Neural Information Processing: 24th International Conference, ICONIP 2017, Guangzhou, China, November 14-18, 2017, Proceedings, Part II

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The six volume set LNCS 10634, LNCS 10635, LNCS 10636, LNCS 10637, LNCS 10638, and LNCS 10639 constituts the proceedings of the 24rd International Conference on Neural Information Processing, ICONIP 2017, held in Guangzhou, China, in November 2017. The 563 full papers presented were carefully reviewed and selected from 856 submissions. The 6 volumes are organized in topical sections on Machine Learning, Reinforcement Learning, Big Data Analysis, Deep Learning, Brain-Computer Interface, Computational Finance, Computer Vision, Neurodynamics, Sensory Perception and Decision Making, Computational Intelligence, Neural Data Analysis, Biomedical Engineering, Emotion and Bayesian Networks, Data Mining, Time-Series Analysis, Social Networks, Bioinformatics, Information Security and Social Cognition, Robotics and Control, Pattern Recognition, Neuromorphic Hardware and Speech Processing. Front Matter ....Pages I-XVIII Front Matter ....Pages 1-1 Tree-Structure CNN for Automated Theorem Proving (Kebin Peng, Dianfu Ma)....Pages 3-12 Training Deep Autoencoder via VLC-Genetic Algorithm (Qazi Sami Ullah Khan, Jianwu Li, Shuyang Zhao)....Pages 13-22 Training Very Deep Networks via Residual Learning with Stochastic Input Shortcut Connections (Oyebade K. Oyedotun, Abd El Rahman Shabayek, Djamila Aouada, Björn Ottersten)....Pages 23-33 Knowledge Memory Based LSTM Model for Answer Selection (Weijie An, Qin Chen, Yan Yang, Liang He)....Pages 34-42 Breast Cancer Malignancy Prediction Using Incremental Combination of Multiple Recurrent Neural Networks (Dehua Chen, Guangjun Qian, Cheng Shi, Qiao Pan)....Pages 43-52 TinyPoseNet: A Fast and Compact Deep Network for Robust Head Pose Estimation (Shanru Li, Liping Wang, Shuang Yang, Yuanquan Wang, Chongwen Wang)....Pages 53-63 Two-Stage Temporal Multimodal Learning for Speaker and Speech Recognition (Qianli Ma, Lifeng Shen, Ruishi Su, Jieyu Chen)....Pages 64-72 SLICE: Structural and Label Information Combined Embedding for Networks (Yiqi Chen, Tieyun Qian)....Pages 73-81 An Ultrasonic Image Recognition Method for Papillary Thyroid Carcinoma Based on Depth Convolution Neural Network (Wei Ke, Yonghua Wang, Pin Wan, Weiwei Liu, Hailiang Li)....Pages 82-91 An STDP-Based Supervised Learning Algorithm for Spiking Neural Networks (Zhanhao Hu, Tao Wang, Xiaolin Hu)....Pages 92-100 An End-to-End Approach for Bearing Fault Diagnosis Based on a Deep Convolution Neural Network (Liang Chen, Yuxuan Zhuang, Jinghua Zhang, Jianming Wang)....Pages 101-109 Morph-CNN: A Morphological Convolutional Neural Network for Image Classification (Dorra Mellouli, Tarek M. Hamdani, Mounir Ben Ayed, Adel M. Alimi)....Pages 110-117 Combating Adversarial Inputs Using a Predictive-Estimator Network (Jeff Orchard, Louis Castricato)....Pages 118-125 A Parallel Forward-Backward Propagation Learning Scheme for Auto-Encoders (Yoshihiro Ohama, Takayoshi Yoshimura)....Pages 126-136 Relation Classification via Target-Concentrated Attention CNNs (Jizhao Zhu, Jianzhong Qiao, Xinxiao Dai, Xueqi Cheng)....Pages 137-146 Comparing Hybrid NN-HMM and RNN for Temporal Modeling in Gesture Recognition (Nicolas Granger, Mounîm A. el Yacoubi)....Pages 147-156 Patterns Versus Characters in Subword-Aware Neural Language Modeling (Rustem Takhanov, Zhenisbek Assylbekov)....Pages 157-166 Hierarchical Attention BLSTM for Modeling Sentences and Documents (Xiaolei Niu, Yuexian Hou)....Pages 167-177 