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Data Mining

20th Australasian Conference, AusDM 2022, Western Sydney, Australia, December 12–15, 2022, Proceedings

  • Conference proceedings
  • © 2022

Overview

Editors:
  1. Laurence A. F. Park

    1. Western Sydney University, Sydney, Australia

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  2. Heitor Murilo Gomes

    1. Victoria University of Wellington, Wellington, New Zealand

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  3. Maryam Doborjeh

    1. Auckland University of Technology, Auckland, New Zealand

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  4. Yee Ling Boo

    1. RMIT University, Melbourne, Australia

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  5. Yun Sing Koh

    1. University of Auckland, Auckland, New Zealand

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  6. Yanchang Zhao

    1. CSIRO Scientific Computing, Canberra, Australia

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  7. Graham Williams

    1. Australian National University, Canberra, Australia

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  8. Simeon Simoff

    1. Western Sydney University, Sydney, Australia

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Part of the book series: Communications in Computer and Information Science (CCIS, volume 1741)

Included in the following conference series:

Conference proceedings info: AusDM 2022.

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Table of contents (17 papers)

  1. Front Matter

    Pages i-xiii
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  2. Research Track

    1. Front Matter

      Pages 1-1
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    2. Measuring Content Preservation in Textual Style Transfer

      • Stuart Fitzpatrick, Laurence Park, Oliver Obst
      Pages 3-14

    3. A Temperature-Modified Dynamic Embedded Topic Model

      • Amit Kumar, Nazanin Esmaili, Massimo Piccardi
      Pages 15-27

    4. Measuring Difficulty of Learning Using Ensemble Methods

      • Bowen Chen, Yun Sing Koh, Ben Halstead
      Pages 28-42

    5. Graph Embeddings for Non-IID Data Feature Representation Learning

      • Qiang Sun, Wei Liu, Du Huynh, Mark Reynolds
      Pages 43-57

    6. Enhancing Understandability of Omics Data with SHAP, Embedding Projections and Interactive Visualisations

      • Zhonglin Qu, Yezihalem Tegegne, Simeon J. Simoff, Paul J. Kennedy, Daniel R. Catchpoole, Quang Vinh Nguyen
      Pages 58-72

    7. WinDrift: Early Detection of Concept Drift Using Corresponding and Hierarchical Time Windows

      • Naureen Naqvi, Sabih Ur Rehman, Md Zahidul Islam
      Pages 73-89

    8. Investigation of Explainability Techniques for Multimodal Transformers

      • Krithik Ramesh, Yun Sing Koh
      Pages 90-98

    9. Effective Imbalance Learning Utilizing Informative Data

      • Han Tai, Raymond Wong, Bing Li
      Pages 99-114

    10. Interpretable Decisions Trees via Human-in-the-Loop-Learning

      • Vladimir Estivill-Castro, Eugene Gilmore, René Hexel
      Pages 115-130

  3. Application Track

    1. Front Matter

      Pages 131-131
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    2. A Comparative Look at the Resilience of Discriminative and Generative Classifiers to Missing Data in Longitudinal Datasets

      • Sharon Torao Pingi, Md Abul Bashar, Richi Nayak
      Pages 133-147

    3. Hierarchical Topic Model Inference by Community Discovery on Word Co-occurrence Networks

      • Eric Austin, Amine Trabelsi, Christine Largeron, Osmar R. Zaïane
      Pages 148-162

    4. UMLS-Based Question-Answering Approach for Automatic Initial Frailty Assessment

      • Yashodhya V. Wijesinghe, Yue Xu, Yuefeng Li, Qing Zhang
      Pages 163-175

    5. Natural Language Query for Technical Knowledge Graph Navigation

      • Ziyu Zhao, Michael Stewart, Wei Liu, Tim French, Melinda Hodkiewicz
      Pages 176-191

    6. Decomposition of Service Level Encoding for Anomaly Detection

      • Rob Muspratt, Musa Mammadov
      Pages 192-204

    7. Improving Ads-Profitability Using Traffic-Fingerprints

      • Adam Gabriel Dobrakowski, Andrzej Pacuk, Piotr Sankowski, Marcin Mucha, Paweł Brach
      Pages 205-216

    8. Attractiveness Analysis for Health Claims on Food Packages

      • Xiao Li, Huizhi Liang, Chris Ryder, Rodney Jones, Zehao Liu
      Pages 217-232

    9. SchemaDB: A Dataset for Structures in Relational Data

      • Cody Christopher, Kristen Moore, David Liebowitz
      Pages 233-243
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  1. Data Mining

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About this book

This book constitutes the refereed proceedings of the 20th Australasian Conference on Data Mining, AusDM 2022, held in Western Sydney, Australia, during December 12–15, 2022. 

The 17 full papers included in this book were carefully reviewed and selected from 44 submissions. They were organized in topical sections as ​research track and application track.

Editors and Affiliations

  • Western Sydney University, Sydney, Australia

    Laurence A. F. Park, Simeon Simoff

  • Victoria University of Wellington, Wellington, New Zealand

    Heitor Murilo Gomes

  • Auckland University of Technology, Auckland, New Zealand

    Maryam Doborjeh

  • RMIT University, Melbourne, Australia

    Yee Ling Boo

  • University of Auckland, Auckland, New Zealand

    Yun Sing Koh

  • CSIRO Scientific Computing, Canberra, Australia

    Yanchang Zhao

  • Australian National University, Canberra, Australia

    Graham Williams

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