International Journal of Machine Learning and Cybernetics

Article	Citations
Ensemble machine learning approach for classification of IoT devices in smart home	152
A survey on federated learning: challenges and applications	107
IoT enabled depthwise separable convolution neural network with deep support vector machine for COVID-19 diagnosis and classification	93
A self-adaptive Harris Hawks optimization algorithm with opposition-based learning and chaotic local search strategy for global optimization and feature selection	90
Group decision-making analysis based on linguistic q-rung orthopair fuzzy generalized point weighted aggregation operators	75
Ensemble of feature selection algorithms: a multi-criteria decision-making approach	61
Adversarial examples: attacks and defenses in the physical world	58
Data augmentation in natural language processing: a novel text generation approach for long and short text classifiers	54
Neutrosophic multi-objective green four-dimensional fixed-charge transportation problem	52
A multiple-kernel clustering based intrusion detection scheme for 5G and IoT networks	50
Attention-based context aggregation network for monocular depth estimation	50
EEG-based Emotion Recognition with Feature Fusion Networks	44
A novel multiple attribute decision-making approach for evaluation of emergency management schemes under picture fuzzy environment	43
A PSO-based deep learning approach to classifying patients from emergency departments	40
Multi-view low rank sparse representation method for three-way clustering	38
A hybrid-attention semantic segmentation network for remote sensing interpretation in land-use surveillance	37
Multi-view data clustering via non-negative matrix factorization with manifold regularization	36
MAGDM-oriented dual hesitant fuzzy multigranulation probabilistic models based on MULTIMOORA	34
Bilateral sensitivity analysis: a better understanding of a neural network	34
RNON: image inpainting via repair network and optimization network	32
Consensus model based on probability K-means clustering algorithm for large scale group decision making	31
SemiDroid: a behavioral malware detector based on unsupervised machine learning techniques using feature selection approaches	30
DDoS detection in 5G-enabled IoT networks using deep Kalman backpropagation neural network	30
Machine translation using deep learning for universal networking language based on their structure	29
Attribution reduction based on sequential three-way search of granularity	29

Clustering analysis through artificial algae algorithm	28
Density peaks clustering based on k-nearest neighbors and self-recommendation	26
Conflict analysis based on three-way decision for trapezoidal fuzzy information systems	25
Novel fusion strategies for continuous interval-valued q-rung orthopair fuzzy information: a case study in quality assessment of SmartWatch appearance design	25
A descriptive human visual cognitive strategy using graph neural network for facial expression recognition	25
A survey of multi-label classification based on supervised and semi-supervised learning	25
Double-quantitative multigranulation rough fuzzy set based on logical operations in multi-source decision systems	24
Augmentation and heterogeneous graph neural network for AAAI2021-COVID-19 fake news detection	24
Deep transfer learning-based network traffic classification for scarce dataset in 5G IoT systems	24
sEMG based hand gesture recognition with deformable convolutional network	23
Entropy based optimal scale combination selection for generalized multi-scale information tables	22
Clone detection in 5G-enabled social IoT system using graph semantics and deep learning model	21
Regularized based implicit Lagrangian twin extreme learning machine in primal for pattern classification	21
Hierarchical multi-attention networks for document classification	21
Imbalanced data classification based on diverse sample generation and classifier fusion	20
Tuning of data augmentation hyperparameters in deep learning to building construction image classification with small datasets	20
Brain tumor segmentation based on region of interest-aided localization and segmentation U-Net	20
Software defect prediction ensemble learning algorithm based on adaptive variable sparrow search algorithm	20
An automatic three-way clustering method based on sample similarity	19
A shadowed set-based three-way clustering ensemble approach	19
Deep reinforcement learning based home energy management system with devices operational dependencies	19
Triple-G: a new MGRS and attribute reduction	19
q-ROF-SIR methods and their applications to multiple attribute decision making	19
Robust graph-based multi-view clustering in latent embedding space	18
