Knowledge and Information Systems

Article	Citations
MG2Vec+: A multi-headed graph attention network for multigraph embedding	306
An online ensemble classification algorithm for multi-class imbalanced data stream	262
An efficient rumor detection model based on deep learning and flower pollination algorithm	256
Understanding stance classification of BERT models: an attention-based framework	126
NeuCrowd: neural sampling network for representation learning with crowdsourced labels	102
Truth validation with evidence	93
Similarity enhancement of heterogeneous networks by weighted incorporation of information	90
A robust adaptive linear regression method for severe noise	86
Adapter-based fine-tuning of pre-trained multilingual language models for code-mixed and code-switched text classification	79
AdaCC: cumulative cost-sensitive boosting for imbalanced classification	76
A novel image denoising algorithm combining attention mechanism and residual UNet network	75
A synthetic over-sampling method with minority and majority classes for imbalance problems	66
Fast data-free model compression via dictionary-pair reconstruction	55
Exploring interest community-based and interesage-powered recommendation scenarios	51
Partially ordered stochastic conformance checking	50
Meta-heuristic endured deep learning model for big data classification: image analytics	46
Feature-blind fairness in collaborative filtering recommender systems	45
Graph theory-based mathematical modeling and analysis to predict a football dream team	42
An efficient joint framework for interacting knowledge graph and item recommendation	41
DQN-PACG: load regulation method based on DQN and multivariate prediction model	40
Read to grow: exploring metadata of books to make intriguing book recommendations for teenage readers	39
RDPNet: a multi-stage summary generation network for long chat dialogues	39
Prompting visual dialog with implicit logical knowledge	38
Improving density peak clustering on multi-dimensional time series: rediscover and subdivide	36
KNetwork: advancing cross-lingual sentiment analysis for enhanced decision-making in linguistically diverse environments	35

REDAffectiveLM: leveraging affect enriched embedding and transformer-based neural language model for readers’ emotion detection	33
CHEKG: a collaborative and hybrid methodology for engineering modular and fair domain-specific knowledge graphs	33
Group decision-making with interval multiplicative preference relations	29
Cross-modal associated learning with spatial–temporal attention for hot topic detection	29
Neural networks for model-free and scale-free automated planning	28
An evidence-based approach for open-domain question answering	28
Entity integrity management under data volume, variety and veracity	28
GMMDA: Gaussian mixture modeling of graph in latent space for graph data augmentation	27
An efficient deep learning framework for occlusion face prediction system	26
Correction: Local soft rough approximations and their applications to conflict analysis problems	26
Mining dynamic preferences from geographical and interactive correlations for next POI recommendation	25
Interactive reinforced feature selection with traverse strategy	25
A hierarchical attention neural network with multi-view fusion for online course recommendation	25
Feature refinement for cross-domain aspect-based sentiment analysis: a contrastive learning and domain alignment perspective	24
Efficient apache spark-based approach for a probabilistic entity resolution	24
Maximal $$\Delta $$-biclique enumeration in temporal bipartite graphs	24
A transformer-based deep reinforcement learning for the Dial-a-Ride problem	24
Task-oriented and attractor regularized multi-task learning for environmental spatial–temporal time series prediction	23
A template-based approach for question answering over knowledge bases	23
Unveiling intrusions: explainable SVM approaches for addressing encrypted Wi-Fi traffic in UAV networks	23
JMFEEL-Net: a joint multi-scale feature enhancement and lightweight transformer network for crowd counting	23
Data augmentation with automated machine learning: approaches and performance comparison with classical data augmentation methods	23
Data management in digital twins: a systematic literature review	22
Artificial intelligence and machine learning in cybersecurity: a deep dive into state-of-the-art techniques and future paradigms	22
Navigating beyond backpropagation: on alternative training methods for deep neural networks	22
Unifying Faceted Search and Analytics over RDF Knowledge Graphs	21
