International Journal of Machine Learning and Cybernetics

Article	Citations
Ensemble machine learning approach for classification of IoT devices in smart home	136
EMoSOA: a new evolutionary multi-objective seagull optimization algorithm for global optimization	87
IoT enabled depthwise separable convolution neural network with deep support vector machine for COVID-19 diagnosis and classification	85
A survey of 5G network systems: challenges and machine learning approaches	84
A self-adaptive Harris Hawks optimization algorithm with opposition-based learning and chaotic local search strategy for global optimization and feature selection	80
A novel randomised particle swarm optimizer	68
Intuitionistic fuzzy multi-stage multi-objective fixed-charge solid transportation problem in a green supply chain	66
Group decision-making analysis based on linguistic q-rung orthopair fuzzy generalized point weighted aggregation operators	66
Adversarial examples: attacks and defenses in the physical world	53
Ensemble of feature selection algorithms: a multi-criteria decision-making approach	52
Improved TODIM method for intuitionistic fuzzy MAGDM based on cumulative prospect theory and its application on stock investment selection	52
A survey on federated learning: challenges and applications	49
Human posture recognition based on multiple features and rule learning	45
Attention-based context aggregation network for monocular depth estimation	45
Multi-agent reinforcement learning for redundant robot control in task-space	42
A multiple-kernel clustering based intrusion detection scheme for 5G and IoT networks	42
Top view multiple people tracking by detection using deep SORT and YOLOv3 with transfer learning: within 5G infrastructure	40
A bipartite matching-based feature selection for multi-label learning	39
A PSO-based deep learning approach to classifying patients from emergency departments	38
Data augmentation in natural language processing: a novel text generation approach for long and short text classifiers	38
A bibliometric analysis on deep learning during 2007–2019	38
EEG-based Emotion Recognition with Feature Fusion Networks	37
Improved VGG model-based efficient traffic sign recognition for safe driving in 5G scenarios	36
Neutrosophic multi-objective green four-dimensional fixed-charge transportation problem	35
Automatic extraction of named entities of cyber threats using a deep Bi-LSTM-CRF network	35

A novel multiple attribute decision-making approach for evaluation of emergency management schemes under picture fuzzy environment	34
Cross-domain sentiment aware word embeddings for review sentiment analysis	34
Multi-view low rank sparse representation method for three-way clustering	33
Bilateral sensitivity analysis: a better understanding of a neural network	32
A parallel hybrid krill herd algorithm for feature selection	32
RNON: image inpainting via repair network and optimization network	31
Multi-view data clustering via non-negative matrix factorization with manifold regularization	30
Fast feature selection for interval-valued data through kernel density estimation entropy	30
Consensus model based on probability K-means clustering algorithm for large scale group decision making	30
A hybrid method of recurrent neural network and graph neural network for next-period prescription prediction	30
Energy and spectrum aware unequal clustering with deep learning based primary user classification in cognitive radio sensor networks	28
MAGDM-oriented dual hesitant fuzzy multigranulation probabilistic models based on MULTIMOORA	28
SemiDroid: a behavioral malware detector based on unsupervised machine learning techniques using feature selection approaches	27
Attribution reduction based on sequential three-way search of granularity	27
A hybrid-attention semantic segmentation network for remote sensing interpretation in land-use surveillance	27
Machine translation using deep learning for universal networking language based on their structure	26
Optimal Deep Learning based Convolution Neural Network for digital forensics Face Sketch Synthesis in internet of things (IoT)	26
Benchmarking algorithms for food localization and semantic segmentation	25
Density peaks clustering based on k-nearest neighbors and self-recommendation	25
Clustering analysis through artificial algae algorithm	25
A new framework of multi-objective evolutionary algorithms for feature selection and multi-label classification of video data	24
Novel fusion strategies for continuous interval-valued q-rung orthopair fuzzy information: a case study in quality assessment of SmartWatch appearance design	24
Double-quantitative multigranulation rough fuzzy set based on logical operations in multi-source decision systems	23
