International Journal of Machine Learning and Cybernetics

Papers
(The median citation count of International Journal of Machine Learning and Cybernetics is 1. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2021-04-01 to 2025-04-01.)
ArticleCitations
Glaucoma detection and severity classification based on glaucoattent net framework231
The processing for label noise based on attribute reduction and two-step method101
AC-EIC: addressee-centered emotion inference in conversations85
MixPro: Simple yet Effective Data Augmentation for Prompt-based Learning74
Correction: Unsupervised Anomaly Detection Approach for Cyberattack Identification72
Profiling users with tag-enhanced spherical metric learning for recommendation63
Exploring possibilistic fingerprint image quality analysis: a soft computing approach for biometric database management56
Optimized trajectory planning for the time efficient navigation of mobile robot in constrained environment55
Single-stage zero-shot object detection network based on CLIP and pseudo-labeling49
Attention Matching Network for few-shot learning in the syndrome differentiation of cerebral stroke43
Multiformer-based hybrid learning with outlier re-assignment for unsupervised person re-identification42
Dual-discriminator conditional Giza pyramids construction generative adversarial network based traffic density recognition using road vehicle images41
Daily routines discovery based on weighted spatial-temporal features38
Stochastic configuration network modeling method based on information superposition and mixture correntropy37
Extended random forest for multivariate air quality forecasting32
An improved multi-scale convolution and transformer network for EEG-based motor imagery decoding31
RHGNN: imposing relational inductive bias for heterogeneous graph neural network30
Knowledge-enhanced recommendation via dynamic co-attention and high-order connectivity30
Tripm: a multi-label deep learning SCA model for multi-byte attacks30
Faster and lighter surface defect detection model for transparent wine bottle29
DDoS detection in 5G-enabled IoT networks using deep Kalman backpropagation neural network28
Multi-proposal collaboration and multi-task training for weakly-supervised video moment retrieval28
A fuzzy system with common linear-term consequents equivalent to FLNN and GMM27
Kernel alignment-based three-way clustering on attribute space and its application in stroke risk identification27
The impact of random parameter distribution on RVFL model performance in bearing fault diagnosis26
Program synthesis algorithm based on context consistency heuristic25
Multigranulation double-quantitative decision-theoretic rough sets based on logical operations24
GFD-SSL: generative federated knowledge distillation-based semi-supervised learning24
Leveraging LSTM and GRU-based deep neural coordination in intelligent transportation to strengthen security in the Internet of Vehicles23
Multi-period mean–variance portfolio selection with real constraints based on machine learning22
Different gaze direction (DGNet) collaborative learning for iris segmentation22
Distance metric learning with local multiple kernel embedding22
iMovieRec: a hybrid movie recommendation method based on a user-image-item model21
Uncertain mean-risk index portfolio selection considering inflation: Chaos adaptive genetic algorithm21
Consistent epistemic planning for multiagent deep reinforcement learning21
Solving large-scale global optimization problems and engineering design problems using a novel biogeography-based optimization with Lévy and Brownian movements20
A two-stage optimized robust kernel density estimation for Bayesian classification with outliers20
Unsupervised cross-domain object detection based on dynamic smooth cross entropy20
Explainable label distribution learning by exploiting neighborhood19
Low resource neural machine translation model optimization based on semantic confidence weighted alignment19
Structural entropy-based scheduler for job planning problems using multi-agent reinforcement learning19
A stochastic recursive gradient algorithm with inertial extrapolation for non-convex problems and machine learning18
Dual stage black-box adversarial attack against vision transformer18
Undersampling based on generalized learning vector quantization and natural nearest neighbors for imbalanced data18
Novel multi-label feature selection via label enhancement and relative maximal discernibility pairs17
3A-COT: an attend-arrange-abstract chain-of-thought for multi-document summarization17
A new multi-period optimization model for resilient-sustainable project portfolio evaluation under interval-valued Pythagorean fuzzy sets with a case study17
A new case based reasoning diagnosis approach within a possibilistic framework17
Water atom search algorithm-based deep recurrent neural network for the big data classification based on spark architecture17
A dual stream attention network for facial expression recognition in the wild17
A new supervised outlier detection method for hybrid data17
Modeling the dynamics of Covid-19 in Japan: employing data-driven deep learning approach17
Deep learning-based intrusion detection system for in-vehicle networks with knowledge graph and statistical methods17
Learning positioning policies for mobile manipulation operations with deep reinforcement learning17
Gformer: a novel spatio-temporal transformer network for accurate traffic flow prediction17
Low-rank tensor learning with projection distance metric for multi-view clustering17
Performance evaluations of large language models for customer service17
A robust novelty detection framework based on ensemble learning17
Enhanced spatial–temporal dynamics in pose forecasting through multi-graph convolution networks16
