Information Fusion

Article	Citations
Explainable Artificial Intelligence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AI	3511
A review of uncertainty quantification in deep learning: Techniques, applications and challenges	936
Tabular data: Deep learning is not all you need	468
A smart healthcare monitoring system for heart disease prediction based on ensemble deep learning and feature fusion	450
Deepfakes and beyond: A Survey of face manipulation and fake detection	440
A survey on machine learning for data fusion	354
Emotion recognition using multi-modal data and machine learning techniques: A tutorial and review	345
RFN-Nest: An end-to-end residual fusion network for infrared and visible images	343
Unbox the black-box for the medical explainable AI via multi-modal and multi-centre data fusion: A mini-review, two showcases and beyond	305
Image fusion meets deep learning: A survey and perspective	304
Multi-sensor information fusion based on machine learning for real applications in human activity recognition: State-of-the-art and research challenges	292
Pan-GAN: An unsupervised pan-sharpening method for remote sensing image fusion	290
Advances in multimodal data fusion in neuroimaging: Overview, challenges, and novel orientation	255
Image fusion in the loop of high-level vision tasks: A semantic-aware real-time infrared and visible image fusion network	252
Covid-19 classification by FGCNet with deep feature fusion from graph convolutional network and convolutional neural network	250
Overview and comparative study of dimensionality reduction techniques for high dimensional data	242
A practical tutorial on bagging and boosting based ensembles for machine learning: Algorithms, software tools, performance study, practical perspectives and opportunities	237
An overview on feedback mechanisms with minimum adjustment or cost in consensus reaching in group decision making: Research paradigms and challenges	228
A review of multimodal image matching: Methods and applications	228
Towards multi-modal causability with Graph Neural Networks enabling information fusion for explainable AI	212
Continual learning for robotics: Definition, framework, learning strategies, opportunities and challenges	210
A survey on deep learning in medicine: Why, how and when?	195
Multi-focus image fusion: A Survey of the state of the art	192
Notions of explainability and evaluation approaches for explainable artificial intelligence	192
Large-Scale decision-making: Characterization, taxonomy, challenges and future directions from an Artificial Intelligence and applications perspective	182

COVID-19 classification by CCSHNet with deep fusion using transfer learning and discriminant correlation analysis	181
An overview on spectral and spatial information fusion for hyperspectral image classification: Current trends and challenges	172
A novel approach of multisensory fusion to collaborative fault diagnosis in maintenance	169
PIAFusion: A progressive infrared and visible image fusion network based on illumination aware	168
Brain tumor segmentation based on the fusion of deep semantics and edge information in multimodal MRI	162
Feature-level fusion approaches based on multimodal EEG data for depression recognition	162
MFF-GAN: An unsupervised generative adversarial network with adaptive and gradient joint constraints for multi-focus image fusion	159
Online-review analysis based large-scale group decision-making for determining passenger demands and evaluating passenger satisfaction: Case study of high-speed rail system in China	155
Real-world single image super-resolution: A brief review	154
Consensus reaching for group decision making with multi-granular unbalanced linguistic information: A bounded confidence and minimum adjustment-based approach	153
Urban flow prediction from spatiotemporal data using machine learning: A survey	149
The four dimensions of social network analysis: An overview of research methods, applications, and software tools	148
A systematic review on affective computing: emotion models, databases, and recent advances	148
Pixel level fusion techniques for SAR and optical images: A review	147
Distributed linguistic representations in decision making: Taxonomy, key elements and applications, and challenges in data science and explainable artificial intelligence	144
Multi-classifier information fusion in risk analysis	144
Multi-source information fusion based on rough set theory: A review	141
An infrared and visible image fusion method based on multi-scale transformation and norm optimization	141
A comprehensive survey on multimodal medical signals fusion for smart healthcare systems	133
Smart anomaly detection in sensor systems: A multi-perspective review	132
Image retrieval from remote sensing big data: A survey	130
Deep learning in food category recognition	129
Renewable energy harvesting schemes in wireless sensor networks: A Survey	128
Point-cloud based 3D object detection and classification methods for self-driving applications: A survey and taxonomy	127
Risk Prediction of Diabetes: Big data mining with fusion of multifarious physical examination indicators	126
