacks	9
Observer-based mixed $$H_{\infty }$$ and passive control for T-S fuzzy semi-Markovian jump systems with time-varying delay via sliding mode method	8
Optimized trajectory planning for the time efficient navigation of mobile robot in constrained environment	8
Seq2Seq-AFL: Fuzzing via sequence-to-sequence model	8
Spatio-temporal graph cross-correlation auto-encoding network for wind power prediction	8
A stochastic variance-reduced coordinate descent algorithm for learning sparse Bayesian network from discrete high-dimensional data	8
Self-paced and Bayes-decision-rule linear KNN prediction	8
Novel multi-label feature selection via label enhancement and relative maximal discernibility pairs	8
Dual-driven embedded feature selection method based on fuzzy decision consistency and classification reward mechanism	8
A novel framework based on the multi-label classification for dynamic selection of classifiers	8
SFAC: an outlier detection algorithm based on SOM-guided filtering and autoencoder collaboration	8
Self-representation with adaptive loss minimization via doubly stochastic graph regularization for robust unsupervised feature selection	8
Exploring IoT-enabled machine learning approaches for soil quality monitoring in agriculture: a systematic review	8
Balance-driven automatic clustering for probability density functions using metaheuristic optimization	8
Manifold regularization based finite time distributed semi-supervised learning algorithm	8
ConvHiA: convolutional network with hierarchical attention for knowledge graph multi-hop reasoning	8
Fuzzy large margin distribution machine for classification	8
Research on a deep ensemble forest flatness prediction model for industrial cold rolling mill	8
PaIaNet: position-aware and identification-aware network for low-light salient object detection	8
Multi-stage transfer learning with BERTology-based language models for question answering system in vietnamese	8
Predicting risk of coronary heart disease using a teaching–learning seagull optimization algorithm with the lightboost based gradient boosting machine	8
Multi-layered security architecture for IoMT systems: integrating dynamic key management, decentralized storage, and dependable intrusion detection framework	8
A unified approach to designing sequence-based personalized food recommendation systems: tackling dynamic user behaviors	8
Gait coordination feature modeling and multi-scale gait representation for gait recognition	8
Dynamic graph-based attribute reduction approach with fuzzy rough sets	8
Length matters: Length-Aware Transformer for temporal sentence grounding	8
Profiling users with tag-enhanced spherical metric learning for recommendation	8
Fault-tolerant control design for nonlinear multilateral teleoperation system with unreliable communication channels and actuator constraints	8
Leveraging LSTM and GRU-based deep neural coordination in intelligent transportation to strengthen security in the Internet of Vehicles	8
IMANet: an iterative multi-scale attention network for skin lesion segmentation	8
Robust partial multi-label classification with label-driven global high-rank and local low-rank learning	8
Event-triggered adaptive fuzzy echo-state-network control of state constrained nonlinear switched systems with asynchronous switching	8
Decision support for healthcare systems using t-spherical hesitant fuzzy Dombi power Heronian mean aggregation operators	8
Dual-information driven deep multi-view clustering for multi-modal data	8
Adaptive unsupervised feature selection with robust graph regularization	8
Robust association method based on occlusion-aware in multi-object tracking	8