Conflict analysis based on three-way decision for trapezoidal fuzzy information systems	23
DDoS detection in 5G-enabled IoT networks using deep Kalman backpropagation neural network	23
Augmentation and heterogeneous graph neural network for AAAI2021-COVID-19 fake news detection	22
A two-sided matching method considering the lowest value of acceptability with regret theory for probabilistic linguistic term sets	22
Clone detection in 5G-enabled social IoT system using graph semantics and deep learning model	20
Hierarchical multi-attention networks for document classification	20
Entropy based optimal scale combination selection for generalized multi-scale information tables	20
Regularized based implicit Lagrangian twin extreme learning machine in primal for pattern classification	20
Imbalanced data classification based on diverse sample generation and classifier fusion	19
sEMG based hand gesture recognition with deformable convolutional network	19
MSSL: a memetic-based sparse subspace learning algorithm for multi-label classification	18
Multipath feature recalibration DenseNet for image classification	18
Triple-G: a new MGRS and attribute reduction	18
Knowledge representation and reasoning with industrial application using interval-valued intuitionistic fuzzy Petri nets and extended TOPSIS	18
A hybrid many-objective competitive swarm optimization algorithm for large-scale multirobot task allocation problem	17
Two-stage multi-sided matching dispatching models based on improved BPR function with probabilistic linguistic term sets	17
A descriptive human visual cognitive strategy using graph neural network for facial expression recognition	17
Optimal scale combination selection for multi-scale decision tables based on three-way decision	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
q-ROF-SIR methods and their applications to multiple attribute decision making	16
Deep transfer learning-based network traffic classification for scarce dataset in 5G IoT systems	16
Fuzzy entropies for class-specific and classification-based attribute reducts in three-way probabilistic rough set models	16
Stability analysis of incremental concept tree for concept cognitive learning	16
A model of three-way approximation of intuitionistic fuzzy sets	16
An automatic three-way clustering method based on sample similarity	15
Multi-expert multi-criteria decision making based on the likelihoods of interval type-2 trapezoidal fuzzy preference relations	15

Brain tumor segmentation based on region of interest-aided localization and segmentation U-Net	15
Fault detection of railway freight cars mechanical components based on multi-feature fusion convolutional neural network	15
Hybrid two-stream dynamic CNN for view adaptive human action recognition using ensemble learning	15
L-fuzzifying approximation operators derived from general L-fuzzifying neighborhood systems	15
A new rough set model based on multi-scale covering	15
Online planning for relative optimal and safe paths for USVs using a dual sampling domain reduction-based RRT* method	15
Real-time human posture recognition using an adaptive hybrid classifier	15
Group decision making for internet public opinion emergency based upon linguistic intuitionistic fuzzy information	15
A stochastic sensitivity-based multi-objective optimization method for short-term wind speed interval prediction	15
Routing protocol for low power and lossy network–load balancing time-based	14
A shadowed set-based three-way clustering ensemble approach	14
Biomedical event trigger extraction based on multi-layer residual BiLSTM and contextualized word representations	14
A survey of multi-label classification based on supervised and semi-supervised learning	14
A further study on biologically inspired feature enhancement in zero-shot learning	14
Robust graph-based multi-view clustering in latent embedding space	14
Hierarchical extreme learning machine with L21-norm loss and regularization	14
Hand gesture recognition using machine learning and infrared information: a systematic literature review	14
3D transfer learning network for classification of Alzheimer’s disease with MRI	14
Caps-OWKG: a capsule network model for open-world knowledge graph	14
Sentence pair modeling based on semantic feature map for human interaction with IoT devices	13
Small target deep convolution recognition algorithm based on improved YOLOv4	13
An Intelligent prediction model for UCG state based on dual-source LSTM	13
An improved adaptive ORB-SLAM method for monocular vision robot under dynamic environments	13
Chinese medical relation extraction based on multi-hop self-attention mechanism	13
A hybrid of XGBoost and aspect-based review mining with attention neural network for user preference prediction	13
