Trends and applications in knowledge discovery and data mining : PAKDD 2018, workshops, BDASC, BDM, ML4Cyber, PAISI, DaMEMO Melbourne, VIC, Australia, June 3, 2018 : revised selected papers

This book constitutes the thoroughly refereed post-workshop proceedings at PAKDD Workshops 2018, held in conjunction with the 22nd Pacific-Asia Conference on Knowledge Discovery and Data Mining, PAKDD 2018, in Melbourne, Australia, in June 2018. The 32 revised papers presented were carefully reviewed and selected from 46 submissions. The workshops affiliated with PAKDD 2018 include: Workshop on Big Data Analytics for Social Computing, BDASC, Australasian Workshop on Machine Learning for Cyber-security, ML4Cyber, Workshop on Biologically-inspired Techniques for Knowledge Discovery and Data Mining, BDM, Pacific Asia Workshop on Intelligence and Security Informatics, PAISI, and Workshop on Data Mining for Energy Modeling and Optimization, DaMEMO. Front Matter ....Pages I-XX Front Matter ....Pages 1-1 A Decision Tree Approach to Predicting Recidivism in Domestic Violence (Senuri Wijenayake, Timothy Graham, Peter Christen)....Pages 3-15 Unsupervised Domain Adaptation Dictionary Learning for Visual Recognition (Zhun Zhong, Zongmin Li, Runlin Li, Xiaoxia Sun)....Pages 16-26 On the Large-Scale Transferability of Convolutional Neural Networks (Liang Zheng, Yali Zhao, Shengjin Wang, Jingdong Wang, Yi Yang, Qi Tian)....Pages 27-39 Call Attention to Rumors: Deep Attention Based Recurrent Neural Networks for Early Rumor Detection (Tong Chen, Xue Li, Hongzhi Yin, Jun Zhang)....Pages 40-52 Impact of Indirect Contacts in Emerging Infectious Disease on Social Networks (Md Shahzamal, Raja Jurdak, Bernard Mans, Ahmad El Shoghri, Frank De Hoog)....Pages 53-65 Interesting Recommendations Based on Hierarchical Visualizations of Medical Data (Ibrahim A. Ibrahim, Abdulqader M. Almars, Suresh Pokharel, Xin Zhao, Xue Li)....Pages 66-79 Efficient Top K Temporal Spatial Keyword Search (Chengyuan Zhang, Lei Zhu, Weiren Yu, Jun Long, Fang Huang, Hongbo Zhao)....Pages 80-92 HOC-Tree: A Novel Index for Efficient Spatio-Temporal Range Search (Jun Long, Lei Zhu, Chengyuan Zhang, Shuangqiao Lin, Zhan Yang, Xinpan Yuan)....Pages 93-107 A Hybrid Index Model for Efficient Spatio-Temporal Search in HBase (Chengyuan Zhang, Lei Zhu, Jun Long, Shuangqiao Lin, Zhan Yang, Wenti Huang)....Pages 108-120 Rumor Detection via Recurrent Neural Networks: A Case Study on Adaptivity with Varied Data Compositions (Tong Chen, Hongxu Chen, Xue Li)....Pages 121-127 TwiTracker: Detecting and Extracting Events from Twitter for Entity Tracking (Meng Xu, Jiajun Cheng, Lixiang Guo, Pei Li, Xin Zhang, Hui Wang)....Pages 128-134 Front Matter ....Pages 135-135 Rapid Anomaly Detection Using Integrated Prudence Analysis (IPA) (Omaru Maruatona, Peter Vamplew, Richard Dazeley, Paul A. Watters)....Pages 137-141 A Differentially Private Method for Crowdsourcing Data Submission (Lefeng Zhang, Ping Xiong, Tianqing Zhu)....Pages 142-148 An Anomaly Intrusion Detection System Using C5 Decision Tree Classifier (Ansam Khraisat, Iqbal Gondal, Peter Vamplew)....Pages 149-155 Deep Learning for Classifying Malicious Network Traffic (K. Millar, A. Cheng, H. G. Chew, C.