International Journal of Machine Learning and Cybernetics

Article	Citations
ClKI: closed-loop and knowledge iterative via self-distillation for image sentiment analysis	825
Stochastic configuration network modeling method based on information superposition and mixture correntropy	288
Structural entropy-based scheduler for job planning problems using multi-agent reinforcement learning	160
Two-channel deep recursive multi-scale network based on multi-attention for no-reference image quality assessment	111
Adaptive condensed fuzzy monotonic K-nearest neighbors for monotonic classification	103
Pixel-patch combination loss for refined edge detection	100
Observer-based finite-time asynchronous sliding mode control with quantized outputs for hidden Markov jump systems	74
Multi-label learning with incomplete labels via dual manifold mappings	71
Machine learning for aspect category detection in mobile edge products: the MLRG-CO algorithm	65
Faster and lighter surface defect detection model for transparent wine bottle	63
Solving large-scale global optimization problems and engineering design problems using a novel biogeography-based optimization with Lévy and Brownian movements	61
Multi-proposal collaboration and multi-task training for weakly-supervised video moment retrieval	60
The concept information of graph granule with application to knowledge graph embedding	53
ULAF-Net: Ultra lightweight attention fusion network for real-time semantic segmentation	51
Few-shot remote sensing image scene classification based on variational meta-learning	50
Feature selection in high-dimensional data: an enhanced RIME optimization with information entropy pruning and DBSCAN clustering	48
Tripm: a multi-label deep learning SCA model for multi-byte attacks	45
Exploiting graph neural network with one-shot learning for fault diagnosis of rotating machinery	44
GFD-SSL: generative federated knowledge distillation-based semi-supervised learning	42
A new supervised outlier detection method for hybrid data	40
A novel adaptive methodology for removing spurious components in a modified incremental Gaussian mixture model	39
A novel hybrid approach to detect clients in federated learning for industrial internet of things	37
Multimodal sentiment analysis based on noise injection and adaptive multi-view dynamic fusion	36
Low-rank tensor learning with projection distance metric for multi-view clustering	36
An improved, scalable and modular framework for vision-based robotic grasp detection	34

KRAFS-ANet: A novel framework for EEG-based stress classification using channel selection and optimized ensemble stacking	33
Landmark based guidance for reinforcement learning agents under partial observability	32
Bridging the gap: advancing the transparency and trustworthiness of network intrusion detection with explainable AI	31
Virtual graph augmentation for graph neural networks	31
Cross-lingual sentiment analysis empowered by emotional mutual reinforcement through emojis	30
Cybernetics-based filtering for real-time student behavior classification	30
Near-infrared fusion for deep lightness enhancement	29
CoDF-Net: coordinated-representation decision fusion network for emotion recognition with EEG and eye movement signals	29
CHNSCDA: circRNA-disease association prediction based on strongly correlated heterogeneous neighbor sampling	28
Minimum-cost based hidden Markov model with speed constraint for intruder trajectory recovery in utility tunnels	28
PRR-TM: finding equilibria in adversarial team games via perfect-recall refinement and teammate modeling	28
Modulation recognition based on adaptive denoising residual neural network	27
Adaptive dynamic graphs for anomaly detection via inter- and intra-diffusion	27
Tree comprehensive diversity-based pruned deep forest	27
Robust unsupervised feature selection via dual space latent representation learning and adaptive structure learning	26
Link prediction for multi-layer and heterogeneous cyber-physical networks	26
Single image deraining via nonlinear recursive Conv-Transformer	26
Multi-view collaborative learning for graph attribute imputation	26
Feature selection based L1alm-DT and MHT-LSTM for human activity recogition via sensor	26
A three-way decision method based on COPRAS in the weak probabilistic linguistic term set information systems	25
Convergence analysis for sparse Pi-sigma neural network model with entropy error function	24
Deep feature dendrite with weak mapping for small-sample hyperspectral image classification	23
A channel dependency decoupled two-stream model for multivariate time series analysis	23
Uncertainty-based bootstrapped optimization for offline reinforcement learning	23
2D-THA-ADMM: communication efficient distributed ADMM algorithm framework based on two-dimensional torus hierarchical AllReduce	23