A new multi-period optimization model for resilient-sustainable project portfolio evaluation under interval-valued Pythagorean fuzzy sets with a case study	13
Do gradient-based explanations tell anything about adversarial robustness to android malware?	13
Deep reinforcement learning based home energy management system with devices operational dependencies	13
Towards unified on-road object detection and depth estimation from a single image	13
Balanced Graph-based regularized semi-supervised extreme learning machine for EEG classification	13
Consensus of nonlinear multi-agent systems with fuzzy modelling uncertainties via state-constraint hybrid impulsive protocols	13
Vortex search optimization algorithm for training of feed-forward neural network	13
Multi-view document clustering based on geometrical similarity measurement	13
Covering-based variable precision L-fuzzy rough sets based on residuated lattices and corresponding applications	12
InterSentiment: combining deep neural models on interaction and sentiment for review rating prediction	12
A novel multiple temporal-spatial convolution network for anode current signals classification	12
An Adaptive neuro-fuzzy backstepping sliding mode controller for finite time stabilization of fractional-order uncertain chaotic systems with time-varying delays	12
Linguistic-valued layered concept lattice and its rule extraction	12
Feature distribution-based label correlation in multi-label classification	12
Attribute reduction in formal decision contexts and its application to finite topological spaces	12
Fine-grained pornographic image recognition with multiple feature fusion transfer learning	12
Multiplication fusion of sparse and collaborative-competitive representation for image classification	12
CSHE: network pruning by using cluster similarity and matrix eigenvalues	12
A further study on optimal scale selection in dynamic multi-scale decision information systems based on sequential three-way decisions	12
A novel federated learning approach based on the confidence of federated Kalman filters	12
A novel density peaks clustering algorithm based on K nearest neighbors with adaptive merging strategy	12
Algorithms of matrix recovery based on truncated Schatten p-norm	11
Meta-path-based heterogeneous graph neural networks in academic network	11
Exploiting deep textures for image retrieval	11
RADCU-Net: residual attention and dual-supervision cascaded U-Net for retinal blood vessel segmentation	11
Some novel distance and similarity measures for probabilistic dual hesitant fuzzy sets and their applications to MAGDM	11
A scalable network intrusion detection system towards detecting, discovering, and learning unknown attacks	11
Online sequential fuzzy dropout extreme learning machine compensate for sliding-mode control system errors of uncertain robot manipulator	11
Discrete matrix factorization hashing for cross-modal retrieval	11
Localizing pedestrians in indoor environments using magnetic field data with term frequency paradigm and deep neural networks	11
Tuning of data augmentation hyperparameters in deep learning to building construction image classification with small datasets	11
Dynamic clustering collaborative filtering recommendation algorithm based on double-layer network	11
The Interval probabilistic double hierarchy linguistic EDAS method based on natural language processing basic techniques and its application to hotel online reviews	11
Adaptive super-twisting sliding mode control for micro gyroscope based on double loop fuzzy neural network structure	11
A novel intuitionistic fuzzy three-way decision model based on an intuitionistic fuzzy incomplete information system	11
Building heterogeneous ensembles by pooling homogeneous ensembles	11
Evidence theory based optimal scale selection for multi-scale ordered decision systems	10
Modified action decoder using Bayesian reasoning for multi-agent deep reinforcement learning	10
Software defect prediction ensemble learning algorithm based on adaptive variable sparrow search algorithm	10
Robust semi-supervised spatial picture fuzzy clustering with local membership and KL-divergence for image segmentation	10
Domain adaptive attention-based dropout for one-shot person re-identification	10
A BSC-based network DEA model equipped with computational linguistics for performance assessment and improvement	10
A novel approach to concept-cognitive learning in interval-valued formal contexts: a granular computing viewpoint	10
Ensemble adaptive convolutional neural networks with parameter transfer for rotating machinery fault diagnosis	10
A collaborative emergency decision making approach based on BWM and TODIM under interval 2-tuple linguistic environment	10
A transductive transfer learning approach for image classification	10