-C. Lim)....Pages 156-161 A Server Side Solution for Detecting WebInject: A Machine Learning Approach (Md. Moniruzzaman, Adil Bagirov, Iqbal Gondal, Simon Brown)....Pages 162-167 A Novel LSTM-Based Daily Airline Demand Forecasting Method Using Vertical and Horizontal Time Series (Boxiao Pan, Dongfeng Yuan, Weiwei Sun, Cong Liang, Dongyang Li)....Pages 168-173 A Transfer Metric Learning Method for Spammer Detection (Hao Chen, Jun Liu, Yanzhang Lv)....Pages 174-180 Dynamic Whitelisting Using Locality Sensitive Hashing (Jayson Pryde, Nestle Angeles, Sheryl Kareen Carinan)....Pages 181-185 Payload-Based Statistical Intrusion Detection for In-Vehicle Networks (Takuya Kuwahara, Yukino Baba, Hisashi Kashima, Takeshi Kishikawa, Junichi Tsurumi, Tomoyuki Haga et al.)....Pages 186-192 Front Matter ....Pages 193-193 Discovering Strong Meta Association Rules Using Bees Swarm Optimization (Youcef Djenouri, Asma Belhadi, Philippe Fournier-Viger, Jerry Chun-Wei Lin)....Pages 195-206 ParallelPC: An R Package for Efficient Causal Exploration in Genomic Data (Thuc Duy Le, Taosheng Xu, Lin Liu, Hu Shu, Tao Hoang, Jiuyong Li)....Pages 207-218 Citation Field Learning by RNN with Limited Training Data (Yiqing Zhang, Yimeng Dai, Jianzhong Qi, Xinxing Xu, Rui Zhang)....Pages 219-232 Affine Transformation Capsule Net (Runkun Lu, Jianwei Liu, Siming Lian, Xin Zuo)....Pages 233-242 A Novel Algorithm for Frequent Itemsets Mining in Transactional Databases (Huan Phan, Bac Le)....Pages 243-255 Rare-Events Classification: An Approach Based on Genetic Algorithm and Voronoi Tessellation (Abdul Rauf Khan, Henrik Schiøler, Mohamed Zaki, Murat Kulahci)....Pages 256-266 Particle Swarm Optimization-Based Weighted-Nadaraya-Watson Estimator (Jie Jiang, Yulin He, Joshua Zhexue Huang)....Pages 267-279 Front Matter ....Pages 281-281 A Parallel Implementation of Information Gain Using Hive in Conjunction with MapReduce for Continuous Features (Sikha Bagui, Sharon K. John, John P. Baggs, Subhash Bagui)....Pages 283-294 Measuring Interpretability for Different Types of Machine Learning Models (Qing Zhou, Fenglu Liao, Chao Mou, Ping Wang)....Pages 295-308 In Search of Public Agenda with Text Mining: An Exploratory Study of Agenda Setting Dynamics Between the Traditional Media and Wikipedia (Philip T. Y. Lee)....Pages 309-317 Modelling the Efficacy of Auto-Internet Warnings to Reduce Demand for Child Exploitation Materials (Paul A. Watters)....Pages 318-329 Front Matter ....Pages 331-331 Comparison and Sensitivity Analysis of Methods for Solar PV Power Prediction (Mashud Rana, Ashfaqur Rahman, Liwan Liyanage, Mohammed Nazim Uddin)....Pages 333-344 An Improved PBIL Algorithm for Optimal Coalition Structure Generation of Smart Grids (Sean Hsin-Shyuan Lee, Jeremiah D. Deng, Martin K. Purvis, Maryam Purvis, Lizhi Peng)....Pages 345-356 Dam Inflow Time Series Regression Models Minimising Loss of Hydropower Opportunities (Yasuno Takato)....Pages 357-367 Back Matter ....Pages 369-370