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Data Mining: 16th Australasian Conference, AusDM 2018, Bahrurst, NSW, Australia, November 2830, 2018, Revised Selected Papers 2019 ed. [Pehme köide]

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  • Formaat: Paperback / softback, 398 pages, kõrgus x laius: 235x155 mm, kaal: 635 g, 100 Illustrations, color; 77 Illustrations, black and white; XV, 398 p. 177 illus., 100 illus. in color., 1 Paperback / softback
  • Sari: Communications in Computer and Information Science 996
  • Ilmumisaeg: 16-Feb-2019
  • Kirjastus: Springer Verlag, Singapore
  • ISBN-10: 9811366608
  • ISBN-13: 9789811366604
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  • Formaat: Paperback / softback, 398 pages, kõrgus x laius: 235x155 mm, kaal: 635 g, 100 Illustrations, color; 77 Illustrations, black and white; XV, 398 p. 177 illus., 100 illus. in color., 1 Paperback / softback
  • Sari: Communications in Computer and Information Science 996
  • Ilmumisaeg: 16-Feb-2019
  • Kirjastus: Springer Verlag, Singapore
  • ISBN-10: 9811366608
  • ISBN-13: 9789811366604
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.

Classification Tasks
Misogynistic Tweet Detection: Modelling CNN with Small Datasets
3(14)
Md Abul Bashar
Richi Nayak
Nicolas Suzor
Bridget Weir
Multiple Support Vector Machines for Binary Text Classification Based on Sliding Window Technique
17(13)
Aisha Rashed Albqmi
Yuefeng Li
Yue Xu
High-Dimensional Limited-Sample Biomedical Data Classification Using Variational Autoencoder
30(13)
Mohammad Sultan Mahmud
Xianghua Fu
Joshua Zhexue Huang
Md. Abdul Masud
SPAARC: A Fast Decision Tree Algorithm
43(13)
Darren Yates
Md Zahidul Islam
Junbin Gao
LCS Based Diversity Maintenance in Adaptive Genetic Algorithms
56(13)
Ryoma Ohira
Md. Saiful Islam
Jun Jo
Bela Slantic
Categorical Features Transformation with Compact One-Hot Encoder for Fraud Detection in Distributed Environment
69(14)
Ikram VI Haq
Iqbal Gondal
Peter Vamplew
Simon Brown
Transport, Environment and Energy
Combining Machine Learning and Statistical Disclosure Control to Promote Open Data
83(11)
Nasca Peng
Predicting Air Quality from Low-Cost Sensor Measurements
94(13)
Hamish Huggard
Yun Sing Koh
Patricia Riddle
Gustavo Olivares
An Approach to Compress and Represents Time Series Data and Its Application in Electric Power Utilities
107(16)
Chee Keong Wee
Richi Nayak
Applied Data Mining
Applying Data Mining Methods to Generate Formative Feedback in Team Projects
123(12)
Rimmal Nadeem
X. Rosalind Wang
Caslon Chua
A Hybrid Missing Data Imputation Method for Constructing City Mobility Indices
135(14)
Sanaz Nikfalazar
Chung-Hsing Yeh
Susan Bedingfield
Hadi Akbarzadeh Khorshidi
A Novel Leaming-to-Rank Method for Automated Camera Movement Control in E-Sports Spectating
149(12)
Hendi Lie
Darren Lukas
Jonathan Liebig
Richi Nayak
Homogeneous Feature Transfer and Heterogeneous Location Fine-Tuning for Cross-City Property Appraisal Framework
161(14)
Yihan Guo
Shan Lin
Xiao Ma
Jay Bal
Chang-tsun Li
Statistical Models of Dengue Fever
175(14)
Hamilton Link
Samuel N. Richter
Vitus J. Leung
Randy C. Brosl
Cynthia A. Phillips
Andrea Staid
Privacy and Clustering
Reference Values Based Hardening for Bloom Filters Based Privacy-Preserving Record Linkage
189(14)
Sirintra Vaiwsri
Thilina Ranbaduge
Peter Christen
Canopy-Based Private Blocking
203(13)
Yanfeng Shu
Stephen Hardy
Brian Thome
Community Aware Personalized Hashtag Recommendation in Social Networks*
216(12)
Areej Alsini
Amitava Datta
Du Q. Huynh
Jianxin Li
Behavioral Analysis of Users for Spammer Detection in a Multiplex Social Network
228(13)
Tahereh Pourhabibi
Yee Ling Boo
Kok-Leong Ong
Booi Kam
Xiuzhen Zhang
Taxonomy-Augmented Features for Document Clustering
241(12)
Sattar Seifollahi
Massimo Piccardi
Ehsan Zare Borzeshi
Bernie Kruger
A Modularity-Based Measure for Cluster Selection from Clustering Hierarchies
253(16)
Francisco de Assis Rodrigues dos Anjos
Jadson Castro Gertrudes
Jorg Sander
Ricardo J. G. B. Campello
Statistics in Data Science
Positive Data Kernel Density Estimation via the LogKDE Package for R.
269(12)
Hien D. Nguyen
Andrew T. Jones
Geoffrey J. McLachlan
The Role of Statistics Education in the Big Data Era
281(8)
Ryan H. L. Ip
Hierarchical Word Mover Distance for Collaboration Recommender System
289(16)
Chao Sun
King Tao Jason Ng
Philip Henville
Roman Manhunt
Health, Software and Smart Phone
An Alternating Least Square Based Algorithm for Predicting Patient Survivability
305(13)
Qiming Hu
Jie Yang
Khin Than Win
Xufeng Huang
Interpreting Intermittent Bugs in Mozilla Applications Using Change Angle
318(13)
David Tse Jung Huang
Yun Sing Koh
Gillian Dohhie
Implementation and Performance Analysis of Data-Mining Classification Algorithms on Smartphones
331(16)
Darren Yates
Md. Zahidul Islam
Junbin Gao
Image Data Mining
Retinal Blood Vessels Extraction of Challenging Images
347(13)
Toufique Ahmed Soomro
Junbin Gao
Zheng Lihong
Ahmed J. Afifi
Shafiullah Soomro
Manoranjan Paul
Sequential Deep Learning for Action Recognition with Synthetic Multi-view Data from Depth Maps
360(12)
Bin Liang
Lihong Zheng
Xinying Li
Provenance Analysis for Instagram Photos
372(15)
Yijun Quan
Xufeng Lin
Chang-Tsun Li
Industry Showcase
How Learning Analytics Becomes a Bridge for Non-expert Data Miners: Impact on Higher Education Online Teaching
387(10)
Katherine Herbert
Ian Holder
Author Index 397