Multivariate morphological reconstruction based fuzzy clustering with a weighting multi-channel guided image filter for color image segmentation	10
Recurrence quantification analysis of EEG signals for tactile roughness discrimination	10
Data augmentation for aspect-based sentiment analysis	10
Emotion-enhanced classification based on fuzzy reasoning	10
A social immunity based approach to suppress rumors in online social networks	10
One-step multi-view spectral clustering by learning common and specific nonnegative embeddings	10
NEWTR: a multipath routing for next hop destination in internet of things with artificial recurrent neural network (RNN)	10
Spatiotemporal attention enhanced features fusion network for action recognition	10
Modification of the BWM and MABAC method for MAGDM based on q-rung orthopair fuzzy rough numbers	10

Nonnegative representation based discriminant projection for face recognition	9
Flat random forest: a new ensemble learning method towards better training efficiency and adaptive model size to deep forest	9
Combining Boundary Detector and SND-SVM for Fast Learning	9
Performance guarantees of transformed Schatten-1 regularization for exact low-rank matrix recovery	9
Relative measure-based approaches for ranking single-valued neutrosophic values and their applications	9
Knowledge granularity reduction for decision tables	9
A few-shot fine-grained image classification method leveraging global and local structures	9
Cross channel aggregation similarity network for salient object detection	9
Sparse multi-label feature selection via dynamic graph manifold regularization	9
Ranking defects and solving countermeasures for Pythagorean fuzzy sets with hesitant degree	9
Multi-distance metric network for few-shot learning	9
Multilevel hybrid accurate handcrafted model for myocardial infarction classification using ECG signals	9
ELM-MC: multi-label classification framework based on extreme learning machine	9
GDPC: generalized density peaks clustering algorithm based on order similarity	9
Robust metric learning based on the rescaled hinge loss	8
Evolutionary neural networks for deep learning: a review	8
CovidViT: a novel neural network with self-attention mechanism to detect Covid-19 through X-ray images	8
Hybrid deep graph convolutional networks	8
Generalized fuzzy variable precision rough sets based on bisimulations and the corresponding decision-making	8
ECG arrhythmia classification based on variational mode decomposition, Shannon energy envelope and deterministic learning	8
Sustainable competitiveness evaluation of container liners based on granular computing and social network group decision making	8
Fault detection and diagnosis for industrial processes based on clustering and autoencoders: a case of gas turbines	8
A novel classification algorithm based on kernelized fuzzy rough sets	8
Attentive convolutional gated recurrent network: a contextual model to sentiment analysis	8
Fuzzy measure with regularization for gene selection and cancer prediction	8
BSSFS: binary sparrow search algorithm for feature selection	8
A joint extraction model of entities and relations based on relation decomposition	8
Learning to share by masking the non-shared for multi-domain sentiment classification	8
Dual discriminator adversarial distillation for data-free model compression	8
Supervised learning algorithm based on spike optimization mechanism for multilayer spiking neural networks	8
Multi-granulation-based knowledge discovery in incomplete generalized multi-scale decision systems	8
Remaining useful life prediction of integrated modular avionics using ensemble enhanced online sequential parallel extreme learning machine	8
A robust spectral clustering algorithm based on grid-partition and decision-graph	8
Imitating targets from all sides: an unsupervised transfer learning method for person re-identification	7
An efficiency-enhanced deep learning model for citywide crowd flows prediction	7
Feature extraction and classification algorithm, which one is more essential? An experimental study on a specific task of vibration signal diagnosis	7
A novel feature learning framework for high-dimensional data classification	7
A comparative experimental evaluation on performance of type-1 and interval type-2 Takagi-Sugeno fuzzy models	7
Human activity recognition using pre-trained network with informative templates	7
Feature selection schema based on game theory and biology migration algorithm for regression problems	7
Knowledge-driven graph similarity for text classification	7
Adaptive fuzzy leader-following consensus for nonlinear multi-agent systems via state-constraint impulsive control	7
A novel BNMF-DNN based speech reconstruction method for speech quality evaluation under complex environments	7