Domain adaptive knowledge tracing16
Model-agnostic multi-stage loss optimization meta learning16
Semi-supervised filter feature selection based on natural Laplacian score and maximal information coefficient16
KRAFS-ANet: A novel framework for EEG-based stress classification using channel selection and optimized ensemble stacking16
The concept information of graph granule with application to knowledge graph embedding16
Bridging the gap: advancing the transparency and trustworthiness of network intrusion detection with explainable AI16
A novel binary many-objective feature selection algorithm for multi-label data classification16
A stochastic sensitivity-based multi-objective optimization method for short-term wind speed interval prediction15
Machine translation using deep learning for universal networking language based on their structure15
Sentiment classification of movie reviews: a powerful method based on ensemble of classifiers and features15
Unsupervised person re-identification via K-reciprocal encoding and style transfer15
Exploiting graph neural network with one-shot learning for fault diagnosis of rotating machinery15
Adversarial attack method based on enhanced spatial momentum15
Self-paced hierarchical metric learning (SPHML)15
SPERM: sequential pairwise embedding recommendation with MI-FGSM15
Sustainable competitiveness evaluation of container liners based on granular computing and social network group decision making15
Learning to capture contrast in sarcasm with contextual dual-view attention network15
Performance guarantees of transformed Schatten-1 regularization for exact low-rank matrix recovery15
Linguistic-valued layered concept lattice and its rule extraction14
A new neural network method for solving Bratu type equations with rational polynomials14
Multi-dynamic residual graph convolutional network with global feature enhancement for traffic flow prediction14
Visual tracking with screening region enrichment and target validation14
Mobile robot path planning based on multi-experience pool deep deterministic policy gradient in unknown environment14
A model of three-way approximation of intuitionistic fuzzy sets14
Compressed sensing using generative models based on fisher information13
Semi-supervised label enhancement via structured semantic extraction13
Fault-tolerant control design for nonlinear multilateral teleoperation system with unreliable communication channels and actuator constraints13
Online domain description of big data based on hyperellipsoid models13
Towards an improved label noise proportion estimation in small data: a Bayesian approach13
Decision making based on AND-logical quantification of uncertainty in pairwise comparisons13
Segmentation-based multi-scale attention model for KRAS mutation prediction in rectal cancer13
A novel density peaks clustering algorithm based on K nearest neighbors with adaptive merging strategy13
Democratic three-way decisions based on voting mechanism13
Correction to: Rotation Forest for multi-target regression13
Learning deep representation for action unit detection with auxiliary facial attributes13
Triple confidence-aware encoder–decoder model for commonsense knowledge graph completion13
Discrete matrix factorization hashing for cross-modal retrieval13
Pixel-patch combination loss for refined edge detection13
A review on handwritten text segmentation in Indian languages12
A novel intuitionistic fuzzy three-way decision model based on an intuitionistic fuzzy incomplete information system12
Semisupervised action recognition with adaptive correlation learning12
A novel method for image segmentation: two-stage decoding network with boundary attention12
Correntropy metric-based robust low-rank subspace clustering for motion segmentation12
An unsupervised multi-manifold discriminant isomap algorithm based on the pairwise constraints12
Attention-driven frequency-based Zero-Shot Learning with phase augmentation12
Improving offline handwritten Chinese text recognition with glyph-semanteme fusion embedding12
Multi-label space reshape for semantic-rich label-specific features learning12
A temporal-attribute attention neural network for mixed frequency data forecasting11
A novel feature selection method using generalized inverted Dirichlet-based HMMs for image categorization11
RD-NMSVM: neural mapping support vector machine based on parameter regularization and knowledge distillation11
Learning to refine source representations for neural machine translation11
Adaptive condensed fuzzy monotonic K-nearest neighbors for monotonic classification11
Data augmentation for aspect-based sentiment analysis11
Deconfounded classification by an intervention approach11
Implement an uncertain vector approach to solve entropy-based four-dimensional transportation problems with discounted costs11
Improved local-feature-based few-shot learning with Sinkhorn metrics11
Small target deep convolution recognition algorithm based on improved YOLOv411
Attention-based adaptive context network for anchor-free instance segmentation10
Consistency regularization for deep semi-supervised clustering with pairwise constraints10
A multi-stage fusion instance learning method for anomalous event detection in videos10
Imbalanced driving scene recognition with class focal loss and data augmentation10
Hierarchical metric learning with intra-level and inter-level regularization10
Multiview deep learning-based attack to break text-CAPTCHAs10
A stochastic variance-reduced coordinate descent algorithm for learning sparse Bayesian network from discrete high-dimensional data10
ACP based reinforcement learning for long-term recommender system10
Consistency measure of the WH-PLPR under the risk identification of PPP projects10