Scholarly recommendation systems: a literature survey	21
Perceptive dual-graph semantic integration network for aspect sentiment triplet extraction	20
DyLPA: a dynamic label propagation algorithm for detecting evolving communities	19
A generic framework for mining sequences with various interestingness measures in dynamic attributed graphs	19
Multiple feature-anisotropic regularization for out-of-domain intent detection	19
A systematic review on federated learning system: a new paradigm to machine learning	19
Improving out-of-distribution detection by enforcing confidence margin	19
FZeroTC: fully zero-shot text classification for simultaneously discovering and labeling unseen classes	19
CTVAE: Contrastive Tabular Variational Autoencoder for imbalance data	18
Label-consistent kernel transform learning-based sparse hashing for cross-modal retrieval	18
Fast spatial autocorrelation	18
Enhancing multimedia document modeling through extended orbit-based rhetorical structure: an approach to media weighting for importance determination	17
Clusterability test for categorical data	17
A proposed real-time decision support platform for Moroccan fixed mining production systems	17
Protecting the privacy of social network data using graph correction	17
Manifold clustering optimized by adaptive aggregation strategy	17
Spectral clustering with scale fairness constraints	17
Semantic similarity-aware feature selection and redundancy removal for text classification using joint mutual information	17
Hyperparameter elegance: fine-tuning text analysis with enhanced genetic algorithm hyperparameter landscape	16
Ensuring the privacy of data in modern healthcare systems using adaptive encryption technique and disease prediction via attention-based residual DenseNet with GRU	16
Drug-CoV: a drug-origin knowledge graph discovering drug repurposing targeting COVID-19	16
A study into patient similarity through representation learning from medical records	16
Physics-guided machine learning from simulated data with different physical parameters	15
SEHP: stacking-based ensemble learning on novel features for review helpfulness prediction	15

Improved optimization parameters prediction using the modified mega trend diffusion function for a small dataset problem	15
Recommender Systems in Cybersecurity	15
Conversational question answering: a survey	15
Deep learning-empowered intrusion detection framework for the Internet of Medical Things environment	15
Twain-GCN: twain-syntax graph convolutional networks for aspect-based sentiment analysis	15
A healthy and reliable rating profile expansion approach to address data sparsity in food recommendation systems	14
A new way of search query like knowledge graph and its interpretability	14
Enhanced bipolar disorder assessment using novel similarity measures for possibility fuzzy bipolar soft information	14
Collab-RS: semantic recommendation of external collaborators for projects in software ecosystems	14
C22MP: the marriage of catch22 and the matrix profile creates a fast, efficient and interpretable anomaly detector	14
Multi-modal sarcasm detection using ensemble net model	14
A hybrid clustering approach for link prediction in heterogeneous information networks	13
Robust-GBDT: leveraging robust loss for noisy and imbalanced classification with GBDT	13
Temporal hypergraph motifs	13
Unlocking wisdom: enhancing biomedical question answering with domain knowledge	13
Tailoring and evaluating the Wikipedia for in-domain comparable corpora extraction	13
Text-based paper-level classification procedure for non-traditional sciences using a machine learning approach	13
Trends and challenges in sentiment summarization: a systematic review of aspect extraction techniques	12
CKRHE: a hierarchical embedding method for large-scale complex knowledge graphs	12
Efficient stable community search in temporal signed graphs	12
Generalized few-shot node classification: toward an uncertainty-based solution	12
Dynamic resource orchestration in edge computing environments using multi-agent reinforcement learning	12
Integrated deep learning and blockchain-based framework for cloud manufacturing with improved customer satisfaction	12
A hybrid ontology-based feature selection framework for enhancing predictive accuracy in regression models	12
Mining temporal attack patterns from cyberthreat intelligence reports	11
How do I update my model? On the resilience of Predictive Process Monitoring models to change	11
Postimpact similarity: a similarity measure for effective grouping of unlabelled text using spectral clustering	11