Toward better prediction of recurrence for Cushing’s disease: a factorization-machine based neural approach	7
A rough set based algorithm for updating the modes in categorical clustering	7
Learning to optimise general TSP instances	7
Development of ensemble learning classification with density peak decomposition-based evolutionary multi-objective optimization	7
Path-based estimation for link prediction	7
Generating transferable adversarial examples based on perceptually-aligned perturbation	7
Three-level and three-way uncertainty measurements for interval-valued decision systems	7
Three-way improved neighborhood entropies based on three-level granular structures	7
Study on deduction process and inference methods of decision implications	7
Binary African vultures optimization algorithm for various optimization problems	7
Multi-classification decision-making method for interval-valued intuitionistic fuzzy three-way decisions and its application in the group decision-making	7
Dense crowd counting based on adaptive scene division	7
Speed control of electric vehicle by using type-2 fuzzy neural network	7
Weakly-supervised learning for community detection based on graph convolution in attributed networks	7
An incremental approach to feature selection using the weighted dominance-based neighborhood rough sets	7
Data reduction based on NN-kNN measure for NN classification and regression	7
Unsupervised person re-identification via K-reciprocal encoding and style transfer	7
Semi-supervised attribute reduction for interval data based on misclassification cost	7
A recursive feature retention method for semi-supervised feature selection	7
Special issue on small data analytics	7
Iterative joint classifier and domain adaptation for visual transfer learning	6
Numerical solution for high-dimensional partial differential equations based on deep learning with residual learning and data-driven learning	6
Efficient image segmentation through 2D histograms and an improved owl search algorithm	6
Adaptive exploration policy for exploration–exploitation tradeoff in continuous action control optimization	6
Uncertain two-echelon green supply chain models based on revenue sharing contract	6
Semi-supervised label enhancement via structured semantic extraction	6
A novel metaheuristic optimisation approach for text sentiment analysis	6
Water atom search algorithm-based deep recurrent neural network for the big data classification based on spark architecture	6
Incremental sequential three-way decision based on continual learning network	6
Triplet-object loss for large scale deep image retrieval	6
usfAD: a robust anomaly detector based on unsupervised stochastic forest	6
A dynamic multi-swarm cooperation particle swarm optimization with dimension mutation for complex optimization problem	6
Global contextual attention for pure regression object detection	6
Device-free indoor localization based on sparse coding with nonconvex regularization and adaptive relaxation localization criteria	6
A new belief entropy measure in the weighted combination rule under DST with faulty diagnosis and real-life medical application	6
Balance-driven automatic clustering for probability density functions using metaheuristic optimization	6
Generalized Dice measures of single valued neutrosophic type-2 hesitant fuzzy sets and their application to multi-criteria decision making problems	6
Improving offline handwritten Chinese text recognition with glyph-semanteme fusion embedding	6
Genetic algorithm based approach to compress and accelerate the trained Convolution Neural Network model	6
Robust adaptive iterative learning control for nonrepetitive systems with iteration-varying parameters and initial state	6
Underdetermined blind source separation of speech mixtures unifying dictionary learning and sparse representation	6
A hybrid grey wolf optimizer for solving the product knapsack problem	6
A faster tensor robust PCA via tensor factorization	6
TSFNFS: two-stage-fuzzy-neighborhood feature selection with binary whale optimization algorithm	6
Intuitionistic fuzzy c-means clustering algorithm based on a novel weighted proximity measure and genetic algorithm	6
DEP-TSPmeta: a multiple criteria Dynamic Ensemble Pruning technique ad-hoc for time series prediction	6
A novel binary many-objective feature selection algorithm for multi-label data classification	6
Reduced PAPR Model Predictive Control based FBMC/OQAM signal for NB-IoT paradigm	6
Towards wide-scale continuous gesture recognition model for in-depth and grayscale input videos	6
Unsupervised image clustering algorithm based on contrastive learning and K-nearest neighbors	6
Dynamic neural orthogonal mapping for fault detection	6
A new feature selection metric for text classification: eliminating the need for a separate pruning stage	6