An enhanced Mayfly optimization algorithm based on orthogonal learning and chaotic exploitation strategy10
A novel adaptive methodology for removing spurious components in a modified incremental Gaussian mixture model10
A new rotation forest ensemble algorithm10
Group decision-making method with directed graph under linguistic environment10
Self-paced and Bayes-decision-rule linear KNN prediction10
Multi-scale adaptive networks for efficient inference9
Stochastic configuration networks for adaptive inverse dynamics modeling9
Observer-based mixed $$H_{\infty }$$ and passive control for T-S fuzzy semi-Markovian jump systems with time-varying delay via sliding mode method9
Context-sensitive graph representation learning9
Hierarchical algorithm for calculating approximation regions based on granular computing9
A pruning extreme learning machine with $$L_{2, 1/2}$$ regularization for multi-dimensional output problems9
PaIaNet: position-aware and identification-aware network for low-light salient object detection9
Feature augmentation and scale penalty for tiny floating detection9
Personalized federated learning based on multi-head attention algorithm9
Generative face inpainting hashing for occluded face retrieval9
A novel metaheuristic optimisation approach for text sentiment analysis9
Multiple-model and time-sensitive dynamic active learning for recurrent graph convolutional network model extraction attacks9
Efficient low-light image enhancement with model parameters scaled down to 0.02M9
Multi-label learning with incomplete labels via dual manifold mappings9
Fuzzy large margin distribution machine for classification9
CoDF-Net: coordinated-representation decision fusion network for emotion recognition with EEG and eye movement signals9
Deep feature network with multi-scale fusion for highly congested crowd counting9
General fine-grained event detection based on fusion of multi-information representation and attention mechanism9
Spatio-temporal graph cross-correlation auto-encoding network for wind power prediction9
Stemming competitive influence spread in social networks through binary ions motion optimization9
Federated domain generalization for intelligent fault diagnosis based on pseudo-siamese network and robust global model aggregation9
Prototype equilibrium network with group emotional contagion for few-shot emotion recognition in conversation9
Lightweight fungal spore detection based on improved YOLOv5 in natural scenes9
Depth color correlation-guided dark channel prior for underwater image enhancement9
Click-through rate prediction based on feature interaction and behavioral sequence8
ULAF-Net: Ultra lightweight attention fusion network for real-time semantic segmentation8
ClKI: closed-loop and knowledge iterative via self-distillation for image sentiment analysis8
Seq2Seq-AFL: Fuzzing via sequence-to-sequence model8
Recursive noisy label learning paradigm based on confidence measurement for semi-supervised depth completion8
Dynamic graph-based attribute reduction approach with fuzzy rough sets8
Gait coordination feature modeling and multi-scale gait representation for gait recognition8
CatSight, a direct path to proper multi-variate time series change detection: perceiving a concept drift through common spatial pattern8
Rotation Forest for multi-target regression8
Building hierarchical class structures for extreme multi-class learning8
Iterative convolutional enhancing self-attention Hawkes process with time relative position encoding8
Data-driven quantification and intelligent decision-making in traditional Chinese medicine: a review8
Tabular reasoning via two-stage knowledge injection8
PSO-ECM: particle swarm optimization-based evidential C-means algorithm8
Consensus latent incomplete multi-view clustering with low-rank tensor constraint8
Unsupervised domain adaptation by incremental learning for concept drifting data streams8
Link prediction for heterogeneous information networks based on enhanced meta-path aggregation and attention mechanism8
Robust graph neural networks with Dirichlet regularization and residual connection8
A multi-level attention long short-term memory neural network based on rival rise algorithm for traffic volume prediction8
Topic-aware hierarchical multi-attention network for text classification8
Microbial data augmentation combining feature extraction and transformer network8
Interval-valued test cost sensitive attribute reduction related to risk attitude8
Gas concentration prediction based on ED-SLSTM model under the framework of Trend Prediction-Time Point Prediction8
Asymmetric models of intuitionistic fuzzy rough sets and their applications in decision-making8
Building semi-supervised decision trees with semi-cart algorithm8
A static video summarization approach via block-based self-motivated visual attention scoring mechanism8
Landmark based guidance for reinforcement learning agents under partial observability8
Window transformer for dialogue document: a joint framework for causal emotion entailment8
Action recognition method based on a novel keyframe extraction method and enhanced 3D convolutional neural network8
Deep bilinear Koopman realization for dynamics modeling and predictive control7
SPAN: siampillars attention network for 3D object tracking in point clouds7
Generalized Dice measures of single valued neutrosophic type-2 hesitant fuzzy sets and their application to multi-criteria decision making problems7
A survey of multi-label classification based on supervised and semi-supervised learning7
‘What’ and ‘Where’ both matter: dual cross-modal graph convolutional networks for multimodal named entity recognition7
Leveraging dataset integration and continual learning for human activity recognition7