Non-local tensor sparse representation and tensor low rank regularization for dynamic MRI reconstruction	23
FEWGAT-AGCE: a novel deep learning approach for early Alzheimer's disease detection using hippocampal subfields and cognitive assessments	23
Boosting graph contrastive learning via adaptive graph augmentation and topology-feature-level homophily	23
SiamATA: an asymmetric target-aware and frequency domain task-aware Siamese network for visual tracking	22
Outlier based intrusion detection in databases for user behaviour analysis using weighted sequential pattern mining	22
Rainfall prediction using time series data based on RSJSO_BiLSTM	22
Medscale+: A medical image segmentation method based on multi-scale feature fusion and Monte Carlo Dropout	21
Reciprocal interlayer-temporal discriminative target model for robust visual tracking	21
Few-shot bone age assessment via contrast relation adaptation	21
Improved hierarchical transformer-based multi-similarity hashing via label-guided learning for remote sensing image retrieval	21
Bgman: Boundary-Prior-Guided Multi-scale Aggregation Network for skin lesion segmentation	21
Improving text classification via a soft dynamical label strategy	20
A new belief entropy measure in the weighted combination rule under DST with faulty diagnosis and real-life medical application	20
Evolutionary neural architecture search based on a modified particle swarm optimization	20
Prompt-based data labeling method for aspect based sentiment analysis	20
LWTD: a novel light-weight transformer-like CNN architecture for driving scene dehazing	20
An evolutionary feature selection method based on probability-based initialized particle swarm optimization	19
Body part-based dual-task spatio-temporal graph convolutional network for action quality assessment	19
Area traffic signal coordination control method based on action value weighted QMIX	19
Neuron-level defense against backdoor attacks in federated learning	19
Multi-scale frequency domain learning for texture classification	19
A fuzzy clustering ensemble selection based on active full-link similarity	18
A smoothing interval neural networks-based Caputo fractional-order gradient learning algorithm	18
Fine-grained multimodal named entity recognition with heterogeneous image-text similarity graphs	18
Cmcl-kmse: adaptive multimodal aspect-based sentiment analysis leveraging cross-modal multi-anchor contrastive learning and knowledge-guided multi-view semantic enhancement	18

Dynamic multi-objective optimization control for wastewater treatment process under various operating conditions	18
Class-structure preserving multi-view correlated discriminant analysis for multiblock data	18
Resilient intrusion detection system for adversarial attacks on Low-Rate DDoS	18
Transformer-based contrastive learning framework for image anomaly detection	18
Augmenting web-based tourist support system with microblog analyzed data	17
KAMTFENet: a fall detection algorithm based on keypoint attention module and temporal feature extraction	17
Fusing micro-preserved representations and item-homogeneous relationships for graph convolution collaborative filtering	17
Dimension-divided feature smoothing for graph neural network	17
Enhancing pedestrian trajectory prediction with dynamic interaction pruning and dual-path encoding	17
Deep learning-based blockchain framework for fraud detection using multilevel supervision in hierarchical generative hashing	17
CausalFD: causal invariance-based fraud detection against camouflaged preference	17
SGSA-C: a new spiky gravitational search algorithm clustering method for segmentation	17
Training fuzzy deep neural network with honey badger algorithm for intrusion detection in cloud environment	17
Self-supervised session-based recommendation model based on global causal structure learning	17
Weighted cluster-level social emotion classification across domains	17
An adaptive joint optimization framework for pruning and quantization	16
An inspection method of rail head surface defect via bimodal structured light sensors	16
Data augmentation using Heuristic Masked Language Modeling	16
Multi-level perception cross-modal fusion framework for multimodal sentiment analysis	16
KGA: integrating KPCA and GAN for microbial data augmentation	16
Progressive image dehazing network based on dual feature extraction modules	16
TARN: a lightweight two-branch adaptive residual network for image super-resolution	15
Multiple Span Bidirectional RWKV Network for Infrared Image Super-Resolution	15
Dual nonnegative and orthogonal reconstruction for multi-view clustering	15
Face alignment combined with shape constraints and Gaussian heatmap	15
PFDP: privacy-preserving federated distillation method for pretrained language models	15
Bee: towards a robust attribute reduction	15