Efficient parameter learning for Bayesian Network classifiers following the Apache Spark Dataframes paradigm	11
Fusing graph structural information with pre-trained generative model for knowledge graph-to-text generation	10
Leveraging BERT for extractive text summarization on federal police documents	10
Sarcasm detection using optimized bi-directional long short-term memory	10
Improved score aggregation for authorship verification	10
Imbalance factor: a simple new scale for measuring inter-class imbalance extent in classification problems	10
Bold driver and static restart fused adaptive momentum for visual question answering	10
Who dominates generative AI? Analyzing user feedback to identify common use cases and areas for improvement in ChatGPT, Copilot and Gemini	10
Temporal word embedding with predictive capability	10
Ontology-based text convolution neural network (TextCNN) for prediction of construction accidents	10
Dual neighborhood thresholding patterns based on directional sampling	10
Caption matters: a new perspective for knowledge-based visual question answering	10
Enhanced autoencoder-based fraud detection: a novel approach with noise factor encoding and SMOTE	10
An overview of aggregation methods for social networks analysis	10
One-to-many two-sided matching decision of logistics O2O platform considering the intermediary benefit	10
STORM-GAN+: spatio-temporal meta-GAN for cross-city estimation of heterogeneous human mobility responses to COVID-19	10
Automated database design for document stores with multicriteria optimization	10
Theoretical backgrounds of Boolean reasoning-based binary n-clustering	10
Logical design of multi-model data warehouses	10
A survey on extraction of causal relations from natural language text	9
A new multiattribute decision making method based on interval-valued intuitionistic fuzzy values	9
Emerging AI threats in cybercrime: a review of zero-day attacks via machine, deep, and federated learning	9
Light spectral-based graph convolutional networks: optimizing ranking and longtail awareness for e-commerce recommendation systems	9
Identifying significant textual features in titles of Google play store applications and their influence on user review rating	9
Complex Attributed Network Embedding for medical complication prediction	9
Explaining deep multi-class time series classifiers	9
User preferences learning with temporal point process and attention model for next POI recommendation	9
XLR-KGDD: leveraging LLM and RAG for knowledge graph-based explainable disease diagnosis using multimodal clinical information	9
GSBC-SNet: a novel graph-aware bidirectional contrastive semantic network for multilabel text classification	9
BPF: a novel cluster boundary points detection method for static and streaming data	9
Automated contrastive optimization of class-based feature distribution for noncontinuous dataset	9
SimGCL: graph contrastive learning by finding homophily in heterophily	9
Forecasting financial market structure from network features using machine learning	9
AETC: an automated pest detection and classification model using optimal integration of Yolo + SSD and adaptive ensemble transfer CNN with IoT-assisted pest images	9
Exploring aspect-based sentiment analysis: an in-depth review of current methods and prospects for advancement	9
Enhancing cybersecurity using optimized anti-interference dynamic integral neural network-based intrusion detection system	9
The phantom steering effect in Q&A websites	9
Uncertainty-bounded reinforcement learning for revenue optimization in air cargo: a prescriptive learning approach	9
Information extraction pipelines for knowledge graphs	9
Graph attention-based collaborative filtering for user-specific recommender system using knowledge graph and deep neural networks	9
Biological big-data sources, problems of storage, computational issues, and applications: a comprehensive review	8
Enumerating all multi-constrained s-t paths on temporal graph	8
S-RAP: relevance-aware QoS prediction in web-services and user contexts	8
Owner name entity recognition in websites based on heterogeneous and dynamic graph transformer	8
Contrastive prototype source-free adaptation boosted by inherent data structure	8
CRAS: cross-domain recommendation via aspect-level sentiment extraction	8
GWNN-HF: beyond assortativity in graph wavelet neural network	8
Hybrid online–offline learning to rank using simulated annealing strategy based on dependent click model	8
Text augmentation method with adjustable manipulation intensity based on in-context learning	8