Bi-Directional LSTM with Quantum Attention Mechanism for Sentence Modeling (Xiaolei Niu, Yuexian Hou, Panpan Wang)....Pages 178-188 An Efficient Binary Search Based Neuron Pruning Method for ConvNet Condensation (Boyu Zhang, A. K. Qin, Jeffrey Chan)....Pages 189-197 CNN-LSTM Neural Network Model for Quantitative Strategy Analysis in Stock Markets (Shuanglong Liu, Chao Zhang, Jinwen Ma)....Pages 198-206 Learning Inverse Mapping by AutoEncoder Based Generative Adversarial Nets (Junyu Luo, Yong Xu, Chenwei Tang, Jiancheng Lv)....Pages 207-216 Fast and Accurate Image Super Resolution by Deep CNN with Skip Connection and Network in Network (Jin Yamanaka, Shigesumi Kuwashima, Takio Kurita)....Pages 217-225 Generative Moment Matching Autoencoder with Perceptual Loss (Mohammad Ahangar Kiasari, Dennis Singh Moirangthem, Minho Lee)....Pages 226-234 Three-Means Ternary Quantization (Jie Ding, JunMin Wu, Huan Wu)....Pages 235-245 Will Outlier Tasks Deteriorate Multitask Deep Learning? (Sirui Cai, Yuchun Fang, Zhengyan Ma)....Pages 246-255 The Effect of Task Similarity on Deep Transfer Learning (Wei Zhang, Yuchun Fang, Zhengyan Ma)....Pages 256-265 Exploiting the Tibetan Radicals in Recurrent Neural Network for Low-Resource Language Models (Tongtong Shen, Longbiao Wang, Xie Chen, Kuntharrgyal Khysru, Jianwu Dang)....Pages 266-275 Learning Joint Multimodal Representation Based on Multi-fusion Deep Neural Networks (Zepeng Gu, Bo Lang, Tongyu Yue, Lei Huang)....Pages 276-285 DeepBIBX: Deep Learning for Image Based Bibliographic Data Extraction (Akansha Bhardwaj, Dominik Mercier, Andreas Dengel, Sheraz Ahmed)....Pages 286-293 Bio-Inspired Deep Spiking Neural Network for Image Classification (Jingling Li, Weitai Hu, Ye Yuan, Hong Huo, Tao Fang)....Pages 294-304 Asynchronous, Data-Parallel Deep Convolutional Neural Network Training with Linear Prediction Model for Parameter Transition (Ikuro Sato, Ryo Fujisaki, Yosuke Oyama, Akihiro Nomura, Satoshi Matsuoka)....Pages 305-314 Efficient Learning Algorithm Using Compact Data Representation in Neural Networks (Masaya Kibune, Michael G. Lee)....Pages 315-324 Regularizing CNN via Feature Augmentation (Liechuan Ou, Zheng Chen, Jianwei Lu, Ye Luo)....Pages 325-332 Effectiveness of Adversarial Attacks on Class-Imbalanced Convolutional Neural Networks (Rafael Possas, Ying Zhou)....Pages 333-342 Sharing ConvNet Across Heterogeneous Tasks (Takumi Kobayashi)....Pages 343-353 Training Deep Neural Networks for Detecting Drinking Glasses Using Synthetic Images (Abdul Jabbar, Luke Farrawell, Jake Fountain, Stephan K. Chalup)....Pages 354-363 Image Segmentation with Pyramid Dilated Convolution Based on ResNet and U-Net (Qiao Zhang, Zhipeng Cui, Xiaoguang Niu, Shijie Geng, Yu Qiao)....Pages 364-372 Deep Clustering with Convolutional Autoencoders (Xifeng Guo, Xinwang Liu, En Zhu, Jianping Yin)....Pages 373-382 An Incremental Deep Learning Network for On-line Unsupervised Feature Extraction (Yu Liang, Yi Yang, Furao Shen, Jinxi Zhao, Tao Zhu)....Pages 383-392 Compressing Low Precision Deep Neural Networks Using Sparsity-Induced Regularization in Ternary Networks (Julian Faraone, Nicholas Fraser, Giulio Gambardella, Michaela Blott, Philip H. W. Leong)....Pages 393-404 A Feature Learning Approach for Image Retrieval (Junfeng Yao, Yao Yu, Yukai Deng, Changyin Sun)....Pages 405-412 Soft-Margin Softmax for Deep Classification (Xuezhi Liang, Xiaobo Wang, Zhen Lei, Shengcai Liao, Stan Z. Li)....Pages 413-421 Temporal Attention Neural Network for Video Understanding (Jegyung Son, Gil-Jin Jang, Minho Lee)....Pages 422-430 Regularized Deep Convolutional Neural Networks for Feature Extraction and Classification (Khaoula Jayech)....Pages 431-439 Soccer Video Event Detection Using 3D Convolutional Networks and Shot Boundary Detection via Deep Feature Distance (Tingxi Liu, Yao Lu, Xiaoyu Lei, Lijing Zhang, Haoyu Wang, Wei Huang et al.)