An efficient planning method based on deep reinforcement learning with hybrid actions for autonomous driving on highway	15
Affinity-based elastic net intuitionistic fuzzy twin support vector machines	15
On generalization reducts in incomplete multi-scale decision tables	15
GSO-BiLSTM: performance assessment of IoT enable smart irrigation system using intelligent algorithms	15
MSSTN: a multi-scale spatio-temporal network for traffic flow prediction	15
Optimal scale selection based on three-way decisions with decision-theoretic rough sets in multi-scale set-valued decision tables	15
Correction to: Different treatments of pixels in unlabeled images for semi-supervised sonar image segmentation	15
A copy-move forgery detection technique using DBSCAN-based keypoint similarity matching	14
Low-dimensional intrinsic dimension reveals a phase transition in gradient-based learning of deep neural networks	14
Recurrent neural network for solving several novel sales models: Try-Before-You-Buy	14
HMNet: a hierarchical multi-modal network for educational video concept prediction	14
Assessment of patients with Parkinson’s disease based on federated learning	14
Self-neighborhood kernel simple multiple kernel K-means with average kernel regularization	14
Target adaptive extreme learning machine for transfer learning	14
Spectral–spatial discriminative broad graph convolution networks for hyperspectral image classification	14
A unified framework for failure and anomaly detection built on mask-level semantic segmentation	14
Recognition of odor and pleasantness based on olfactory EEG combined with functional brain network model	14
CPL: consistent prompt learning for noisy label facial expression recognition	14
A mathematical modeling of detection capability of PDT with planar thickness sector field of view and projectile signal recognition algorithm	14
Joint recognition for location and activity based on multidimensional features of CSI images	13
Multilayer discriminative extreme learning machine for classification	13
A Chinese named entity recognition model: integrating label knowledge and lexicon information	13
A training-inference consistent framework for early exiting in language models with parallel decoding	13
Unsupervised video object segmentation: an affinity and edge learning approach	13
Model for service quality evaluation in multi-value chain networks using causality and multiple classifier system	13
Fourier-based degradation-aware transformer-style network for blind image super-resolution	13
A multi-strategy hybrid cuckoo search algorithm with specular reflection based on a population linear decreasing strategy	13
Explainable evaluation framework for facial expression recognition in web-based learning environments	13
A multi-strategy cuckoo search algorithm with scheduling mechanism for global optimization	13
BenchMetrics Prob: benchmarking of probabilistic error/loss performance evaluation instruments for binary classification problems	13
Detection and analysis of android malwares using hybrid dual Path bi-LSTM Kepler dynamic graph convolutional network	13
BCDetNet: a deep learning architecture for building change detection from bi-temporal high resolution satellite images	13
HDRC: a subjective quality assessment database for compressed high dynamic range image	13
Adversarial attacks and adversarial robustness in pre-trained deep learning models for disease diagnosis	13
Exploring CLIP with color regularization for single-source generalizable video-based person Re-ID	13
Graph embedded subspace clustering with entropy-based feature weighting	13
Improved dense residual network with the coordinate and pixel attention mechanisms for helmet detection	13
Knowledge graph completion model based on hyperbolic hierarchical attention network	13
New criteria for stability of fuzzy neutral-type memristive neural networks with mixed delays	12
Comparative analysis of open-source federated learning frameworks - a literature-based survey and review	12
Learning structure perception MLPs on graphs: a layer-wise graph knowledge distillation framework	12
Document-level relation extraction with constructing prior semantic graph to enhance entity representation	12
Multi-task federated learning with encoder–decoder structure: enabling collaborative learning across different tasks	12
Semi-supervised attribute reduction via attribute indiscernibility	12
Target detection algorithm based on multilayer attention mechanism-adaptive feature fusion network	12
Fake news detection in Arabic: a survey of linguistic challenges, resources, and classification approaches	12
A deep learning model with multimodal cross-attention mechanism for PMSM fault diagnosis	12
User preference representation and dual contrastive learning for knowledge-aware recommendation	12
