Classical Data Mining, . Mining Frequent Patterns from Hypergraph Databases
Discriminating Frequent Pattern based Supervised Graph Embedding for Classification
Mining Sequential Patterns in Uncertain Databases Using Hierarchical Index Structure
Similarity Forest Revisited: a Swiss Army Knife for Machine Learning
Discriminative Representation Learning for Cross-domain Sentiment Classification
SAGCN: Towards Structure-Aware Deep Graph Convolutional Networks on Node Classification
Hierarchical Learning of Dependent Concepts for Human Activity Recognition
Improving Short Text Classification Using Context-Sensitive Representations and Content-Aware Extended Topic Knowledge
A Novel Method for Offline Handwritten Chinese Character Recognition under the Guidance of Print
Upgraded Attention-based Local FeatureLearning Block for speech emotion recognition
Memorization in Deep Neural Networks: Does the Loss Function matter
Gaussian Soft Decision Trees for Interpretable Feature-Based Classification
Efficient Nodes Representation Learning with Residual Feature Propagation
Progressive AutoSpeech: An efficient and general framework for automatic speech classification
CrowdTeacher: Robust Co-teaching with Noisy Answers & Sample-specific Perturbations for Tabular Data
Effective and Adaptive Multi-metric Refined Similarity Graph Fusion for Multi-view Clustering
aHCQ: Adaptive Hierarchical Clustering based Quantization Framework for Deep Neural Networks
Maintaining Consistency with Constraints: a Constrained Deep Clustering method
Data Mining Theory and Principles
Towards multi-label Feature selection by Instance and Label Selections
FARF: A Fair and Adaptive Random Forests Classifier
Sparse Spectrum Gaussian Process for Bayesian Optimization
Densely Connected Graph Attention Network based on Iterative Path Reasoning for Document-level Relation Extraction
Causal Inference Using Global Forecasting Models for Counterfactual Prediction. -CED-BGFN: Chinese Event Detection via Bidirectional Glyph-aware Dynamic Fusion Network
Learning Finite Automata with Shuffle
Active Learning based Similarity Filtering for Efficient and Effective Record Linkage
Stratified Sampling for Extreme Multi-Label Data
Vertical Federated Learning for Higher-order Factorization Machines
dK-Projection: Publishing Graph Joint degree distribution with Node Differential Privacy
Recommender Systems
Improving Sequential Recommendation with Attribute-augmented Graph Neural Networks
Exploring Implicit Relationships in Social Network for Recommendation Systems
Transferable Contextual Bandits with Prior Observations
Modeling Hierarchical Intents and Selective Current Interest for Session-based Recommendation
A Finetuned language model for Recommending cQA-QAs for enriching Textbooks
XCrossNet: Feature Structure-Oriented Learning for Click-Through Rate Prediction
Learning Multiclass Classifier Under Noisy Bandit Feedback
Diversify or Not: Dynamic Diversification for Personalized Recommendation
Multi-criteria and Review-based Overall Rating Prediction
W2FM: The Doubly-Warped Factorization Machine
Causal Combinatorial Factorization Machines for Set-wise Recommendation
Transformer-based Multi-task Learning for Queuing Time Aware Next POI Recommendation
Joint Modeling Dynamic Preferences of Users and Items Using Reviews for Sequential Recommendation
Box4Rec: Box Embedding for Sequential Recommendation
UKIRF: An Item Rejection Framework for Improving Negative Items Sampling in One-Class Collaborative Filtering
IACN: Influence-aware and Attention-based Co-evolutionary Network for Recommendation
Nonlinear Matrix Factorization via Neighbor Embedding
Deconfounding representation learning based on user interactions in Recommendation Systems
Personalized Regularization Learning for Fairer Matrix Factorization
Instance Selection for Online Updating in Dynamic Recommender Environments
Text Analytics
Fusing Essential Knowledge for Text-Based Open-Domain Question Answering.
TSSE-DMM: Topic Modeling for Short Texts based on Topic Subdivision and Semantic Enhancement
SILVER: Generating Persuasive Chinese Product Pitch
Capturing SQL Query Overlapping via SubtreeCopy for Cross-domain Context-dependent SQLGeneration
HScodeNet: Combining Hierarchical Sequential and Global Spatial Information of Text for Commodity HS Code Classification
PLVCG: A Pretraining Based Model for Live Video Comment Generation
Inducing Rich Interaction Structures between Words for Document-level Event Argument Extraction
Exploiting Relevant Hyperlinks in Knowledge Base for Entity Linking
TANTP: Conversational Emotion Recognition Using Tree-Based Attention Networks with Transformer Pre-training
Semantic-syntax Cascade Injection Model for Aspect Sentiment Triple Extraction
Modeling Inter-Aspect Relationship with Conjunction for Aspect-based Sentiment Analysis.