A critic evaluation of methods for COVID-19 automatic detection from X-ray images	121
Unscented kalman filter with process noise covariance estimation for vehicular ins/gps integration system	120
The state-of-art of the generalizations of the Choquet integral: From aggregation and pre-aggregation to ordered directionally monotone functions	119
A survey on empathetic dialogue systems	118
Explainable Artificial Intelligence (XAI): What we know and what is left to attain Trustworthy Artificial Intelligence	117
Fusion in stock market prediction: A decade survey on the necessity, recent developments, and potential future directions	117
The fractal dimension of complex networks: A review	115
Social network community analysis based large-scale group decision making approach with incomplete fuzzy preference relations	115
Advances in Data Preprocessing for Biomedical Data Fusion: An Overview of the Methods, Challenges, and Prospects	113
Recent advances and new guidelines on hyperspectral and multispectral image fusion	109
Multimodal sentiment analysis: A systematic review of history, datasets, multimodal fusion methods, applications, challenges and future directions	108
Information fusion as an integrative cross-cutting enabler to achieve robust, explainable, and trustworthy medical artificial intelligence	107
Machine learning information fusion in Earth observation: A comprehensive review of methods, applications and data sources	106
Object fusion tracking based on visible and infrared images: A comprehensive review	106
Alzheimer’s disease multiclass diagnosis via multimodal neuroimaging embedding feature selection and fusion	106
A maximum self-esteem degree based feedback mechanism for group consensus reaching with the distributed linguistic trust propagation in social network	104
A trust-similarity analysis-based clustering method for large-scale group decision-making under a social network	103
EMFusion: An unsupervised enhanced medical image fusion network	103
A systematic review of trustworthy and explainable artificial intelligence in healthcare: Assessment of quality, bias risk, and data fusion	99
Explainable decision forest: Transforming a decision forest into an interpretable tree	94
Deep learning for pedestrian collective behavior analysis in smart cities: A model of group trajectory outlier detection	92
Counterfactuals and causability in explainable artificial intelligence: Theory, algorithms, and applications	90
Multi-user activity recognition: Challenges and opportunities	89
Minimum cost consensus modelling under various linear uncertain-constrained scenarios	88
Interpretable learning based Dynamic Graph Convolutional Networks for Alzheimer’s Disease analysis	85

Image synthesis with adversarial networks: A comprehensive survey and case studies	84
Reaching a minimum adjustment consensus in social network group decision-making	84
A survey of recommender systems for energy efficiency in buildings: Principles, challenges and prospects	83
Anaphora and coreference resolution: A review	80
Radar sensor network resource allocation for fused target tracking: A brief review	80
ChatGPT: Jack of all trades, master of none	79
RXDNFuse: A aggregated residual dense network for infrared and visible image fusion	78
Deep learning for depression recognition with audiovisual cues: A review	78
Human activity recognition based on multienvironment sensor data	77
Exploration in deep reinforcement learning: A survey	77
COVID-19 and Non-COVID-19 Classification using Multi-layers Fusion From Lung Ultrasound Images	76
Multi-level information fusion to alleviate network congestion	74
From degrade to upgrade: Learning a self-supervised degradation guided adaptive network for blind remote sensing image super-resolution	72
Network traffic classification for data fusion: A survey	72
Benchmarking and comparing multi-exposure image fusion algorithms	72
Multi-sensor fusion for body sensor network in medical human–robot interaction scenario	72
Federated Learning and Differential Privacy: Software tools analysis, the Sherpa.ai FL framework and methodological guidelines for preserving data privacy	71
Quantum-inspired multimodal fusion for video sentiment analysis	71
Deep learning based emotion analysis of microblog texts	71
40 years of sensor fusion for orientation tracking via magnetic and inertial measurement units: Methods, lessons learned, and future challenges	71
Data harmonisation for information fusion in digital healthcare: A state-of-the-art systematic review, meta-analysis and future research directions	70
Fusion of statistical importance for feature selection in Deep Neural Network-based Intrusion Detection System	69
A non-threshold consensus model based on the minimum cost and maximum consensus-increasing for multi-attribute large group decision-making	68
A comprehensive survey on regularization strategies in machine learning	67
Processes and methods of information fusion for ranking products based on online reviews: An overview	65
Multimodal Co-learning: Challenges, applications with datasets, recent advances and future directions	65