MSSL: a memetic-based sparse subspace learning algorithm for multi-label classification	18
A hybrid of XGBoost and aspect-based review mining with attention neural network for user preference prediction	18
Hybrid two-stream dynamic CNN for view adaptive human action recognition using ensemble learning	18
GCAM: lightweight image inpainting via group convolution and attention mechanism	17
Group decision making for internet public opinion emergency based upon linguistic intuitionistic fuzzy information	17
Small target deep convolution recognition algorithm based on improved YOLOv4	17
Classifying imbalanced data using SMOTE based class-specific kernelized ELM	17
Fuzzy portfolio selection based on three-way decision and cumulative prospect theory	17
Stability analysis of incremental concept tree for concept cognitive learning	17
L-fuzzifying approximation operators derived from general L-fuzzifying neighborhood systems	17
Exploiting deep textures for image retrieval	17
Fault detection of railway freight cars mechanical components based on multi-feature fusion convolutional neural network	16
CSHE: network pruning by using cluster similarity and matrix eigenvalues	16
Caps-OWKG: a capsule network model for open-world knowledge graph	16
Covering-based variable precision L-fuzzy rough sets based on residuated lattices and corresponding applications	16
Hand gesture recognition using machine learning and infrared information: a systematic literature review	16
A model of three-way approximation of intuitionistic fuzzy sets	16
Do gradient-based explanations tell anything about adversarial robustness to android malware?	16
Data augmentation for aspect-based sentiment analysis	16
A stochastic sensitivity-based multi-objective optimization method for short-term wind speed interval prediction	15
Vortex search optimization algorithm for training of feed-forward neural network	15
A novel federated learning approach based on the confidence of federated Kalman filters	15
An incremental approach to feature selection using the weighted dominance-based neighborhood rough sets	15
A novel density peaks clustering algorithm based on K nearest neighbors with adaptive merging strategy	15
Routing protocol for low power and lossy network–load balancing time-based	15
Biomedical event trigger extraction based on multi-layer residual BiLSTM and contextualized word representations	15

Cross channel aggregation similarity network for salient object detection	15
A new multi-period optimization model for resilient-sustainable project portfolio evaluation under interval-valued Pythagorean fuzzy sets with a case study	15
An improved adaptive ORB-SLAM method for monocular vision robot under dynamic environments	15
Hierarchical extreme learning machine with L21-norm loss and regularization	15
A scalable network intrusion detection system towards detecting, discovering, and learning unknown attacks	14
3D transfer learning network for classification of Alzheimer’s disease with MRI	14
Building heterogeneous ensembles by pooling homogeneous ensembles	14
A further study on optimal scale selection in dynamic multi-scale decision information systems based on sequential three-way decisions	14
The Interval probabilistic double hierarchy linguistic EDAS method based on natural language processing basic techniques and its application to hotel online reviews	14
Some novel distance and similarity measures for probabilistic dual hesitant fuzzy sets and their applications to MAGDM	14
CovidViT: a novel neural network with self-attention mechanism to detect Covid-19 through X-ray images	14
RADCU-Net: residual attention and dual-supervision cascaded U-Net for retinal blood vessel segmentation	14
Ensemble adaptive convolutional neural networks with parameter transfer for rotating machinery fault diagnosis	13
A novel multiple temporal-spatial convolution network for anode current signals classification	13
Linguistic-valued layered concept lattice and its rule extraction	13
Multi-view document clustering based on geometrical similarity measurement	13
Towards unified on-road object detection and depth estimation from a single image	13
Feature distribution-based label correlation in multi-label classification	13
Meta-path-based heterogeneous graph neural networks in academic network	13
An Adaptive neuro-fuzzy backstepping sliding mode controller for finite time stabilization of fractional-order uncertain chaotic systems with time-varying delays	13
Online sequential fuzzy dropout extreme learning machine compensate for sliding-mode control system errors of uncertain robot manipulator	13
A novel approach to concept-cognitive learning in interval-valued formal contexts: a granular computing viewpoint	13
