Volume 95: Asian Conference on Machine Learning, 14-16 November 2018,

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Editors: Jun Zhu, Ichiro Takeuchi

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Preface

Jun Zhu, Ichiro Takeuchi ; PMLR 95:i-xiv

Deep Correlation Structure Preserved Label Space Embedding for Multi-label Classification

Kaixiang Wang, Ming Yang, Wanqi Yang, YiLong Yin ; PMLR 95:1-16

Co-regularized Multi-view Subspace Clustering

Hong Yu, Tiantian Zhang, Yahong Lian, Yu Cai ; PMLR 95:17-32

Feature-correlation-aware Gaussian Process Latent Variable Model

Ping Li, Songcan Chen ; PMLR 95:33-48

RDEC: Integrating Regularization into Deep Embedded Clustering for Imbalanced Datasets

Yaling Tao, Kentaro Takagi, Kouta Nakata ; PMLR 95:49-64

Structured Gaussian Processes with Twin Multiple Kernel Learning

Çiğdem Ak, Önder Ergönül, Mehmet Gönen ; PMLR 95:65-80

End-to-End Learning of Multi-scale Convolutional Neural Network for Stereo Matching

Li Zhang, Quanhong Wang, Haihua Lu, Yong Zhao ; PMLR 95:81-96

Multidimensional Time Series Anomaly Detection: A GRU-based Gaussian Mixture Variational Autoencoder Approach

Yifan Guo, Weixian Liao, Qianlong Wang, Lixing Yu, Tianxi Ji, Pan Li ; PMLR 95:97-112

Learning Selfie-Friendly Abstraction from Artistic Style Images

Yicun Liu, Jimmy Ren, Jianbo Liu, Xiaohao Chen ; PMLR 95:113-128

Clustering Induced Kernel Learning

Khanh Nguyen, Nhan Dam, Trung Le, Tu Dinh Nguyen, Dinh Phung ; PMLR 95:129-144

Joint Patch-Group Based Sparse Representation for Image Inpainting

Zhiyuan Zha, Xin Yuan, Bihan Wen, Jiantao Zhou, Ce Zhu ; PMLR 95:145-160

CHS-NET: A Cascaded Neural Network with Semi-Focal Loss for Mitosis Detection

Yanbo Ma, Jiarui Sun, Qiuhao Zhou, Kaili Cheng, Xuesong Chen, Yong Zhao ; PMLR 95:161-175

Hypernetwork-based Implicit Posterior Estimation and Model Averaging of CNN

Kenya Ukai, Takashi Matsubara, Kuniaki Uehara ; PMLR 95:176-191

Distinguishing Question Subjectivity from Difficulty for Improved Crowdsourcing

Yuan Jin, Mark Carman, Ye Zhu, Wray Buntine ; PMLR 95:192-207

Discriminative Feature Representation for Person Re-identification by Batch-contrastive Loss

Guopeng Zhang, Jinhua Xu ; PMLR 95:208-219

Person Re-identification by Mid-level Attribute and Part-based Identity Learning

Guopeng Zhang, Jinhua Xu ; PMLR 95:220-231

Clustering Uncertain Graphs with Node Attributes

Yafang Li, Xiangnan Kong, Caiyan Jia, Jianqiang Li ; PMLR 95:232-247

End-to-End Time Series Imputation via Residual Short Paths

Lifeng Shen, Qianli Ma, Sen Li ; PMLR 95:248-263

A Scalable Heterogeneous Parallel SOM Based on MPI/CUDA

Yao Liu, Jun Sun, Qing Yao, Su Wang, Kai Zheng, Yan Liu ; PMLR 95:264-279

Making Classifier Chains Resilient to Class Imbalance

Bin Liu, Grigorios Tsoumakas ; PMLR 95:280-295

Underwater Image Restoration Based on Convolutional Neural Network

Yan Hu, Keyan Wang, Xi Zhao, Hui Wang, Yunsong Li ; PMLR 95:296-311

Preconditioned Conjugate Gradient Methods in Truncated Newton Frameworks for Large-scale Linear Classification

Chih-Yang Hsia, Wei-Lin Chiang, Chih-Jen Lin ; PMLR 95:312-326

Deep Fully-Connected Part-Based Models for Human Pose Estimation

Rodrigo de Bem, Anurag Arnab, Stuart Golodetz, Michael Sapienza, Philip Torr ; PMLR 95:327-342

A Faster Sampling Algorithm for Spherical $k$-means

Rameshwar Pratap, Anup Deshmukh, Pratheeksha Nair, Tarun Dutt ; PMLR 95:343-358

Batch Normalized Deep Boltzmann Machines

Hung Vu, Tu Dinh Nguyen, Trung Le, Wei Luo, Dinh Phung ; PMLR 95:359-374

Unsupervised Heterogeneous Domain Adaptation with Sparse Feature Transformation

Chen Shen, Yuhong Guo ; PMLR 95:375-390

Adversarial TableQA: Attention Supervision for Question Answering on Tables

Minseok Cho, Reinald Kim Amplayo, Seung-won Hwang, Jonghyuck Park ; PMLR 95:391-406

Concorde: Morphological Agreement in Conversational Models

Daniil Polykovskiy, Dmitry Soloviev, Sergey Nikolenko ; PMLR 95:407-421

ReSet: Learning Recurrent Dynamic Routing in ResNet-like Neural Networks

Iurii Kemaev, Daniil Polykovskiy, Dmitry Vetrov ; PMLR 95:422-437

Extracting Invariant Features From Images Using An Equivariant Autoencoder

Denis Kuzminykh, Daniil Polykovskiy, Alexander Zhebrak ; PMLR 95:438-453

Stock Price Prediction Using Attention-based Multi-Input LSTM

Hao Li, Yanyan Shen, Yanmin Zhu ; PMLR 95:454-469

Who Are Raising Their Hands? Hand-Raiser Seeking Based on Object Detection and Pose Estimation