AM-CFDN: semi-supervised anomaly measure-based coal flow foreign object detection network	12
Federated personalization update strategy based on data-free knowledge mutual distillation	12
Fuzzy $$\beta$$ covering based self-information for feature selection	12
Sequential attention layer-wise fusion network for multi-view classification	12
Pseudo-label driven deep hashing for unsupervised cross-modal retrieval	12

Yolo-sd: simulated feature fusion for few-shot industrial defect detection based on YOLOv8 and stable diffusion	12
Gmad: multivariate time series anomaly detection based on graph matching learning	12
RLLMNav: boosting object goal navigation through seamless integration of historical experience with large language model	12
SDGNN: Structure-aware Dual Graph Neural Network for Code Summarization	12
Generalized rough and fuzzy rough automata for semantic computing	12
Three-way unsupervised anomaly detection of sequential patterns	12
A lightweight CNN malware classification method for software detection	11
Decentralized federated learning model based on network propagation dynamics	11
Breast cancer HER2 status recognition based on dual-modal feature attention fusion network	11
A robust semi-supervised deep learning approach for emotion recognition using EEG signals	11
Hybrid generative adversarial network based on a mixed attention fusion module for multi-modal MR image synthesis algorithm	11
Enhanced side information fusion framework for sequential recommendation	11
Knowledge structures construction and learning paths recommendation based on formal contexts	11
Deep interactive query design and progressive search for end-to-end detection of tiny object in aerial images	11
Multi video summarization using query based deep optimization algorithm	11
Using a modified whale optimization algorithm to solve dynamic arrival flights sequencing problem	11
Metarep: improving meta-learning accuracy by learning episodic representation	11
Cross-modal feature manipulation for multimodal adversarial perturbation generation on AI-generated MULTImodaL hATE	11
Improving the estimation of distribution algorithm with a differential mutation for multilevel thresholding image segmentation	11
Fusion of bidirectional dynamic interaction key features for micro-change recognition in Parkinsonian handwriting	11
WAPformer: a cloud resource usage prediction model based on wavelet attention network	11
Partial multi-label learning with label representation and feature awareness	11
A walk-forward multi-model approach to stock trading: leveraging sentiment, trend indicators, and transformer-based deep learning for next-day price forecasting	10
Helixnet: intertwined transformers for weakly supervised crack segmentation via pixel-affinity fusion	10
An improved adaptive ORB-SLAM method for monocular vision robot under dynamic environments	10
Hybrid syntactic-semantic enhancement neural network for aspect-based sentiment analysis	10
An efficient decision making method based on hyperbolic fuzzy environment with new score function and its application in determining crime prone zones	10
Improved two-stage task allocation of distributed UAV swarms based on an improved auction mechanism	10
On evidence theory based optimal scale selection in incomplete multi-scale ordered decision tables	10
Dual insurance for generalized zero-shot learning	10
Dissipativity-based asynchronous control for time-varying delay T–S fuzzy Markov jump systems with multisource disturbances and input saturation	10
Noise-tolerant graph neural network-based social recommendation algorithm	10
Targeted adversarial traffic generation: black-box approach to evade intrusion detection systems in IoT networks	10
Multi-class sentiment analysis using hybrid nature inspired machine learning technique and fuzzy rule-based system	10
Unsupervised domain specificity for knowledge transfer	10
Learning enhancing modality-invariant features for visible-infrared person re-identification	10
EvolveTrust: evolving graph neural network for trust assessment in time-aware social networks	10
An interpretable neural network TV program recommendation based on SHAP	10
A decade’s overview of artificial intelligence in diagnosing: a scoping review	10
Detection of manipulated document images on cyber networks with discriminated recognition of original and forged regions	10
FUADroid: android malware detection with multi-view API feature fusion using machine learning	10
DNCD: Dual-Path Awareness Neural Cognitive Diagnosis framework for intelligent education	10
Domain adaptation with optimized feature distribution for streamer action recognition in live video	10
AFMPM: adaptive feature map pruning method based on feature distillation	10
K-means competitive swarm optimizer: performance benchmarking and application in brain tumor detection	10
