Advanced Data Mining and Applications : 14th International Conference, ADMA 2018, Nanjing, China, November 16{u2013}18, 2018, Proceedings

This book constitutes the refereed proceedings of the 14th International Conference on Advanced Data Mining and Applications, ADMA 2018, held in Nanjing, China in November 2018. The 23 full and 22 short papers presented in this volume were carefully reviewed and selected from 104 submissions. The papers were organized in topical sections named: Data Mining Foundations; Big Data; Text and Multimedia Mining; Miscellaneous Topics. Front Matter ....Pages I-XIV Front Matter ....Pages 1-1 Efficiently Mining Constrained Subsequence Patterns (Abdullah Albarrak, Sanad Al-Maskari, Ibrahim A. Ibrahim, Abdulqader M. Almars)....Pages 3-16 Slice_OP: Selecting Initial Cluster Centers Using Observation Points (Md Abdul Masud, Joshua Zhexue Huang, Ming Zhong, Xianghua Fu, Mohammad Sultan Mahmud)....Pages 17-30 HierArchical-Grid CluStering Based on DaTA Field in Time-Series and the Influence of the First-Order Partial Derivative Potential Value for the ARIMA-Model (Krid Jinklub, Jing Geng)....Pages 31-41 Anomaly Detection with Changing Cluster Centers (Zhang Peng, Zhou Liang)....Pages 42-54 A Novel Feature Selection-Based Sequential Ensemble Learning Method for Class Noise Detection in High-Dimensional Data (Kai Chen, Donghai Guan, Weiwei Yuan, Bohan Li, Asad Masood Khattak, Omar Alfandi)....Pages 55-65 Possibilistic Information Retrieval Model Based on a Multi-terminology (Wiem Chebil, Lina F. Soualmia, Mohamed Nazih Omri)....Pages 66-79 On Improving the Prediction Accuracy of a Decision Tree Using Genetic Algorithm (Md. Nasim Adnan, Md. Zahidul Islam, Md. Mostofa Akbar)....Pages 80-94 A Genetic Algorithm Based Technique for Outlier Detection with Fast Convergence (Xiaodong Zhu, Ji Zhang, Zewen Hu, Hongzhou Li, Liang Chang, Youwen Zhu et al.)....Pages 95-104 Multivariate Synchronization Index Based on Independent Component Analysis for SSVEP-Based BCI (Yanlong Zhu, Chenglong Dai, Dechang Pi)....Pages 105-115 Front Matter ....Pages 117-117 Forecasting Traffic Flow in Big Cities Using Modified Tucker Decomposition (Manish Bhanu, Shalini Priya, Sourav Kumar Dandapat, Joydeep Chandra, João Mendes-Moreira)....Pages 119-128 A Sparse and Low-Rank Matrix Recovery Model for Saliency Detection (Chao Wang, Jing Li, KeXin Li, Yi Zhuang)....Pages 129-139 Instruction SDC Vulnerability Prediction Using Long Short-Term Memory Neural Network (Yunfei Liu, Jing Li, Yi Zhuang)....Pages 140-149 Forecasting Hospital Daily Occupancy Using Patient Journey Data - A Heuristic Approach (Shaowen Qin, Dale Ward)....Pages 150-159 An Airport Scene Delay Prediction Method Based on LSTM (Zhongbin Li, Haiyan Chen, Jiaming Ge, Kunpeng Ning)....Pages 160-169 DSDCS: Detection of Safe Driving via Crowd Sensing (Yun Du, Xin Guo, Chenyang Shi, Yifan Zhu, Bohan Li)....Pages 170-177 Power Equipment Fault Diagnosis Model Based on Deep Transfer Learning with Balanced Distribution Adaptation (Kaijie Wang, Bin Wu)....Pages 178-188 Event Extraction with Deep Contextualized Word Representation and Multi-attention Layer (Ruixue Ding, Zhoujun Li)....Pages 189-201 A Novel Unsupervised Time Series Discord Detection Algorithm in Aircraft Engine Gearbox (Zhongyu Wang, Dechang Pi, Ya Gao)....Pages 202-210 A More Secure Spatial Decompositions Algorithm via Indefeasible Laplace Noise in Differential Privacy (Xiaocui Li, Yangtao Wang, Xinyu Zhang, Ke Zhou, Chunhua Li)....Pages 211-223 Towards Geological