GANCDE: Neural networks based on graphs and attention neural control differential equations for human activity recognition	8
Efficient word segmentation for enhancing Chinese spelling check in pre-trained language model	8
Instruction-tuned generative AI for disability access: a comparative evaluation using cosine similarity	8
Implicit graph neural network for deep graph transformation	8

Analysis and price prediction of cryptocurrencies for historical and live data using ensemble-based neural networks	8
Elastic similarity and distance measures for multivariate time series	8
Gated information bottleneck for generalization in sequential environments	8
Tuning parameters of Apache Spark with Gauss–Pareto-based multi-objective optimization	8
Enhancing link prediction through node embedding and ensemble learning	8
E-learning app selection multi-criteria group decision-making problem using Einstein operator in linguistic trapezoidal neutrosophic environment	8
Distributional constraint discovery for intelligent auditing	8
Dimensionality selection for hyperbolic embeddings using decomposed normalized maximum likelihood code-length	8
Latent mutual feature extraction for cross-domain recommendation	8
Feature importance measure of a multilayer perceptron based on the presingle-connection layer	8
Dynamic token pruning for LLMs: leveraging task-specific attention and adaptive thresholds	8
Adaptive curvature exploration geometric graph neural network	8
A priority-based blockchain transaction packaging algorithm in a cloud-edge-end collaboration computing environment	8
Situational Data Integration in Question Answering systems: a survey over two decades	8
Latent side-information dynamic augmentation for incremental recommendation	8
BiMuF: a bi-directional recommender system with multi-semantic filter for online recruitment	8
Topic-dependent relation prediction in argument mining: ternary classification	8
Iterative sliding window aggregation for generating length-scale-specific fractal features	8
GDDRec: graph neural diffusion model for diversified recommendation	8
Comparative analysis of sentence similarity detection using machine and deep learning with vectorization techniques	7
A systematic literature review on sentiment analysis techniques, challenges, and future trends	7
Diversity-enhanced conversational recommendation via multi-agent reinforcement learning	7
Correction: Estimating time series averages from latent space of multi-tasking neural networks	7
Cooperative coati optimization algorithm with transfer functions for feature selection and knapsack problems	7
Minimum spanning tree clustering approach for effective feature partitioning in multi-view ensemble learning	7
Grier: graph repairing based on iterative embedding and rules	7
The significance of Kappa and F-score in clustering ensemble: a comprehensive analysis	7
Extended ELECTRE method for multi-criteria group decision-making with spherical cubic fuzzy sets	7
GoSum: extractive summarization of long documents by reinforcement learning and graph-organized discourse state	7
Feature selection using game Shapley improved grey wolf optimizer for optimizing cancer classification	7
Adaptive hierarchical knowledge distillation from GNNs to MLPs	7
Constraining acyclicity of differentiable Bayesian structure learning with topological ordering	7
Fairness in graph-based semi-supervised learning	7
Advanced ambient air quality prediction through weighted feature selection and improved reptile search ensemble learning	7
Logical assessment formula and its principles for evaluations with inaccurate ground-truth labels	7
Information extraction from electronic medical documents: state of the art and future research directions	7
Accurate data imputation in healthcare with optimized class thresholds using enhanced firefly algorithm	7
LightCapsGNN: light capsule graph neural network for graph classification	7
Online and Customizable Fairness-aware Learning	7
Scalable force-directed graph representation learning and visualization	7
Topic modeling and intuitionistic fuzzy set-based approach for efficient software bug triaging	7
Modeling and predicting students’ engagement behaviors using mixture Markov models	7
Class incremental named entity recognition without forgetting	7
Partial-order-based process mining: a survey and outlook	7
Cross-space topological contrastive learning for knowledge graph-aware issue recommendation	6
Estimating time series averages from latent space of multi-tasking neural networks	6