Huayi Zhou, Fei Jiang, Ruimin Shen ; PMLR 95:470-485

ZoomNet: Deep Aggregation Learning for High-Performance Small Pedestrian Detection

Chong Shang, Haizhou Ai, Zijie Zhuang, Long Chen, Junliang Xing ; PMLR 95:486-501

Collaboratively Weighting Deep and Classic Representation via $l_2$ Regularization for Image Classification

Shaoning Zeng, Bob Zhang, Yanghao Zhang, Jianping Gou ; PMLR 95:502-517

Character-based BiLSTM-CRF Incorporating POS and Dictionaries for Chinese Opinion Target Extraction

Yanzeng Li, Tingwen Liu, Diying Li, Quangang Li, Jinqiao Shi, Yanqiu Wang ; PMLR 95:518-533

Adversarial Neural Machine Translation

Lijun Wu, Yingce Xia, Fei Tian, Li Zhao, Tao Qin, Jianhuang Lai, Tie-Yan Liu ; PMLR 95:534-549

Deep Embedded Clustering with Data Augmentation

Xifeng Guo, En Zhu, Xinwang Liu, Jianping Yin ; PMLR 95:550-565

Cartoon-to-Photo Facial Translation with Generative Adversarial Networks

Junhong Huang, Mingkui Tan, Yuguang Yan, Chunmei Qing, Qingyao Wu, Zhuliang Yu ; PMLR 95:566-581

CCNet: Cluster-Coordinated Net for Learning Multi-agent Communication Protocols with Reinforcement Learning

Xin Wen, Zheng-Jun Zha, Zilei Wang, Liansheng Zhuang, Houqiang Li ; PMLR 95:582-597

Construction of Incoherent Dictionaries via Direct Babel Function Minimization

Huan Li, Zhouchen Lin ; PMLR 95:598-613

Optimization Algorithm Inspired Deep Neural Network Structure Design

Huan Li, Yibo Yang, Dongmin Chen, Zhouchen Lin ; PMLR 95:614-629

A Self-Attentive Hierarchical Model for Jointly Improving Text Summarization and Sentiment Classification

Hongli Wang, Jiangtao Ren ; PMLR 95:630-645

SecureNets: Secure Inference of Deep Neural Networks on an Untrusted Cloud

Xuhui Chen, Jinlong Ji, Lixing Yu, Changqing Luo, Pan Li ; PMLR 95:646-661

Deep Multi-instance Learning with Dynamic Pooling

Yongluan Yan, Xinggang Wang, Xiaojie Guo, Jiemin Fang, Wenyu Liu, Junzhou Huang ; PMLR 95:662-677

A Data Driven Approach to Predicting Rating Scores for New Restaurants

Xiaochen Wang, Yanyan Shen, Yanmin Zhu ; PMLR 95:678-693

Profitable Bandits

Mastane Achab, Stephan Clémençon, Aurélien Garivier ; PMLR 95:694-709

Fast Randomized PCA for Sparse Data

Xu Feng, Yuyang Xie, Mingye Song, Wenjian Yu, Jie Tang ; PMLR 95:710-725

Boosting Dynamic Programming with Neural Networks for Solving NP-hard Problems

Feidiao Yang, Tiancheng Jin, Tie-Yan Liu, Xiaoming Sun, Jialin Zhang ; PMLR 95:726-739

Efficient Mechanisms for Peer Grading and Dueling Bandits

Chuang-Chieh Lin, Chi-Jen Lu ; PMLR 95:740-755

A Joint Selective Mechanism for Abstractive Sentence Summarization

Junjie Fu, Gongshen Liu ; PMLR 95:756-769

Fast Dynamic Convolutional Neural Networks for Visual Tracking

Zhiyan Cui, Na Lu, Xue Jing, Xiahao Shi ; PMLR 95:770-785

RICAP: Random Image Cropping and Patching Data Augmentation for Deep CNNs

Ryo Takahashi, Takashi Matsubara, Kuniaki Uehara ; PMLR 95:786-798

An Empirical Evaluation of Sketched SVD and its Application to Leverage Score Ordering

Hui Han Chin, Paul Pu Liang ; PMLR 95:799-814

ASVRG: Accelerated Proximal SVRG

Fanhua Shang, Licheng Jiao, Kaiwen Zhou, James Cheng, Yan Ren, Yufei Jin ; PMLR 95:815-830

Knowledge Guided Multi-instance Multi-label Learning via Neural Networks in Medicines Prediction

Junyuan Shang, Shenda Hong, Yuxi Zhou, Meng Wu, Hongyan Li ; PMLR 95:831-846

TVT: Two-View Transformer Network for Video Captioning

Ming Chen, Yingming Li, Zhongfei Zhang, Siyu Huang ; PMLR 95:847-862

Refining Synthetic Images with Semantic Layouts by Adversarial Training

Tongtong Zhao, Yuxiao Yan, JinJia Peng, HaoHui Wei, Xianping Fu ; PMLR 95:863-878

Relative Attribute Learning with Deep Attentive Cross-image Representation

Zeshang Zhang, Yingming Li, Zhongfei Zhang ; PMLR 95:879-892

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