Preprocessed dynamic classifier ensemble selection for highly imbalanced drifted data streams	65
DiCyc: GAN-based deformation invariant cross-domain information fusion for medical image synthesis	65
Survey on federated learning threats: Concepts, taxonomy on attacks and defences, experimental study and challenges	64
DIVFusion: Darkness-free infrared and visible image fusion	63
Knowledge graph fusion for smart systems: A Survey	62
Classical and deep learning methods for recognizing human activities and modes of transportation with smartphone sensors	61
Heterogeneous data fusion for predicting mild cognitive impairment conversion	60
Behavioral biometrics & continuous user authentication on mobile devices: A survey	60
CochleaNet: A robust language-independent audio-visual model for real-time speech enhancement	60
Multispectral and hyperspectral image fusion in remote sensing: A survey	59
Using artificial intelligence and data fusion for environmental monitoring: A review and future perspectives	59
Image fusion based on generative adversarial network consistent with perception	58
Multimodal Video Sentiment Analysis Using Deep Learning Approaches, a Survey	57
High quality 3D reconstruction based on fusion of polarization imaging and binocular stereo vision	57
GAN review: Models and medical image fusion applications	55
CFCNN: A novel convolutional fusion framework for collaborative fault identification of rotating machinery	54
The introduction of population migration to SEIAR for COVID-19 epidemic modeling with an efficient intervention strategy	54
Minimum cost consensus model for CRP-driven preference optimization analysis in large-scale group decision making using Louvain algorithm	53
A multiple k-means clustering ensemble algorithm to find nonlinearly separable clusters	53
Conversational transfer learning for emotion recognition	53
Multi-attentive hierarchical dense fusion net for fusion classification of hyperspectral and LiDAR data	52
CLEVR-XAI: A benchmark dataset for the ground truth evaluation of neural network explanations	52
Laplacian pyramid networks: A new approach for multispectral pansharpening	52
Contextual deep learning-based audio-visual switching for speech enhancement in real-world environments	52
A Quantum-Like multimodal network framework for modeling interaction dynamics in multiparty conversational sentiment analysis	51
A regret-theory-based three-way decision method with a priori probability tolerance dominance relation in fuzzy incomplete information systems	51
Recent advancements in finger vein recognition technology: Methodology, challenges and opportunities	51
Sentiment Analysis based Multi-Person Multi-criteria Decision Making methodology using natural language processing and deep learning for smarter decision aid. Case study of restaurant choice using Tri	51
Multi-attribute group decision making with opinion dynamics based on social trust network	50
Moving horizon estimation meets multi-sensor information fusion: Development, opportunities and challenges	50
A data-level fusion model for unsupervised attribute selection in multi-source homogeneous data	49
Data fusion strategies for energy efficiency in buildings: Overview, challenges and novel orientations	49
Remote sensing image classification using subspace sensor fusion	49
Multimodal sentiment analysis based on fusion methods: A survey	49
Visual tracking in complex scenes: A location fusion mechanism based on the combination of multiple visual cognition flows	48
A joint introduction to Gaussian Processes and Relevance Vector Machines with connections to Kalman filtering and other kernel smoothers	48
Mass customized/personalized manufacturing in Industry 4.0 and blockchain: Research challenges, main problems, and the design of an information architecture	48
A spatial-channel progressive fusion ResNet for remote sensing classification	47
A Dual–Branch Attention fusion deep network for multiresolution remote–Sensing image classification	47
Finding and removing Clever Hans: Using explanation methods to debug and improve deep models	46
What makes the difference? An empirical comparison of fusion strategies for multimodal language analysis	46
MST-GAT: A multimodal spatial–temporal graph attention network for time series anomaly detection	46
Managing noncooperative behaviors in large-scale group decision-making with linguistic preference orderings: The application in Internet Venture Capital	46
Emotion recognition based on convolutional neural networks and heterogeneous bio-signal data sources	46
Relaxed multi-view clustering in latent embedding space	46
Multilevel projections with adaptive neighbor graph for unsupervised multi-view feature selection	45
An interval 2-Tuple linguistic Fine-Kinney model for risk analysis based on extended ORESTE method with cumulative prospect theory	45
End-to-end multimodal affect recognition in real-world environments	45
Information fusion for edge intelligence: A survey	44
An adaptive group decision making framework: Individual and local world opinion based opinion dynamics	44
Self-supervised feature adaption for infrared and visible image fusion	44
