Neural Information Processing: 26th International Conference, ICONIP 2019, Sydney, NSW, Australia, December 12–15, 2019, Proceedings, Part III

Description

The three-volume set of LNCS 11953, 11954, and 11955 constitutes the proceedings of the 26th International Conference on Neural Information Processing, ICONIP 2019, held in Sydney, Australia, in December 2019. The 173 full papers presented were carefully reviewed and selected from 645 submissions. The papers address the emerging topics of theoretical research, empirical studies, and applications of neural information processing techniques across different domains. The third volume, LNCS 11955, is organized in topical sections on semantic and graph based approaches; spiking neuron and related models; text computing using neural techniques; time-series and related models; and unsupervised neural models. Front Matter ....Pages i-xxi Front Matter ....Pages 1-1 GL2vec: Graph Embedding Enriched by Line Graphs with Edge Features (Hong Chen, Hisashi Koga)....Pages 3-14 Joint Semantic Hashing Using Deep Supervised and Unsupervised Methods (Kuan Xu, Yu Qiao, Yueyang Gu, Xiaoguang Niu, Suwei Ma, Xiaobin Xiao et al.)....Pages 15-23 Label-Based Deep Semantic Hashing for Cross-Modal Retrieval (Weiwei Weng, Jiagao Wu, Lu Yang, Linfeng Liu, Bin Hu)....Pages 24-36 HRec: Heterogeneous Graph Embedding-Based Personalized Point-of-Interest Recommendation (Yijun Su, Xiang Li, Daren Zha, Wei Tang, Yiwen Jiang, Ji Xiang et al.)....Pages 37-49 Embedding and Predicting Software Security Entity Relationships: A Knowledge Graph Based Approach (Hongbo Xiao, Zhenchang Xing, Xiaohong Li, Hao Guo)....Pages 50-63 SACIC: A Semantics-Aware Convolutional Image Captioner Using Multi-level Pervasive Attention (Sandeep Narayan Parameswaran, Sukhendu Das)....Pages 64-76 One Analog Neuron Cannot Recognize Deterministic Context-Free Languages (Jiří Šíma, Martin Plátek)....Pages 77-89 Tag-Based Semantic Features for Scene Image Classification (Chiranjibi Sitaula, Yong Xiang, Anish Basnet, Sunil Aryal, Xuequan Lu)....Pages 90-102 Integrating TM Knowledge into NMT with Double Chain Graph (Qiuxiang He, Guoping Huang, Li Li)....Pages 103-114 Learning Transferable Policies with Improved Graph Neural Networks on Serial Robotic Structure (Fengyi Zhang, Fangzhou Xiong, Xu Yang, Zhiyong Liu)....Pages 115-126 Visualizing Readable Instance Graphs of Ontology with Memo Graph (Fatma Ghorbel, Wafa Wali, Fayçal Hamdi, Elisabeth Métais, Bilel Gargouri)....Pages 127-139 Front Matter ....Pages 141-141 Hippocampus Segmentation in MRI Using Side U-Net Model (Wenbin Yao, Shan Wang, Huiyuan Fu)....Pages 143-150 AutoML for DenseNet Compression (Wencong Jiao, Tao Li, Guoqiang Zhong, Li-Na Wang)....Pages 151-161 Mechanisms of Reward-Modulated STDP and Winner-Take-All in Bayesian Spiking Decision-Making Circuit (Hui Yan, Xinle Liu, Hong Huo, Tao Fang)....Pages 162-172 Homeostasis-Based CNN-to-SNN Conversion of Inception and Residual Architectures (Fu Xing, Ye Yuan, Hong Huo, Tao Fang)....Pages 173-184 Training Large-Scale Spiking Neural Networks on Multi-core Neuromorphic System Using Backpropagation (Megumi Ito, Malte Rasch, Masatoshi Ishii, Atsuya Okazaki, Sangbum Kim, Junka Okazawa et al.)....Pages 185-194 Deep Learning of EEG Data in the NeuCube Brain-Inspired Spiking Neural Network Architecture for a Better Understanding of Depression (Dhvani Shah, Grace Y. Wang, Maryam Doborjeh, Zohreh Doborjeh, Nikola Kasabov)....Pages 195-206 Front Matter ....Pages 207-207 Watch and Ask: Video Question Generation (Shenglei Huang, Shaohan Hu, Bencheng Yan)....Pages 209-221 Multi-perspective Denoising Reader for Multi-paragraph Reading Comprehension (Fengcheng Yuan, Yanfu Xu, Zheng Lin, Weiping Wang, Gang Shi)....Pages 222-234 Models in the Wild: On Corruption Robustness of Neural NLP Systems (Barbara Rychalska, Dominika Basaj, Alicja Gosiewska, Przemysław Biecek)....Pages 235-247 Hie-Transformer: A Hierarchical Hybrid Transformer for Abstractive Article Summarization (Xuewen Zhang, Kui Meng, Gongshen Liu)....Pages 248-258 Target-Based Attention Model for Aspect-Level Sentiment Analysis (Wei Chen, Wenxin Yu, Zhiqiang Zhang, Yunye Zhang, Kepeng Xu, Fengwei Zhang et al.)