Data Mining 16th Australasian Conference AusDM 2018 Bahrurst NSW Australia November 28 30 2018 Revised Selected Papers Rafiqul Islam

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Product details:

• ISBN-10 ‏ : ‎ 9811366608
• ISBN-13 ‏ : ‎ 978-9811366604
• Author:  Rafiqul Islam (Editor), Yun Sing Koh (Editor), Yanchang Zhao (Editor), Graco Warwick (Editor), David Stirling (Editor), Chang-Tsun Li (Editor), Zahidul Islam (Editor)

This book constitutes the refereed proceedings of the 16th Australasian Conference on Data Mining, AusDM 2018, held in Bathurst, NSW, Australia, in November 2018.

The 27 revised full papers presented together with 3 short papers were carefully reviewed and selected from 80 submissions. The papers are organized in topical sections on classification task; transport, environment, and energy; applied data mining; privacy and clustering; statistics in data science; health, software and smartphone; image data mining; industry showcase.

Table of contents:

1. Classification Tasks
2. Misogynistic Tweet Detection: Modelling CNN with Small Datasets
3. Multiple Support Vector Machines for Binary Text Classification Based on Sliding Window Technique
4. High-Dimensional Limited-Sample Biomedical Data Classification Using Variational Autoencoder
5. SPAARC: A Fast Decision Tree Algorithm
6. LCS Based Diversity Maintenance in Adaptive Genetic Algorithms
7. Categorical Features Transformation with Compact One-Hot Encoder for Fraud Detection in Distributed Environment
8. Transport, Environment and Energy
9. Combining Machine Learning and Statistical Disclosure Control to Promote Open Data
10. Predicting Air Quality from Low-Cost Sensor Measurements
11. An Approach to Compress and Represents Time Series Data and Its Application in Electric Power Utilities
12. Applied Data Mining
13. Applying Data Mining Methods to Generate Formative Feedback in Team Projects
14. A Hybrid Missing Data Imputation Method for Constructing City Mobility Indices
15. A Novel Learning-to-Rank Method for Automated Camera Movement Control in E-Sports Spectating
16. Homogeneous Feature Transfer and Heterogeneous Location Fine-Tuning for Cross-City Property Appraisal Framework
17. Statistical Models of Dengue Fever
18. Privacy and Clustering
19. Reference Values Based Hardening for Bloom Filters Based Privacy-Preserving Record Linkage
20. Canopy-Based Private Blocking
21. Community Aware Personalized Hashtag Recommendation in Social Networks
22. Behavioral Analysis of Users for Spammer Detection in a Multiplex Social Network
23. Taxonomy-Augmented Features for Document Clustering
24. A Modularity-Based Measure for Cluster Selection from Clustering Hierarchies
25. Statistics in Data Science
26. Positive Data Kernel Density Estimation via the LogKDE Package for R
27. The Role of Statistics Education in the Big Data Era
28. Hierarchical Word Mover Distance for Collaboration Recommender System
29. Health, Software and Smart Phone
30. An Alternating Least Square Based Algorithm for Predicting Patient Survivability
31. Interpreting Intermittent Bugs in Mozilla Applications Using Change Angle
32. Implementation and Performance Analysis of Data-Mining Classification Algorithms on Smartphones
33. Image Data Mining
34. Retinal Blood Vessels Extraction of Challenging Images
35. Sequential Deep Learning for Action Recognition with Synthetic Multi-view Data from Depth Maps
36. Provenance Analysis for Instagram Photos
37. Industry Showcase
38. How Learning Analytics Becomes a Bridge for Non-expert Data Miners: Impact on Higher Educatio

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