Knowledge Discovery Using Vector-Based Semantic Similarity (Majigsuren Enkhsaikhan, Wei Liu, Eun-Jung Holden, Paul Duuring)....Pages 224-237 Keep Calm and Know Where to Focus: Measuring and Predicting the Impact of Android Malware (Junyang Qiu, Wei Luo, Surya Nepal, Jun Zhang, Yang Xiang, Lei Pan)....Pages 238-254 Fault Diagnosis for an Automatic Shell Magazine Using FDA and ELM (Qiangqiang Zhao, Lingfeng Tao, Maosheng Li, Peng Hong)....Pages 255-262 Anomalous Trajectory Detection Using Recurrent Neural Network (Li Song, Ruijia Wang, Ding Xiao, Xiaotian Han, Yanan Cai, Chuan Shi)....Pages 263-277 Front Matter ....Pages 279-279 Detecting Spammers with Changing Strategies via a Transfer Distance Learning Method (Hao Chen, Jun Liu, Yanzhang Lv)....Pages 281-291 Adversarial Learning for Topic Models (Tomonari Masada, Atsuhiro Takasu)....Pages 292-302 Learning Concise Relax NG Schemas Supporting Interleaving from XML Documents (Yeting Li, Xiaoying Mou, Haiming Chen)....Pages 303-317 Deep Group Residual Convolutional CTC Networks for Speech Recognition (Kai Wang, Donghai Guan, Bohan Li)....Pages 318-328 Short Text Understanding Based on Conceptual and Semantic Enrichment (Qiuyan Shi, Yongli Wang, Jianhong Sun, Anmin Fu)....Pages 329-338 LDA-PSTR: A Topic Modeling Method for Short Text (Kai Zhou, Qun Yang)....Pages 339-352 Vertical and Sequential Sentiment Analysis of Micro-blog Topic (Shuo Wan, Bohan Li, Anman Zhang, Kai Wang, Xue Li)....Pages 353-363 Abstractive Document Summarization via Bidirectional Decoder (Xin Wan, Chen Li, Ruijia Wang, Ding Xiao, Chuan Shi)....Pages 364-377 Front Matter ....Pages 379-379 CBPF: Leveraging Context and Content Information for Better Recommendations (Zahra Vahidi Ferdousi, Dario Colazzo, Elsa Negre)....Pages 381-391 Discovering High Utility Change Points in Customer Transaction Data (Philippe Fournier-Viger, Yimin Zhang, Jerry Chun-Wei Lin, Yun Sing Koh)....Pages 392-402 Estimating Interactions of Functional Brain Connectivity by Hidden Markov Models (Xingjuan Li, Yu Li, Jiangtao Cui)....Pages 403-412 From Complex Network to Skeleton: \( \varvec{m}_{\varvec{j}} \)-Modified Topology Potential for Node Importance Identification (Hanning Yuan, Kanokwan Malang, Yuanyuan Lv, Aniwat Phaphuangwittayakul)....Pages 413-427 Nodes Deployment Optimization Algorithm Based on Energy Consumption of Underwater Wireless Sensor Networks (Min Cui, Fengtong Mei, Qiangyi Li, Qiangnan Li)....Pages 428-433 A New Graph-Partitioning Algorithm for Large-Scale Knowledge Graph (Jiang Zhong, Chen Wang, Qi Li, Qing Li)....Pages 434-444 SQL Injection Behavior Mining Based Deep Learning (Peng Tang, Weidong Qiu, Zheng Huang, Huijuan Lian, Guozhen Liu)....Pages 445-454 Evaluation Methods of Hierarchical Models (Abdulqader M. Almars, Ibrahim A. Ibrahim, Xin Zhao, Sanad Al-Maskari)....Pages 455-464 Local Community Detection Using Greedy Algorithm with Probability (Xiaoxiang Zhu, Zhengyou Xia)....Pages 465-473 A Player Behavior Model for Predicting Win-Loss Outcome in MOBA Games (Xuan Lan, Lei Duan, Wen Chen, Ruiqi Qin, Timo Nummenmaa, Jyrki Nummenmaa)....Pages 474-488 An Improved Optimization of Link-Based Label Propagation Algorithm (Xiaoxiang Zhu, Zhengyou Xia)....Pages 489-498 Research on Commodity Recommendation Algorithm Based on RFN (Kai Wang, Bohan Li, Shuo Wan, Anman Zhang, Donghai Guan)....Pages 499-513 Research of Personalized Recommendation System Based on Multi-view Deep Neural Networks (Yunfei Zi, Yeli Li, Huayan Sun)....Pages 514-529 Back Matter ....Pages 531-532