Algorithms of matrix recovery based on truncated Schatten p-norm	13
A few-shot fine-grained image classification method leveraging global and local structures	13
Sentence pair modeling based on semantic feature map for human interaction with IoT devices	13
Multilevel hybrid accurate handcrafted model for myocardial infarction classification using ECG signals	13
Evolutionary neural networks for deep learning: a review	12
Enhanced feature Fusion structure of YOLO v5 for detecting small defects on metal surfaces	12
Modification of the BWM and MABAC method for MAGDM based on q-rung orthopair fuzzy rough numbers	12
A social immunity based approach to suppress rumors in online social networks	12
NEWTR: a multipath routing for next hop destination in internet of things with artificial recurrent neural network (RNN)	12
Discrete matrix factorization hashing for cross-modal retrieval	12
Sparse multi-label feature selection via dynamic graph manifold regularization	12
Special issue on small data analytics	12
Dynamic clustering collaborative filtering recommendation algorithm based on double-layer network	12
Evidence theory based optimal scale selection for multi-scale ordered decision systems	11
ECG arrhythmia classification based on variational mode decomposition, Shannon energy envelope and deterministic learning	11
Recurrence quantification analysis of EEG signals for tactile roughness discrimination	11
Balance-driven automatic clustering for probability density functions using metaheuristic optimization	11
A novel intuitionistic fuzzy three-way decision model based on an intuitionistic fuzzy incomplete information system	11
A collaborative emergency decision making approach based on BWM and TODIM under interval 2-tuple linguistic environment	11
Robust semi-supervised spatial picture fuzzy clustering with local membership and KL-divergence for image segmentation	11
A novel Swin transformer approach utilizing residual multi-layer perceptron for diagnosing brain tumors in MRI images	11
Remaining useful life prediction of integrated modular avionics using ensemble enhanced online sequential parallel extreme learning machine	11
Emotion-enhanced classification based on fuzzy reasoning	11
One-step multi-view spectral clustering by learning common and specific nonnegative embeddings	11
Learning to optimise general TSP instances	11
A BSC-based network DEA model equipped with computational linguistics for performance assessment and improvement	11
Localizing pedestrians in indoor environments using magnetic field data with term frequency paradigm and deep neural networks	11
Fault detection of train mechanical parts using multi-mode aggregation feature enhanced convolution neural network	10
Relative measure-based approaches for ranking single-valued neutrosophic values and their applications	10
A dynamic multi-swarm cooperation particle swarm optimization with dimension mutation for complex optimization problem	10
Training fuzzy deep neural network with honey badger algorithm for intrusion detection in cloud environment	10
BSSFS: binary sparrow search algorithm for feature selection	10
SecureFed: federated learning empowered medical imaging technique to analyze lung abnormalities in chest X-rays	10
Modified action decoder using Bayesian reasoning for multi-agent deep reinforcement learning	10
Fuzzy measure with regularization for gene selection and cancer prediction	10
Feature extraction and classification algorithm, which one is more essential? An experimental study on a specific task of vibration signal diagnosis	10
Performance guarantees of transformed Schatten-1 regularization for exact low-rank matrix recovery	10
Dual discriminator adversarial distillation for data-free model compression	10
Multi-distance metric network for few-shot learning	10
Traffic data extraction and labeling for machine learning based attack detection in IoT networks	10
Domain adaptive attention-based dropout for one-shot person re-identification	10
Generalized Dice measures of single valued neutrosophic type-2 hesitant fuzzy sets and their application to multi-criteria decision making problems	9
A recursive feature retention method for semi-supervised feature selection	9
Study on deduction process and inference methods of decision implications	9
Underdetermined blind source separation of speech mixtures unifying dictionary learning and sparse representation	9
Concept reduction in formal concept analysis based on representative concept matrix	9
A comparative experimental evaluation on performance of type-1 and interval type-2 Takagi-Sugeno fuzzy models	9
Siamese infrared and visible light fusion network for RGB-T tracking	9
