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20th AusDM 2022: Western Sydney, Australia
- Laurence A. F. Park
, Heitor Murilo Gomes
, Maryam Gholami Doborjeh
, Yee Ling Boo
, Yun Sing Koh
, Yanchang Zhao
, Graham Williams
, Simeon Simoff
:
Data Mining - 20th Australasian Conference, AusDM 2022, Western Sydney, Australia, December 12-15, 2022, Proceedings. Communications in Computer and Information Science 1741, Springer 2022, ISBN 978-981-19-8745-8
Research Track
- Stuart Fitzpatrick, Laurence A. F. Park, Oliver Obst:
Measuring Content Preservation in Textual Style Transfer. 3-14 - Amit Kumar
, Nazanin Esmaili
, Massimo Piccardi
:
A Temperature-Modified Dynamic Embedded Topic Model. 15-27 - Bowen Chen, Yun Sing Koh, Ben Halstead:
Measuring Difficulty of Learning Using Ensemble Methods. 28-42 - Qiang Sun
, Wei Liu
, Du Huynh
, Mark Reynolds
:
Graph Embeddings for Non-IID Data Feature Representation Learning. 43-57 - Zhonglin Qu
, Yezihalem Tegegne, Simeon J. Simoff, Paul J. Kennedy
, Daniel R. Catchpoole, Quang Vinh Nguyen
:
Enhancing Understandability of Omics Data with SHAP, Embedding Projections and Interactive Visualisations. 58-72 - Naureen Naqvi, Sabih ur Rehman
, Md Zahidul Islam
:
WinDrift: Early Detection of Concept Drift Using Corresponding and Hierarchical Time Windows. 73-89 - Krithik Ramesh, Yun Sing Koh:
Investigation of Explainability Techniques for Multimodal Transformers. 90-98 - Han Tai, Raymond K. Wong, Bing Li:
Effective Imbalance Learning Utilizing Informative Data. 99-114 - Vladimir Estivill-Castro
, Eugene Gilmore, René Hexel
:
Interpretable Decisions Trees via Human-in-the-Loop-Learning. 115-130
Application Track
- Sharon Torao-Pingi
, Md. Abul Bashar
, Richi Nayak
:
A Comparative Look at the Resilience of Discriminative and Generative Classifiers to Missing Data in Longitudinal Datasets. 133-147 - Eric Austin
, Amine Trabelsi
, Christine Largeron
, Osmar R. Zaïane
:
Hierarchical Topic Model Inference by Community Discovery on Word Co-occurrence Networks. 148-162 - Yashodhya V. Wijesinghe, Yue Xu
, Yuefeng Li, Qing Zhang:
UMLS-Based Question-Answering Approach for Automatic Initial Frailty Assessment. 163-175 - Ziyu Zhao, Michael Stewart
, Wei Liu
, Tim French
, Melinda Hodkiewicz
:
Natural Language Query for Technical Knowledge Graph Navigation. 176-191 - Rob Muspratt
, Musa Mammadov
:
Decomposition of Service Level Encoding for Anomaly Detection. 192-204 - Adam Gabriel Dobrakowski, Andrzej Pacuk, Piotr Sankowski, Marcin Mucha, Pawel Brach:
Improving Ads-Profitability Using Traffic-Fingerprints. 205-216 - Xiao Li, Huizhi Liang, Chris Ryder, Rodney Jones, Zehao Liu
:
Attractiveness Analysis for Health Claims on Food Packages. 217-232 - Cody James Christopher, Kristen Moore
, David Liebowitz:
SchemaDB: A Dataset for Structures in Relational Data. 233-243
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