Supervised contrastive learning over prototype-label embeddings for network intrusion detection	44
Managing transitivity and consistency of preferences in AHP group decision making based on minimum modifications	44
Revisiting crowd behaviour analysis through deep learning: Taxonomy, anomaly detection, crowd emotions, datasets, opportunities and prospects	44

Deep learning for anomaly detection in multivariate time series: Approaches, applications, and challenges	43
Multi-level feature fusion for multimodal human activity recognition in Internet of Healthcare Things	43
EXplainable Neural-Symbolic Learning (X-NeSyL) methodology to fuse deep learning representations with expert knowledge graphs: The MonuMAI cultural heritage use case	43
Managing manipulative and non-cooperative behaviors in large scale group decision making based on a WeChat-like interaction network	43
A novel quantum model of mass function for uncertain information fusion	42
A bidirectional feedback mechanism for balancing group consensus and individual harmony in group decision making	42
Artificial intelligence for cybersecurity: Literature review and future research directions	42
Random forest explainability using counterfactual sets	42
Learnable graph convolutional network and feature fusion for multi-view learning	42
MetaPro: A computational metaphor processing model for text pre-processing	41
Radar networks: A review of features and challenges	41
Enhancing the security of blockchain-based software defined networking through trust-based traffic fusion and filtration	41
Multimodal feature-wise co-attention method for visual question answering	41
Two-stage stochastic minimum cost consensus models with asymmetric adjustment costs	41
A Choquet integral-based hesitant fuzzy gained and lost dominance score method for multi-criteria group decision making considering the risk preferences of experts: Case study of higher business educa	41
UncertaintyFuseNet: Robust uncertainty-aware hierarchical feature fusion model with Ensemble Monte Carlo Dropout for COVID-19 detection	41
Democratic consensus reaching process for multi-person multi-criteria large scale decision making considering participants’ individual attributes and concerns	41
Multi-feature, multi-modal, and multi-source social event detection: A comprehensive survey	41
Connecting the dots in trustworthy Artificial Intelligence: From AI principles, ethics, and key requirements to responsible AI systems and regulation	41
Distributed optimal linear fusion estimators	40
Multimodal research in vision and language: A review of current and emerging trends	40
Hyperspectral image visualization with edge-preserving filtering and principal component analysis	40
Influence identification of opinion leaders in social networks: an agent-based simulation on competing advertisements	40
Multi-source aggregated classification for stock price movement prediction	40
Current advances and future perspectives of image fusion: A comprehensive review	40
Reciprocal Recommender Systems: Analysis of state-of-art literature, challenges and opportunities towards social recommendation	39
Multi-exposure image fusion via deep perceptual enhancement	39
Multi-modal gait: A wearable, algorithm and data fusion approach for clinical and free-living assessment	39
Seeking commonness and inconsistencies: A jointly smoothed approach to multi-view subspace clustering	39
Image super-resolution: A comprehensive review, recent trends, challenges and applications	39
HoLoCo: Holistic and local contrastive learning network for multi-exposure image fusion	39
On learning effective ensembles of deep neural networks for intrusion detection	38
Deep feature fusion through adaptive discriminative metric learning for scene recognition	38
A dynamic hybrid trust network-based dual-path feedback consensus model for multi-attribute group decision-making in intuitionistic fuzzy environment	38
Extended Kalman filtering subject to random transmission delays: Dealing with packet disorders	38
Bridging deep and multiple kernel learning: A review	38
Ontology Integration: Approaches and Challenging Issues	37
Attribute filter based infrared and visible image fusion	37
Early detection of cardiovascular autonomic neuropathy: A multi-class classification model based on feature selection and deep learning feature fusion	37
A bargaining game based feedback mechanism to support consensus in dynamic social network group decision making	37
Efficient closed high-utility pattern fusion model in large-scale databases	37
Medical image segmentation using deep semantic-based methods: A review of techniques, applications and emerging trends	37
FusionFedBlock: Fusion of blockchain and federated learning to preserve privacy in industry 5.0	37
Mobile edge-enabled trust evaluation for the Internet of Things	37
General multi-view semi-supervised least squares support vector machines with multi-manifold regularization	36
Multi-view spectral clustering via constrained nonnegative embedding	36
Managing classification-based consensus in social network group decision making: An optimization-based approach with minimum information loss	36