Three-level and three-way uncertainty measurements for interval-valued decision systems	9
Three-way improved neighborhood entropies based on three-level granular structures	9
Ranking defects and solving countermeasures for Pythagorean fuzzy sets with hesitant degree	9
A joint extraction model of entities and relations based on relation decomposition	9
Knowledge granularity reduction for decision tables	9
TSFNFS: two-stage-fuzzy-neighborhood feature selection with binary whale optimization algorithm	9
iMovieRec: a hybrid movie recommendation method based on a user-image-item model	9
A novel metaheuristic optimisation approach for text sentiment analysis	9
Semi-supervised attribute reduction for interval data based on misclassification cost	9
A robust spectral clustering algorithm based on grid-partition and decision-graph	9

Multi-granulation-based knowledge discovery in incomplete generalized multi-scale decision systems	9
Fault detection and diagnosis for industrial processes based on clustering and autoencoders: a case of gas turbines	9
Supervised learning algorithm based on spike optimization mechanism for multilayer spiking neural networks	9
A rough set based algorithm for updating the modes in categorical clustering	8
Recognition of odor and pleasantness based on olfactory EEG combined with functional brain network model	8
A novel feature learning framework for high-dimensional data classification	8
Representation learning from noisy user-tagged data for sentiment classification	8
Continual portfolio selection in dynamic environments via incremental reinforcement learning	8
An improved multi-population whale optimization algorithm	8
Detection and quantification of anomalies in communication networks based on LSTM-ARIMA combined model	8
Triplet-object loss for large scale deep image retrieval	8
A new feature selection metric for text classification: eliminating the need for a separate pruning stage	8
Path-based estimation for link prediction	8
Learning to share by masking the non-shared for multi-domain sentiment classification	8
Data reduction based on NN-kNN measure for NN classification and regression	8
Generalized fuzzy variable precision rough sets based on bisimulations and the corresponding decision-making	8
A working likelihood approach to support vector regression with a data-driven insensitivity parameter	8
Adaptive fuzzy leader-following consensus for nonlinear multi-agent systems via state-constraint impulsive control	8
Multi-view clustering based on view-attention driven	8
Imitating targets from all sides: an unsupervised transfer learning method for person re-identification	8
An efficiency-enhanced deep learning model for citywide crowd flows prediction	8
Speed control of electric vehicle by using type-2 fuzzy neural network	8
Implicit social recommendation algorithm based on multilayer fuzzy perception similarity	8
Human activity recognition using pre-trained network with informative templates	8
Sustainable competitiveness evaluation of container liners based on granular computing and social network group decision making	8
UUGAN: a GAN-based approach towards underwater image enhancement using non-pairwise supervision	8
Unsupervised image clustering algorithm based on contrastive learning and K-nearest neighbors	8
usfAD: a robust anomaly detector based on unsupervised stochastic forest	8
Seasonal decomposition and combination model for short-term forecasting of subway ridership	7
A novelty detection approach to effectively predict conversion from mild cognitive impairment to Alzheimer’s disease	7
A new belief entropy measure in the weighted combination rule under DST with faulty diagnosis and real-life medical application	7
Multi-view Bayesian spatio-temporal graph neural networks for reliable traffic flow prediction	7
Reduced PAPR Model Predictive Control based FBMC/OQAM signal for NB-IoT paradigm	7
A dynamic hypergraph regularized non-negative tucker decomposition framework for multiway data analysis	7
Implement an uncertain vector approach to solve entropy-based four-dimensional transportation problems with discounted costs	7
Hybrid deep graph convolutional networks	7
Unsupervised person re-identification via K-reciprocal encoding and style transfer	7
A novel method for financial distress prediction based on sparse neural networks with $$L_{1/2}$$ regularization	7
Multi-scale network toward real-world image denoising	7
Iterative joint classifier and domain adaptation for visual transfer learning	7
Multi-layered semantic representation network for multi-label image classification	7
Development of ensemble learning classification with density peak decomposition-based evolutionary multi-objective optimization	7