Graph-aware tensor factorization convolutional network for knowledge graph completion7
ARTEMIS: animal recognition through enhanced multimodal integration system7
Deep generative clustering methods based on disentangled representations and augmented data7
A new method for two-stage partial-to-partial 3D point cloud registration: multi-level interaction perception7
ConvHiA: convolutional network with hierarchical attention for knowledge graph multi-hop reasoning7
D2TS: a dual diversity tree selection approach to pruning of random forests7
Deep semantic-aware network for zero-shot visual urban perception7
NIDS-CBAD: detecting adversarial attacks in network intrusion detection systems using domain constraints7
A reduced nonstationary discrete convolution kernel for multimode process monitoring7
Online handwritten scripts classification using fuzzy attributed relational graphs7
Balance-driven automatic clustering for probability density functions using metaheuristic optimization7
Micro-extended belief rule-based system with activation factor and parameter optimization for industrial cost prediction7
Feature selection in high-dimensional data: an enhanced RIME optimization with information entropy pruning and DBSCAN clustering7
Dual-driven embedded feature selection method based on fuzzy decision consistency and classification reward mechanism7
Correction to: Recent advances in multiple criteria decision making techniques7
Enhancing early attack detection: novel hybrid density-based isolation forest for improved anomaly detection7
Multi-label feature selection via joint label enhancement and pairwise label correlations7
RADCU-Net: residual attention and dual-supervision cascaded U-Net for retinal blood vessel segmentation7
Deep learning for time series forecasting: a survey7
Semi-supervised incremental domain generalization learning based on causal invariance7
BSSFS: binary sparrow search algorithm for feature selection7
Global-chronological graph interactive networks for multi-domain dialogue state tracking7
An adaptive focused target feature fusion network for detection of foreign bodies in coal flow7
HOGFormer: high-order graph convolution transformer for 3D human pose estimation7
RAMFAE: a novel unsupervised visual anomaly detection method based on autoencoder7
Image encoded time series classification of small datasets: an innovative architecture using deep learning ensembles7
Optimal airport selection utilizing power Muirhead mean based group decision model with 2-tuple linguistic q-rung orthopair fuzzy information7
Diffusion-based data augmentation methodology for improved performance in ocular disease diagnosis using retinography images7
Two-channel deep recursive multi-scale network based on multi-attention for no-reference image quality assessment7
Genetic algorithm based approach to compress and accelerate the trained Convolution Neural Network model7
Metric learning with multi-relational data6
Bi-objective feature selection in high-dimensional datasets using improved binary chimp optimization algorithm6
REMFLOW: RAG-enhanced multi-factor rainfall flooding warning in sponge airports via large language model6
Single image deraining via nonlinear recursive Conv-Transformer6
Automated catastrophic optical damage inspection of semiconductor laser chip based on multi-scale strip convolution aggregation6
Fine-grained image recognition via trusted multi-granularity information fusion6
A new belief entropy measure in the weighted combination rule under DST with faulty diagnosis and real-life medical application6
Introduction to the special issue on recent advances in graph learning: theory, algorithms, applications, and systems6
Joint feature fusion hashing for cross-modal retrieval6
Subspace learning via Hessian regularized latent representation learning with $${l}_{2,0}$$-norm constraint: unsupervised feature selection6
Permutation driven evolutionary ordering with dependency filtering for multi-label classification6
A multi-source credit data fusion approach based on federated distillation learning6
Tourism profile measure for data-driven tourism segmentation6
Exploring correlation of relationship reasoning for scene graph generation6
Adaptive distillation on hard samples benefits consistency for certified robustness6
Periodic frequent subgraph mining in dynamic graphs6
Near-infrared fusion for deep lightness enhancement6
Continual portfolio selection in dynamic environments via incremental reinforcement learning6
Method for three-way decisions using similarity in incomplete information systems6
An ordered subsets orthogonal nonnegative matrix factorization framework with application to image clustering6
Semi-supervised correntropy-based non-negative matrix factorization with hypergraph regularization6
Feature selection based L1alm-DT and MHT-LSTM for human activity recogition via sensor6
Robust non-negative supervised low-rank discriminant embedding (NSLRDE) for feature extraction6
Deep feature dendrite with weak mapping for small-sample hyperspectral image classification6
Off-policy asymptotic and adaptive maximum entropy deep reinforcement learning6
Feature selections based on fuzzy probability dominance rough sets in interval-valued ordered decision systems6
Cyclic sequential process of pairwise comparisons with application to multi-criteria decision making6
Recent development of hashing-based image retrieval in non-stationary environments6
Multi-label sequence generating model via label semantic attention mechanism6
sEMG based hand gesture recognition with deformable convolutional network6
Frequency coordination and economic dispatch of microgrids using fuzzy neural network control6
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