THE 20TH AUSTRALASIAN DATA MINING CONFERENCE 2022 (AUSDM’22)

Western Sydney, Australia, 12 - 15 December 2022

Papers by Session

Day 1


Session 1

11:15am – 12:30pm
Format: 15mins presentation + 5 mins QA

Chair: Yanchang Zhao

11:15am – 3541 (research): Bowen Chen, Yun Sing Koh and Ben Halstead. Measuring Difficulty of Learning using Ensemble Methods

11:35am – 9936 (research): Han Tai, Raymond Wong and Bing Li. Effective imbalance learning utilizing informative data

12:05pm – 449 (application) Sharon Torao Pingi, Md Abul Bashar and Richi Nayak. A comparative look at the resilience of discriminative and generative classifiers to missing data in longitudinal datasets

Session 2

1:30pm – 3:00pm
Format: 15mins presentation + 5 mins QA

Chair: Tony Nolan

1:30pm – 6345 (research) Zhonglin Qu, Yezihalem Tegegne, Simeon Simoff, Paul Keneedy, Daniel Catchpoole and Quang Vinh Nguyen. Enhancing Understandability of Omics Data with SHAP, Embedding Projections and Interactive Visualisations

1:50pm – 5073 (application): Adam Gabriel Dobrakowski, Andrzej Pacuk, Piotr Sankowski, Marcin Mucha and Paweł Brach. Improving Ads-Profitability Using Traffic-Fingerprints

2:10pm – 9188 (application) Cody Christopher, Kristen Moore and David Liebowitz. SchemaDB: Structures in Relational Datasets

2:30pm – 1015 (research)¨Stuart Fitzpatrick, Laurence Park and Oliver Obst. Measuring Content Preservation in Textual Style Transfer

Session 3

3:15pm – 4:15pm
Format: 13mins presentation + 2 mins QA

Chair: Quang Vinh Nguyen

3:15pm – 1797 (application): Eric Austin, Osmar Zaïane, Christine Largeron and Amine Trabelsi. Hierarchical topic model inference by community discovery on word co-occurrence networks

3:30pm – 3968 (research) : Qiang Sun, Wei Liu, Du Huynh and Mark Reynolds. Graph Embeddings for Non-IID Data Feature Representation Learning

3:45pm – 9546 (research ) Naureen Naqvi, Sabih Ur Rehman and Md Zahidul Islam. WinDrift: Early Detection of Concept Drift through the use of Corresponding and Hierarchical Time Windows.

4:00pm – 4985 (application) Ziyu Zhao, Michael Stewart, Wei Liu, Tim French and Melinda Hodkiewicz. Natural Language Query For Technical Knowledge Graph Navigation

Doctoral Consortium Session

4:15pm – 5:15pm

Chair: Dr Monica Bian

Sharon Torao Pingi, PhD student at Queensland University of Technology

Jolin Qu, PhD student at Western Sydney University

Duoyi Zhang, PhD student at Queensland University of Technology

Zhangcheng Qiang, PhD student at Australian National University

Sarah Almaghrabi, PhD student at RMIT University

Girija Rani Karetla, PhD student at Western Sydney

Yue Wang, PhD student at Queensland University of Technology

Futoon Abushaqra, PhD student at RMIT University

Asara Senaratne, PhD student at Australian National University

Alyssa Sha, PhD student at Australian National University

Sohan Gunawardena Liyana Gunawardena, PhD student at Queensland University of Technology

Day 2


Session 4

11:15am – 12:30pm
Format: 13mins presentation + 2 mins QA

Chair: Warwick Graco

11:15am – 5595 (application) Xiao Li, Huizhi Liang, Chris Ryder, Rodney Jones and Zehao Liu. Attractiveness Analysis for Health claims on Food Packages

11:30am – 5058 (application) Rob Muspratt and Musa Mammadov. Decomposition of Service Level Encoding for Anomaly Detection

11:45am – 4737 (application): Yashodhya Wijesinghe, Yue Xu, Yuefeng Li and Qing Zhang. UMLS-Based Question-Answering Approach for Automatic Initial Frailty Assessment

12:00pm – 9961( Research) Vladimir Estivill-Castro, Eugene Gilmore and René Hexel. Interpretable decisions trees via human-in-the-loop-learning

Session 5

5:00pm – 5:30pm
Format: 13mins presentation + 2 mins QA

Chair: Quang Vinh Nguyen

5:00pm – 9690 (research): Krithik Ramesh and Yun Sing Koh. Investigation of Explainability Techniques for Multimodal Transformers

5:15pm – 1078 (research ) Amit Kumar, Nazanin Esmaili and Massimo Piccardi. A Temperature-Modified Dynamic Embedded Topic Model

Day 3


The future of DM/AI: innovation, trustworthiness and digital economies

Session & Panel Chair: Simeon Simoff

9:30am – 10:00am – Speaker/Panelist 1: Stela Solar (Director National AI Centre, CSIRO)

AI: our co-pilot in a complex world

10:00am – 10:30am – Speaker/Panelist 2: Ian Oppermann (NSW Government’s Chief Data Scientist)

Data to Decision: How the NSW Government Is Using AI To Enhance Government Services

10:30am – 11am – Speaker/Panelist 3: Anthony Wong (President of the International Federation for Information Processing (IFIP)

Battle for Control and Use of Data

11:00am – 11:15am – Morning Tea

11:15am – 12:30pm – Panel

Panelists: Stela Solar, Ian Oppermann, Anthony Wong
Chair: Simeon Simoff

Day 4


Challenges and opportunities of DM/AI in key sectors

Session & Panel Chair: Richi Nayak

9:00am – 9:25am – Speaker/Panelist 3: Lin-Yi Chou (Data Scientist, Genesis Energy)

Empower people and business through data science in Genesis Energy

9:25am – 9:50am – Speaker/Panelist 2: Giovanni Russello (Head of School of Computer Science, The University of Auckland)

Human Centred Cyber Security

9:50am – 10:15am – Speaker/Panelist 1: Flora Salim (CISCO Chair of Digital Transport, School of Computer Science and Engineering, UNSW Sydney)

Robust Human Behaviour Modelling

10:15am  – 10:40am – Speaker/Panelist 4: Rohan Samaraweera (Senior Director Data Science Branch, Department of Home Affairs Australia)

The sleeping giant – The promise of public sector AI

10:40am – 11:00am – Morning Tea

11:00am – 12:00pm – Panel

Panelists: Flora Salim, Giovanni Russello, Lin-Yi Chou, Rohan Samaraweera
Chair: Richi Nayak

 

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Keydates

Abstract submission: 19 Aug 22
Paper submission: 26 Aug 22
Notification: 23 Sept 22
Camera-ready: 7 Oct 22
Author Registration: 7 Oct 22
Conference: 12-15 Dec 22