An efficient node embedding approach via adaptive graph recurrent autoencoder with attention procedures	6
TAMTE: topic-attentive multimodal transformer encoder for hashtag recommendation	6
Enhancing molecular property prediction by fusing graph and sequence encoder representations	6
Provably accurate and scalable linear classifiers in hyperbolic spaces	6
Revolutionising anomaly detection: a hybrid framework for anomaly detection integrating isolation forest, autoencoder, and Conv. LSTM	6
Hybrid deep learning and similarity measures for requirements-driven composition of semantic web services	6
FishRNFuseNET: development of heuristic-derived recurrent neural network with feature fusion strategy for fish species classification	6
A survey on review summarization and sentiment classification	6
Securing the collective intelligence: a comprehensive review of federated learning security attacks and defensive strategies	6
Taxonomy of deep learning-based intrusion detection system approaches in fog computing: a systematic review	6
Oversmoothing alleviation in graph neural networks: a survey and unified view	6
A newly developed multi-strategy optimization algorithm framework based on the adaptive switching approach coupled with grey wolf optimizer	6
Self-supervised role learning for graph neural networks	6
ARP spoofing detection using machine learning classifiers: an experimental study	6
Text classification using embeddings: a survey	6
A hidden challenge of link prediction: which pairs to check?	6
Multimodal aspect-based sentiment analysis based on a dual syntactic graph network and joint contrastive learning	6
Joint entropy minimization-based statistical dependency for deep multi-view clustering	6
Reasoning subevent relation over heterogeneous event graph	6
A novel approach for dynamic portfolio management integrating K-means clustering, mean-variance optimization, and reinforcement learning	6
Next process-activity prediction using Switch-Transformer: approach, visualization, and performance evaluation	6
A deep learning-based disease diagnosis with intrusion detection for a secured healthcare system	6
Combining self-supervision and privileged information for representation learning from tabular data	6
Enhancing the performance of deep learning models with fuzzy c-means clustering	6
GA-based QOS-aware workflow scheduling of deadline tasks in grid computing	6
Visionary: a framework for analysis and visualization of provenance data	6
Matching news articles and wikipedia tables for news augmentation	6
SecPPAccess: secured privacy protection access control on big data in cloud computing paradigm	6
Context mining and graph queries on giant biomedical knowledge graphs	6
Mining technology trends in scientific publications: a graph propagated neural topic modeling approach	6
Autonomous graph mining algorithm search with best performance trade-off	6
Vector knowledge transfer-driven representation learning for heterogeneous hypernetworks	6
Exploring the potential of deep regression model for next-location prediction	6
Domain feature transfer-based multi-domain fake news detection	6
Ultra-fast meta-parameter optimization for time series similarity measures with application to nearest neighbour classification	5
Distributed probabilistic top-k dominating queries over uncertain databases	5
Learning to rank under uncertainty: a robust neural approach	5
Fake review detection techniques, issues, and future research directions: a literature review	5
Efficient parallel algorithm for finding strongly connected components based on granulation strategy	5
A formal analysis of malfunctions based on an ontology of causation	5
Enhancing large language models: alleviating knowledge deficiency with external knowledge and semantically aware reasoning (SAR)	5
LINDAS: a learned approach to index algorithm selection	5
Falcon: lightweight and accurate convolution based on depthwise separable convolution	5
A new fuzzy time series forecasting model based on clustering technique and normal fuzzy function	5
MFS-SubSC: an efficient algorithm for mining frequent sequences with sub-sequence constraint	5
Noise-aware celestial clustering for hot topic detection from microblog datasets with not well-separated topics	5
A new privacy-preserving approach for publishing periodical reporting systems data	5
AI-driven road traffic management: a comprehensive review of outlier detection techniques and challenges	5
Merkle tree-blockchain-assisted privacy preservation of electronic medical records on offering medical data protection through hybrid heuristic algorithm	5