Two-stage semi-supervised clustering ensemble framework based on constraint weight	10
GLinear: multivariate time series forecasting method towards controllable and efficient grouping	10
Self-representation with adaptive loss minimization via doubly stochastic graph regularization for robust unsupervised feature selection	9
Multi-view 3D reconstruction system based on algorithm for low-texture small objects	9
Perturbation-based oversampling technique for imbalanced classification problems	9
Three-way concept lattices triggered by Pythagorean fuzzy set and interval set	9
CasMST-KAN: a cascade prediction model with multi-scale temporal convolution and Kolmogorov–Arnold networks	9
Feature selection for heterogeneous data based on weighted KNN-neighborhood rough set model and self information	9
RSGNN: residual structure graph neural network	9
Multi-stage transfer learning with BERTology-based language models for question answering system in vietnamese	9
Robust association method based on occlusion-aware in multi-object tracking	9
Group penalized Poisson regressions forecast daily tourism demand	9
Autoencoder-like non-negative matrix factorization with dual-graph constraints for multi-view clustering	9
Dtla-net: a direct2d transformer with linear angle attention network for multi-organ medical image segmentation	9
Tensortrim: dynamic tensor-train decomposition for efficient neural network compression	9
Android malware adversarial attacks based on feature importance prediction	9
Multi-layered security architecture for IoMT systems: integrating dynamic key management, decentralized storage, and dependable intrusion detection framework	9
Dependency-constrained selective knowledge distillation with self-attention for neural machine translation	9
A novel framework based on the multi-label classification for dynamic selection of classifiers	9
Adaptive unsupervised feature selection with robust graph regularization	9
Dual-information driven deep multi-view clustering for multi-modal data	9
LeDoFAN: enhancing lengthy document fake news identification leveraging large language models and explainable window-based transformers with n-gram expulsion	9
Hybrid sampling-based contrastive learning for imbalanced node classification	9
Precise feature selection using suffix array algorithm of bioinformatics	9
Divergence based distance measures on Pythagorean fuzziness riveting information from an optimistic perspective and their applications	9
A unified approach to designing sequence-based personalized food recommendation systems: tackling dynamic user behaviors	9
IMA-GAAE: an accurate grading framework for uterine corpus endometrial carcinoma based on multidimensional interpretable feature selection and graph adversarial network	9
A stochastic variance-reduced coordinate descent algorithm for learning sparse Bayesian network from discrete high-dimensional data	8
Domain adaptive knowledge tracing	8
ConvHiA: convolutional network with hierarchical attention for knowledge graph multi-hop reasoning	8
Spatio-temporal graph cross-correlation auto-encoding network for wind power prediction	8
OHE-RWNet: a novel neural network-based vectorization method for fake review detection	8
Correction: Enhanced entity resolution and iterative inference mechanisms for document-level relation extraction	8
Context-guided and multi-level feature fusion DETR for lightweight detection of cacao pod pests and diseases in complex environments	8
Dynamic graph-based attribute reduction approach with fuzzy rough sets	8
Fuzzy large margin distribution machine for classification	8
Profiling users with tag-enhanced spherical metric learning for recommendation	8
Novel multi-label feature selection via label enhancement and relative maximal discernibility pairs	8
A group incremental feature selection based on knowledge granularity under the context of clustering	8
Research on a deep ensemble forest flatness prediction model for industrial cold rolling mill	8
Leveraging LSTM and GRU-based deep neural coordination in intelligent transportation to strengthen security in the Internet of Vehicles	8
CatSight, a direct path to proper multi-variate time series change detection: perceiving a concept drift through common spatial pattern	8
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
Multiview deep learning-based attack to break text-CAPTCHAs	8
Seq2Seq-AFL: Fuzzing via sequence-to-sequence model	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
Spatiotemporal encoding and variational dual-gated decoding for remaining useful life prediction	8
Gait coordination feature modeling and multi-scale gait representation for gait recognition	8
Manifold regularization based finite time distributed semi-supervised learning algorithm	8