Weakly-supervised learning for community detection based on graph convolution in attributed networks	7
Adaptive exploration policy for exploration–exploitation tradeoff in continuous action control optimization	7
A new multi-granularity probabilistic linguistic two-sided matching method considering peer effect and its application in pension services	7
An accelerated optimization algorithm for the elastic-net extreme learning machine	7
A novel binary many-objective feature selection algorithm for multi-label data classification	7
Prediction of remaining useful life of rolling element bearings based on LSTM and exponential model	7
Towards wide-scale continuous gesture recognition model for in-depth and grayscale input videos	7
Unsupervised attribute reduction: improving effectiveness and efficiency	7
EEG-based detection of cognitive load using VMD and LightGBM classifier	7
Binary African vultures optimization algorithm for various optimization problems	7
Heterogeneous dual network with feature consistency for domain adaptation person re-identification	7
Local positive and negative label correlation analysis with label awareness for multi-label classification	7
Device-free indoor localization based on sparse coding with nonconvex regularization and adaptive relaxation localization criteria	7
Multi-task learning for collaborative filtering	7
Generating transferable adversarial examples based on perceptually-aligned perturbation	7
A novel self-attention deep subspace clustering	7
Network pruning via probing the importance of filters	7
Knowledge-driven graph similarity for text classification	7
Genetic algorithm based approach to compress and accelerate the trained Convolution Neural Network model	7
Robust adaptive iterative learning control for nonrepetitive systems with iteration-varying parameters and initial state	7
Uncertain two-echelon green supply chain models based on revenue sharing contract	7
Concentrated hashing with neighborhood embedding for image retrieval and classification	7
Dynamic neural orthogonal mapping for fault detection	7
Community discovery algorithm of complex network attention model	7
KAMTFENet: a fall detection algorithm based on keypoint attention module and temporal feature extraction	7
Uncertain random portfolio optimization via semi-variance	7
Global contextual attention for pure regression object detection	6
An enhanced Mayfly optimization algorithm based on orthogonal learning and chaotic exploitation strategy	6
Improving offline handwritten Chinese text recognition with glyph-semanteme fusion embedding	6
A new two-stage hybrid feature selection algorithm and its application in Chinese medicine	6
On development of multimodal named entity recognition using part-of-speech and mixture of experts	6
Enhanced neighborhood node graph neural networks for load forecasting in smart grid	6
Adaptive hierarchical hyper-gradient descent	6
Bee: towards a robust attribute reduction	6
Target-oriented multimodal sentiment classification by using topic model and gating mechanism	6
DEP-TSPmeta: a multiple criteria Dynamic Ensemble Pruning technique ad-hoc for time series prediction	6
Water atom search algorithm-based deep recurrent neural network for the big data classification based on spark architecture	6
Semi-supervised label enhancement via structured semantic extraction	6
Bi-STAN: bilinear spatial-temporal attention network for wearable human activity recognition	6
BART-based contrastive and retrospective network for aspect-category-opinion-sentiment quadruple extraction	6
Label enhancement with label-specific feature learning	6
Sequence and graph structure co-awareness via gating mechanism and self-attention for session-based recommendation	6
CorrNet: pearson correlation based pruning for efficient convolutional neural networks	6
Numerical solution for high-dimensional partial differential equations based on deep learning with residual learning and data-driven learning	6
Case2vec: joint variational autoencoder for case text embedding representation	6
Learning positioning policies for mobile manipulation operations with deep reinforcement learning	6
Adaptive robust local online density estimation for streaming data	6
Unsupervised modeling and feature selection of sequential spherical data through nonparametric hidden Markov models	6
MAGDM in hesitant interval-valued Pythagorean linguistic Z-number based on combined score function and entropy	6
Symmetrical filters in convolutional neural networks	6
Global-local information based oversampling for multi-class imbalanced data	6
Image retrieval using dual-weighted deep feature descriptor	6
Fractional mega trend diffusion function-based feature extraction for plant disease prediction	6