....Pages 440-449 Very Deep Neural Networks for Hindi/Arabic Offline Handwritten Digit Recognition (Rolla Almodfer, Shengwu Xiong, Mohammed Mudhsh, Pengfei Duan)....Pages 450-459 Layer Removal for Transfer Learning with Deep Convolutional Neural Networks (Weiming Zhi, Zhenghao Chen, Henry Wing Fung Yueng, Zhicheng Lu, Seid Miad Zandavi, Yuk Ying Chung)....Pages 460-469 Music Genre Classification Using Masked Conditional Neural Networks (Fady Medhat, David Chesmore, John Robinson)....Pages 470-481 Reinforced Memory Network for Question Answering (Anupiya Nugaliyadde, Kok Wai Wong, Ferdous Sohel, Hong Xie)....Pages 482-490 Hybrid Deep Learning for Sentiment Polarity Determination of Arabic Microblogs (Sadam Al-Azani, El-Sayed M. El-Alfy)....Pages 491-500 Low Frequency Words Compression in Neural Conversation System (Sixing Wu, Ying Li, Zhonghai Wu)....Pages 501-511 A Width-Variable Window Attention Model for Environmental Sensors (Cuiqin Hou, Yingju Xia, Jun Sun, Jing Shang, Ryozo Takasu, Masao Kondo)....Pages 512-520 Memorizing Transactional Databases Compressively in Deep Neural Networks for Efficient Itemset Support Queries (Yi Ji, Yukio Ohsawa)....Pages 521-531 Offensive Sentence Classification Using Character-Level CNN and Transfer Learning with Fake Sentences (Suin Seo, Sung-Bea Cho)....Pages 532-539 Hierarchical Hybrid Attention Networks for Chinese Conversation Topic Classification (Yujun Zhou, Changliang Li, Bo Xu, Jiaming Xu, Jie Cao, Bo Xu)....Pages 540-550 Aggregating Class Interactions for Hierarchical Attention Relation Extraction (Kaiyu Huang, Si Li, Guang Chen)....Pages 551-561 Tensorial Neural Networks and Its Application in Longitudinal Network Data Analysis (Mingyuan Bai, Boyan Zhang, Junbin Gao)....Pages 562-571 3HAN: A Deep Neural Network for Fake News Detection (Sneha Singhania, Nigel Fernandez, Shrisha Rao)....Pages 572-581 Hierarchical Parameter Sharing in Recursive Neural Networks with Long Short-Term Memory (Fengyu Li, Mingmin Chi, Dong Wu, Junyu Niu)....Pages 582-592 Robust Deep Face Recognition with Label Noise (Jirui Yuan, Wenya Ma, Pengfei Zhu, Karen Egiazarian)....Pages 593-602 Weakly-Supervised Dual Generative Adversarial Networks for Makeup-Removal (Xuedong Hou, Yun Li, Tao Li)....Pages 603-611 Analysis of Gradient Degradation and Feature Map Quality in Deep All-Convolutional Neural Networks Compared to Deep Residual Networks (Wei Gao, Mark D. McDonnell)....Pages 612-621 Single-Image Super-Resolution for Remote Sensing Data Using Deep Residual-Learning Neural Network (Ningbo Huang, Yong Yang, Junjie Liu, Xinchao Gu, Hua Cai)....Pages 622-630 Layer-Wise Training to Create Efficient Convolutional Neural Networks (Linghua Zeng, Xinmei Tian)....Pages 631-641 Learning Image Representation Based on Convolutional Neural Networks (Zhanbo Yang, Fei Hu, Jingyuan Wang, Jinjing Zhang, Li Li)....Pages 642-652 Heterogeneous Features Integration in Deep Knowledge Tracing (Lap Pong Cheung, Haiqin Yang)....Pages 653-662 Boxless Action Recognition in Still Images via Recurrent Visual Attention (Weijiang Feng, Xiang Zhang, Xuhui Huang, Zhigang Luo)....Pages 663-673 Compositional Sentence Representation from Character Within Large Context Text (Geonmin Kim, Hwaran Lee, Bokyeong Kim, Soo-young Lee)....Pages 674-685 Ultra-deep Neural Network for Face