....Pages 259-269 Keyphrase Generation with Word Attention (Hai Huang, Tianshuo Huang, Longxuan Ma, Lei Zhang)....Pages 270-281 Dynamic Neural Language Models (Edouard Delasalles, Sylvain Lamprier, Ludovic Denoyer)....Pages 282-294 A Fast Convolutional Self-attention Based Speech Dereverberation Method for Robust Speech Recognition (Nan Li, Meng Ge, Longbiao Wang, Jianwu Dang)....Pages 295-305 Option Attentive Capsule Network for Multi-choice Reading Comprehension (Hang Miao, Ruifang Liu, Sheng Gao)....Pages 306-318 Exploring and Identifying Malicious Sites in Dark Web Using Machine Learning (Yuki Kawaguchi, Seiichi Ozawa)....Pages 319-327 Paragraph-Level Hierarchical Neural Machine Translation (Yuqi Zhang, Kui Meng, Gongshen Liu)....Pages 328-339 Residual Connection-Based Multi-step Reasoning via Commonsense Knowledge for Multiple Choice Machine Reading Comprehension (Yixuan Sheng, Man Lan)....Pages 340-352 Zero-Shot Transfer Learning Based on Visual and Textual Resemblance (Gang Yang, Jieping Xu)....Pages 353-362 Morphological Knowledge Guided Mongolian Constituent Parsing (Na Liu, Xiangdong Su, Guanglai Gao, Feilong Bao, Min Lu)....Pages 363-375 BERT Based Hierarchical Sequence Classification for Context-Aware Microblog Sentiment Analysis (Jiahuan Lei, Qing Zhang, Jinshan Wang, Hengliang Luo)....Pages 376-386 Topic Aware Context Modelling for Dialogue Response Generation (Dali Chen, Wenge Rong, Zhiyuan Ma, Yuanxin Ouyang, Zhang Xiong)....Pages 387-397 A Deep Neural Framework for Contextual Affect Detection (Kumar Shikhar Deep, Asif Ekbal, Pushpak Bhattacharyya)....Pages 398-409 Improving Student Forum Responsiveness: Detecting Duplicate Questions in Educational Forums (Manal Mohania, Liyuan Zhou, Tom Gedeon)....Pages 410-421 Front Matter ....Pages 423-423 On Probability Calibration of Recurrent Text Recognition Network (Xinghua Zhu, Jianzong Wang, Zhenhou Hong, Junxiong Guo, Jing Xiao)....Pages 425-436 On the Hermite Series-Based Generalized Regression Neural Networks for Stream Data Mining (Danuta Rutkowska, Leszek Rutkowski)....Pages 437-448 Deep Hybrid Spatiotemporal Networks for Continuous Pain Intensity Estimation (Selvarajah Thuseethan, Sutharshan Rajasegarar, John Yearwood)....Pages 449-461 Sales Demand Forecast in E-commerce Using a Long Short-Term Memory Neural Network Methodology (Kasun Bandara, Peibei Shi, Christoph Bergmeir, Hansika Hewamalage, Quoc Tran, Brian Seaman)....Pages 462-474 Deep Point-Wise Prediction for Action Temporal Proposal (Luxuan Li, Tao Kong, Fuchun Sun, Huaping Liu)....Pages 475-487 Real-Time Financial Data Prediction Using Meta-cognitive Recurrent Kernel Online Sequential Extreme Learning Machine (Zongying Liu, Chu Kiong Loo, Kitsuchart Pasupa)....Pages 488-498 Deep Spatial-Temporal Field for Human Head Orientation Estimation (Zhansheng Xiong, Zhenhua Wang, Zheng Wang, Jianhua Zhang)....Pages 499-509 Prediction-Coherent LSTM-Based Recurrent Neural Network for Safer Glucose Predictions in Diabetic People (Maxime De Bois, Mounîm A. El Yacoubi, Mehdi Ammi)....Pages 510-521 Teacher-Student Learning and Post-processing for Robust BiLSTM Mask-Based Acoustic Beamforming (Zhaoyi Liu, Qiuyuan Chen, Han Hu, Haoyu Tang, Y. X. Zou)....Pages 522-533 Maxout into MDLSTM for Offline Arabic Handwriting Recognition (Rania Maalej, Monji Kherallah)....Pages 534-545 Front Matter ....Pages 547-547 Unsupervised Feature Selection Based on Matrix Factorization with Redundancy Minimization (Yang Fan, Jianhua Dai, Siqi Xu)....Pages 549-560 Distance Estimation for Quantum Prototypes Based Clustering (Kaoutar Benlamine, Younès Bennani, Ahmed Zaiou, Mohamed Hibti, Basarab Matei, Nistor Grozavu)....Pages 561-572 Accelerating Bag-of-Words with SOM (Jian-Hui Chen, Zuo-Ren Wang, Cheng-Lin Liu)....Pages 573-584 A Deep Clustering-Guide Learning for Unsupervised Person Re-identification (Guo Chen, Song Wu, Guoqiang Xiao)....Pages 585-596 Semi-supervised Deep Learning Using Improved Unsupervised Discriminant Projection (Xiao Han, Zihao Wang, Enmei Tu, Gunnam Suryanarayana, Jie Yang)....Pages 597-607 Unsupervised Pre-training of the Brain Connectivity Dynamic Using Residual D-Net (Youngjoo Seo, Manuel Morante, Yannis Kopsinis, Sergios Theodoridis)....Pages 608-620 Clustering Ensemble Selection with Determinantal Point Processes (Wei Liu, Xiaodong Yue, Caiming Zhong, Jie Zhou)....Pages 621-633 Generative Histogram-Based Model Using Unsupervised Learning (Parisa Rastin, Guénaël Cabanes, Rosanna Verde, Younès Bennani, Thierry Couronne)....Pages 634-646 Back Matter ....Pages 647-649