A novel approach to stance detection in social media tweets by fusing ranked lists and sentiments	36
Clustering ensemble via structured hypergraph learning	36
A large-scale group consensus reaching approach considering self-confidence with two-tuple linguistic trust/distrust relationship and its application in life cycle sustainability assessment	36
Deep learning for brain age estimation: A systematic review	36
On consensus reaching process based on social network analysis in uncertain linguistic group decision making: Exploring limited trust propagation and preference modification attitudes	35
Fusing wearable and remote sensing data streams by fast incremental learning with swarm decision table for human activity recognition	35
Shape-Former: Bridging CNN and Transformer via ShapeConv for multimodal image matching	35
Aspect-level sentiment analysis: A survey of graph convolutional network methods	35
Application of data fusion for automated detection of children with developmental and mental disorders: A systematic review of the last decade	35
A review of deep learning techniques for speech processing	34
Artificial intelligence and healthcare: Forecasting of medical bookings through multi-source time-series fusion	34
Multi-sensor integrated navigation/positioning systems using data fusion: From analytics-based to learning-based approaches	34
Multi-level information fusion for learning a blood pressure predictive model using sensor data	33
Fairness concern: An equilibrium mechanism for consensus-reaching game in group decision-making	33
A distributed particle-PHD filter using arithmetic-average fusion of Gaussian mixture parameters	33
LPPTE: A lightweight privacy-preserving trust evaluation scheme for facilitating distributed data fusion in cooperative vehicular safety applications	33
A theoretical and practical survey of image fusion methods for multispectral pansharpening	33
Linear uncertain extensions of the minimum cost consensus model based on uncertain distance and consensus utility	33
Phonetic-enriched text representation for Chinese sentiment analysis with reinforcement learning	33
Pay attention to doctor–patient dialogues: Multi-modal knowledge graph attention image-text embedding for COVID-19 diagnosis	33
A dynamic ensemble outlier detection model based on an adaptive k-nearest neighbor rule	32
Data fusion for ITS: A systematic literature review	32
Hyperspectral band selection via region-aware latent features fusion based clustering	32
Multi-granular linguistic distribution evidential reasoning method for renewable energy project risk assessment	32
Sensor fusion algorithms for orientation tracking via magnetic and inertial measurement units: An experimental comparison survey	32
AT-GAN: A generative adversarial network with attention and transition for infrared and visible image fusion	31
Non-IID data and Continual Learning processes in Federated Learning: A long road ahead	31
Multi-modal bioelectrical signal fusion analysis based on different acquisition devices and scene settings: Overview, challenges, and novel orientation	31
A review of state-of-the-art in Face Presentation Attack Detection: From early development to advanced deep learning and multi-modal fusion methods	31
A review of Hidden Markov models and Recurrent Neural Networks for event detection and localization in biomedical signals	31
Multi-label, multi-task CNN approach for context-based emotion recognition	31
A public and large-scale expert information fusion method and its application: Mining public opinion via sentiment analysis and measuring public dynamic reliability	31
A three-way consensus model with regret theory under the framework of probabilistic linguistic term sets	30
PoNet: A universal physical optimization-based spectral super-resolution network for arbitrary multispectral images	30
Feature distillation network for aspect-based sentiment analysis	30
Epilepsy detection in 121 patient populations using hypercube pattern from EEG signals	30
Deep unsupervised learning based on color un-referenced loss functions for multi-exposure image fusion	30
SeDID: An SGX-enabled decentralized intrusion detection framework for network trust evaluation	30
DMRFNet: Deep Multimodal Reasoning and Fusion for Visual Question Answering and explanation generation	30
Optimal group selection model for large-scale group decision making	29
Sugeno integral generalization applied to improve adaptive image binarization	29
Comprehensive Multi-view Representation Learning	29
Fusion of engineering insights and emerging trends: Intelligent urban traffic management system	29
MUFusion: A general unsupervised image fusion network based on memory unit	29
A multimodal-Siamese Neural Network (mSNN) for person verification using signatures and EEG	29
UAV swarm based radar signal sorting via multi-source data fusion: A deep transfer learning framework	28
Robust minimum cost consensus models with various individual preference scenarios under unit adjustment cost uncertainty	28
An overview of air quality analysis by big data techniques: Monitoring, forecasting, and traceability	28