Unsupervised Attributed Multiplex Network Embedding
Comments AAAI 2020
作者
Jiawei Han
Data Mining
cube2net: Efficient Query-Specific Network Construction with Data Cube Organization
Comments Full paper of the extended abstract published in ICDMW 2019
Guiding Corpus-based Set Expansion by Auxiliary Sets Generation and Co-Expansion
Comments WWW 2020
Discriminative Topic Mining via Category-Name Guided Text Embedding
Comments WWW 2020. (Code: https://github.com/yumeng5/CatE)
TaxoExpan: Self-supervised Taxonomy Expansion with Position-Enhanced Graph Neural Network
Comments WWW 2020
Mining News Events from Comparable News Corpora: A Multi-Attribute Proximity Network Modeling Approach
Parsimonious Morpheme Segmentation with an Application to Enriching Word Embeddings
Relation Learning on Social Networks with Multi-Modal Graph Edge Variational Autoencoders
Comments To appear in WSDM 2020
Spherical Text Embedding
Comments NeurIPS 2019. (Code: https://github.com/yumeng5/Spherical-Text-Embedding)
mvn2vec: Preservation and Collaboration in Multi-View Network Embedding
HiExpan: Task-Guided Taxonomy Construction by Hierarchical Tree Expansion
Comments KDD 2018 accepted
SetExpan: Corpus-Based Set Expansion via Context Feature Selection and Rank Ensemble
Comments ECMLPKDD 2017 accepted
Place Deduplication with Embeddings
Comments Published at WWW 2019
CubeNet: Multi-Facet Hierarchical Heterogeneous Network Construction, Analysis, and Mining
Comments Published at KDD 2019 as a demo paper
Similarity Modeling on Heterogeneous Networks via Automatic Path Discovery
Comments Published at ECML-PKDD 2018
I Know You'll Be Back: Interpretable New User Clustering and Churn Prediction on a Mobile Social Application
Comments Published at KDD 2018
Neural Embedding Propagation on Heterogeneous Networks
Comments 11 pages, published at ICDM 2019
Meta-Graph Based HIN Spectral Embedding: Methods, Analyses, and Insights
Comments 10 pages, published at ICDM 2018
Query-Specific Knowledge Summarization with Entity Evolutionary Networks
Comments published in CIKM 2019
User-Guided Clustering in Heterogeneous Information Networks via Motif-Based Comprehensive Transcription
Comments 24 pages including additional supplementary materials. In Proceedings of the 2019 European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Würzburg, Germany, 2019
Discovering Hypernymy in Text-Rich Heterogeneous Information Network by Exploiting Context Granularity
Comments CIKM 2019
CrossWeigh: Training Named Entity Tagger from Imperfect Annotations
Task-Guided Pair Embedding in Heterogeneous Network
Comments CIKM 2019 Camera Ready
Raw-to-End Name Entity Recognition in Social Media
STFNets: Learning Sensing Signals from the Time-Frequency Perspective with Short-Time Fourier Neural Networks
PReP: Path-Based Relevance from a Probabilistic Perspective in Heterogeneous Information Networks
Comments 10 pages. In Proceedings of the 23nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Halifax, Nova Scotia, Canada, ACM, 2017
Weakly-Supervised Hierarchical Text Classification
Comments AAAI 2019
TaxoGen: Unsupervised Topic Taxonomy Construction by Adaptive Term Embedding and Clustering
Integrating Local Context and Global Cohesiveness for Open Information Extraction
Comments 8 pages + 1 page reference. Accepted to WSDM 2019
Mining Entity Synonyms with Efficient Neural Set Generation
Comments AAAI 2019 camera-ready version
