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4th SEPDA@ISWC 2019: Aukland, New Zealand
- Zhe He, Jiang Bian, Cui Tao, Rui Zhang:

Proceedings of the 4th International Workshop on Semantics-Powered Data Mining and Analytics co-located with the 18th International Semantic Web Conference (ISWC 2019), Aukland, New Zealand, October 27, 2019. CEUR Workshop Proceedings 2427, CEUR-WS.org 2019
Session 1: Knowledge Graph and Knowledge Base
- Gilles Vandewiele, Bram Steenwinckel, Femke Ongenae, Filip De Turck:

Inducing a Decision Tree with Discriminative Paths to Classify Entities in a Knowledge Graph. 1-6 - Hansi Zhang, Xing He, Tyler Harrison, Jiang Bian:

Aero: An Evidence-based Semantic Web Knowledge Base of Cancer Behavioral Risk Factors. 7-11 - Anderson Rossanez, Júlio Cesar dos Reis:

Generating Knowledge Graphs from Scientific Literature of Degenerative Diseases. 12-23
Session 2: Ontology-Based Tools and Analytics
- Muhammad Amith, Rebecca Lin, Licong Cui, Dennis Wang, Anna Zhu, Grace Xiong, Hua Xu, Kirk Roberts, Cui Tao:

An Ontology-Powered Dialogue Engine For Patient Communication of Vaccines. 24-30 - Guozheng Rao, Li Zhang, Xiaowang Zhang, Wenwen Li, Fang Li, Cui Tao:

A Multi-Source Linked Open Data Fusion Method for Gene Disorder Drug Relationship Querying. 31-35 - Alyssa Lees, Jacek Korycki, Chris Welty, Shubin Zhao:

Taxonomy Embeddings on PubMed Article Subject Headings. 36-47
Session 3: Machine Learning Applications
- Nur Hafieza Ismail, Ninghao Liu, Mengnan Du, Zhe He, Xia Hu:

Using Deep Neural Network to Identify Cancer Survivors Living with Post-Traumatic Stress Disorder on Social Media. 48-52 - Jiebin Chu, Wei Dong, Zhengxing Huang:

Treatment Effect Prediction with Generative Adversarial Networks Using Electronic Health Records. 53-57 - Guocai Chen, Xiaoqian Jiang, Wenjin Zheng:

Feature Compression for Predicting Effective Drug Combination. 58-62
Session 4: Ontology Development and Text Mining
- Hansi Zhang, Yi Guo, Jiang Bian:

Ontology for Documentation of Variable and Data Source Selection Process to Support Integrative Data Analysis in Cancer Outcomes Research. 63-67 - Keyuan Jiang, Tingyu Chen, Liyuan Huang, Gelareh Karbaschi, Gordon R. Bernard:

Semantic Similarity of Side Effect and Indication Relations of Drugs Inferred from Neural Embedding. 68-77

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