OOIR: Observatory of International Research

Papers

(The H4-Index of IEEE Transactions on Knowledge and Data Engineering is 61. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2020-03-01 to 2024-03-01.)

Article	Citations
A Survey on Multi-Task Learning	559
Deep Learning on Graphs: A Survey	528
A Survey on Deep Learning for Named Entity Recognition	497
Self-supervised Learning: Generative or Contrastive	416
GMC: Graph-Based Multi-View Clustering	398
A Survey on Data Collection for Machine Learning: A Big Data - AI Integration Perspective	369
Reliable Accuracy Estimates from k-Fold Cross Validation	355
A Survey on Knowledge Graph-Based Recommender Systems	275
Ultra-Scalable Spectral Clustering and Ensemble Clustering	243
Deep Learning for Spatio-Temporal Data Mining: A Survey	226
A Review on Generative Adversarial Networks: Algorithms, Theory, and Applications	209
A Survey on Federated Learning Systems: Vision, Hype and Reality for Data Privacy and Protection	208
A Comprehensive Survey on Graph Anomaly Detection With Deep Learning	192
Flow Prediction in Spatio-Temporal Networks Based on Multitask Deep Learning	185
EKT: Exercise-Aware Knowledge Tracing for Student Performance Prediction	182
A Survey of Utility-Oriented Pattern Mining	178
Deep Air Quality Forecasting Using Hybrid Deep Learning Framework	177
Informed Machine Learning - A Taxonomy and Survey of Integrating Prior Knowledge into Learning Systems	173
Learning Dynamics and Heterogeneity of Spatial-Temporal Graph Data for Traffic Forecasting	149
Generalizing to Unseen Domains: A Survey on Domain Generalization	145
Extended Isolation Forest	144
Approximate Nearest Neighbor Search on High Dimensional Data — Experiments, Analyses, and Improvement	142
Utilizing Neural Networks and Linguistic Metadata for Early Detection of Depression Indications in Text Sequences	127
Position-Transitional Particle Swarm Optimization-Incorporated Latent Factor Analysis	125
Exploiting Subspace Relation in Semantic Labels for Cross-Modal Hashing	125

A Survey of Community Detection Approaches: From Statistical Modeling to Deep Learning	117
Short Text Topic Modeling Techniques, Applications, and Performance: A Survey	115
CRISP-DM Twenty Years Later: From Data Mining Processes to Data Science Trajectories	115
Where to Go Next: A Spatio-Temporal Gated Network for Next POI Recommendation	111
Feature Selection for Neural Networks Using Group Lasso Regularization	110
A Survey on Deep Semi-Supervised Learning	109
Graph K-means Based on Leader Identification, Dynamic Game, and Opinion Dynamics	108
SentiDiff: Combining Textual Information and Sentiment Diffusion Patterns for Twitter Sentiment Analysis	97
Modeling Relation Paths for Knowledge Graph Completion	96
On Combining Biclustering Mining and AdaBoost for Breast Tumor Classification	96
A General Survey on Attention Mechanisms in Deep Learning	93
Adversarial Training Towards Robust Multimedia Recommender System	91
A Correlation Graph based Approach for Personalized and Compatible Web APIs Recommendation in Mobile APP Development	90
DiffNet++: A Neural Influence and Interest Diffusion Network for Social Recommendation	89
Cross-View Locality Preserved Diversity and Consensus Learning for Multi-View Unsupervised Feature Selection	89
Generalized Divergence-based Decision Making Method with an Application to Pattern Classification	86
A Hybrid E-Learning Recommendation Approach Based on Learners’ Influence Propagation	86
Hierarchical Taxonomy-Aware and Attentional Graph Capsule RCNNs for Large-Scale Multi-Label Text Classification	85
Interpretable and Efficient Heterogeneous Graph Convolutional Network	83
Combining Graph Neural Networks with Expert Knowledge for Smart Contract Vulnerability Detection	80
A Survey on Canonical Correlation Analysis	80
GBNRS: A Novel Rough Set Algorithm for Fast Adaptive Attribute Reduction in Classification	79
Few-Shot Named Entity Recognition via Meta-Learning	78
A Survey on Accuracy-oriented Neural Recommendation: From Collaborative Filtering to Information-rich Recommendation	78
Semi-Supervised Deep Learning Approach for Transportation Mode Identification Using GPS Trajectory Data	75
Label Enhancement for Label Distribution Learning	73
Heterogeneous Network Representation Learning: A Unified Framework With Survey and Benchmark	73
Graph Self-Supervised Learning: A Survey	73
Personalized Long- and Short-term Preference Learning for Next POI Recommendation	71
Addressing the Item Cold-Start Problem by Attribute-Driven Active Learning	70
Predicting Citywide Crowd Flows in Irregular Regions Using Multi-View Graph Convolutional Networks	70
A Multimodal Event-Driven LSTM Model for Stock Prediction Using Online News	69
Multi-Scale Dynamic Convolutional Network for Knowledge Graph Embedding	65
Joint Label Prediction Based Semi-Supervised Adaptive Concept Factorization for Robust Data Representation	65
A Graph Neural Network Framework for Social Recommendations	63
Graph Adversarial Training: Dynamically Regularizing Based on Graph Structure	61
Enhancing Social Recommendation With Adversarial Graph Convolutional Networks	61