Anti-spoofing (Xiaokang Tu, Yuchun Fang)....Pages 686-695 License Plate Detection Using Deep Cascaded Convolutional Neural Networks in Complex Scenes (Qiang Fu, Yuan Shen, Zhenhua Guo)....Pages 696-706 Front Matter ....Pages 707-707 Task-Free Brainprint Recognition Based on Degree of Brain Networks (Wanzeng Kong, Qiaonan Fan, Luyun Wang, Bei Jiang, Yong Peng, Yanbin Zhang)....Pages 709-717 Optimized Echo State Network with Intrinsic Plasticity for EEG-Based Emotion Recognition (Rahma Fourati, Boudour Ammar, Chaouki Aouiti, Javier Sanchez-Medina, Adel M. Alimi)....Pages 718-727 A Computational Investigation of an Active Region in Brain Network Based on Stimulations with Near-Infrared Spectroscopy (Xu Huang, Raul Fernandez Rojas, Allan C. Madoc, Keng-Liang Ou, Sheikh Md. Rabiul Islam)....Pages 728-738 An Algorithm Combining Spatial Filtering and Temporal Down-Sampling with Applications to ERP Feature Extraction (Feifei Qi, Yuanqing Li, Zhenfu Wen, Wei Wu)....Pages 739-747 Intent Recognition in Smart Living Through Deep Recurrent Neural Networks (Xiang Zhang, Lina Yao, Chaoran Huang, Quan Z. Sheng, Xianzhi Wang)....Pages 748-758 Recognition of Voluntary Blink and Bite Base on Single Forehead EMG (Jianhai Zhang, Wenhao Huang, Shaokai Zhao, Yanyang Li, Sanqing Hu)....Pages 759-766 Multimodal Classification with Deep Convolutional-Recurrent Neural Networks for Electroencephalography (Chuanqi Tan, Fuchun Sun, Wenchang Zhang, Jianhua Chen, Chunfang Liu)....Pages 767-776 An Improved Visual-Tactile P300 Brain Computer Interface (Hongyan Sun, Jing Jin, Yu Zhang, Bei Wang, Xingyu Wang)....Pages 777-785 A New Hybrid Feature Selection Algorithm Applied to Driver’s Status Detection (Peng-fei Ye, Lan-lan Chen, Ao Zhang)....Pages 786-795 Deep Learning Method for Sleep Stage Classification (Ling Cen, Zhu Liang Yu, Yun Tang, Wen Shi, Tilmann Kluge, Wee Ser)....Pages 796-802 Composite and Multiple Kernel Learning for Brain Computer Interface (Minmin Miao, Hong Zeng, Aimin Wang)....Pages 803-810 Transfer Learning Enhanced Common Spatial Pattern Filtering for Brain Computer Interfaces (BCIs): Overview and a New Approach (He He, Dongrui Wu)....Pages 811-821 EEG-Based Driver Drowsiness Estimation Using Convolutional Neural Networks (Yuqi Cui, Dongrui Wu)....Pages 822-832 Real-Time fMRI-Based Brain Computer Interface: A Review (Yang Wang, Dongrui Wu)....Pages 833-842 Front Matter ....Pages 843-843 Dynamic Bidding Strategy Based on Probabilistic Feedback in Display Advertising (Yuzhu Wu, Shumin Pan, Qianwen Zhang, Jinkui Xie)....Pages 845-853 Dempster-Shafer Fusion of Semi-supervised Learning Methods for Predicting Defaults in Social Lending (Aleum Kim, Sung-Bae Cho)....Pages 854-862 Robust Portfolio Risk Minimization Using the Graphical Lasso (Tristan Millington, Mahesan Niranjan)....Pages 863-872 Non-Negative Matrix Factorization with Exogenous Inputs for Modeling Financial Data (Steven Squires, Luis Montesdeoca, Adam Prügel-Bennett, Mahesan Niranjan)....Pages 873-881 Stacked Denoising Autoencoder Based Stock Market Trend Prediction via K-Nearest Neighbour Data Selection (Haonan Sun, Wenge Rong, Jiayi Zhang, Qiubin Liang, Zhang Xiong)....Pages 882-892 Ten-Quarter Projection for Spanish Central Government Debt via WASD Neuronet (Yunong Zhang, Zhongxian Xue, Mengling Xiao, Yingbiao Ling, Chengxu Ye)....Pages 893-902 Data Augmentation Based Stock Trend Prediction Using Self-organising Map (Jiayi Zhang, Wenge Rong, Qiubin Liang, Haonan Sun, Zhang Xiong)....Pages 903-912 Deep Candlestick Mining (Andrew D. Mann, Denise Gorse)....Pages 913-921 Back Matter ....Pages 923-926