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Über dieses Buch

The four volume set LNCS 9947, LNCS 9948, LNCS 9949, and LNCS 9950 constitues the proceedings of the 23rd International Conference on Neural Information Processing, ICONIP 2016, held in Kyoto, Japan, in October 2016. The 296 full papers presented were carefully reviewed and selected from 431 submissions. The 4 volumes are organized in topical sections on deep and reinforcement learning; big data analysis; neural data analysis; robotics and control; bio-inspired/energy efficient information processing; whole brain architecture; neurodynamics; bioinformatics; biomedical engineering; data mining and cybersecurity workshop; machine learning; neuromorphic hardware; sensory perception; pattern recognition; social networks; brain-machine interface; computer vision; time series analysis; data-driven approach for extracting latent features; topological and graph based clustering methods; computational intelligence; data mining; deep neural networks; computational and cognitive neurosciences; theory and algorithms.

Inhaltsverzeichnis

Frontmatter

Machine Learning

Frontmatter

2016 | OriginalPaper | Buchkapitel

Non-parametric e-mixture of Density Functions

Hideitsu Hino, Ken Takano, Shotaro Akaho, Noboru Murata

2016 | OriginalPaper | Buchkapitel

An Entropy Estimator Based on Polynomial Regression with Poisson Error Structure

Hideitsu Hino, Shotaro Akaho, Noboru Murata

2016 | OriginalPaper | Buchkapitel

A Problem in Model Selection of LASSO and Introduction of Scaling

Katsuyuki Hagiwara

2016 | OriginalPaper | Buchkapitel

A Theoretical Analysis of Semi-supervised Learning

Takashi Fujii, Hidetaka Ito, Seiji Miyoshi

2016 | OriginalPaper | Buchkapitel

Evolutionary Multi-task Learning for Modular Training of Feedforward Neural Networks

Rohitash Chandra, Abhishek Gupta, Yew-Soon Ong, Chi-Keong Goh

2016 | OriginalPaper | Buchkapitel

On the Noise Resilience of Ranking Measures

Daniel Berrar

2016 | OriginalPaper | Buchkapitel

BPSpike II: A New Backpropagation Learning Algorithm for Spiking Neural Networks

Satoshi Matsuda

2016 | OriginalPaper | Buchkapitel

Group Dropout Inspired by Ensemble Learning

Kazuyuki Hara, Daisuke Saitoh, Takumi Kondou, Satoshi Suzuki, Hayaru Shouno

2016 | OriginalPaper | Buchkapitel

Audio Generation from Scene Considering Its Emotion Aspect

Gwenaelle Cunha Sergio, Minho Lee

2016 | OriginalPaper | Buchkapitel

Semi Supervised Autoencoder

Anupriya Gogna, Angshul Majumdar

2016 | OriginalPaper | Buchkapitel

Sampling-Based Gradient Regularization for Capturing Long-Term Dependencies in Recurrent Neural Networks

Artem Chernodub, Dimitri Nowicki

2016 | OriginalPaper | Buchkapitel

Face Hallucination Using Correlative Residue Compensation in a Modified Feature Space

Javaria Ikram, Yao Lu, Jianwu Li, Nie Hui

2016 | OriginalPaper | Buchkapitel

Modal Regression via Direct Log-Density Derivative Estimation

Hiroaki Sasaki, Yurina Ono, Masashi Sugiyama

2016 | OriginalPaper | Buchkapitel

Simplicial Nonnegative Matrix Tri-factorization: Fast Guaranteed Parallel Algorithm

Duy-Khuong Nguyen, Quoc Tran-Dinh, Tu-Bao Ho

2016 | OriginalPaper | Buchkapitel

Active Consensus-Based Semi-supervised Growing Neural Gas

Vinícius R. Máximo, Mariá C. V. Nascimento, Fabricio A. Breve, Marcos G. Quiles

2016 | OriginalPaper | Buchkapitel

Kernel L1-Minimization: Application to Kernel Sparse Representation Based Classification

Anupriya Gogna, Angshul Majumdar

2016 | OriginalPaper | Buchkapitel

Nuclear Norm Regularized Randomized Neural Network

Anupriya Gogna, Angshul Majumdar

2016 | OriginalPaper | Buchkapitel

Gram-Schmidt Orthonormalization to the Adaptive ICA Function for Fixing the Permutation Ambiguity

Yoshitatsu Matsuda, Kazunori Yamaguchi

2016 | OriginalPaper | Buchkapitel

Data Cleaning Using Complementary Fuzzy Support Vector Machine Technique

Ratchakoon Pruengkarn, Kok Wai Wong, Chun Che Fung

2016 | OriginalPaper | Buchkapitel

Fault-Tolerant Incremental Learning for Extreme Learning Machines

Ho-Chun Leung, Chi-Sing Leung, Eric W. M. Wong

2016 | OriginalPaper | Buchkapitel

Character-Aware Convolutional Neural Networks for Paraphrase Identification

Jiangping Huang, Donghong Ji, Shuxin Yao, Wenzhi Huang

2016 | OriginalPaper | Buchkapitel

Learning a Discriminative Dictionary with CNN for Image Classification

Shuai Yu, Tao Zhang, Chao Ma, Lei Zhou, Jie Yang, Xiangjian He

2016 | OriginalPaper | Buchkapitel

Online Weighted Multi-task Feature Selection

Wei Xue, Wensheng Zhang

2016 | OriginalPaper | Buchkapitel

Multithreading Incremental Learning Scheme for Embedded System to Realize a High-Throughput

Daisuke Nishio, Koichiro Yamauchi

2016 | OriginalPaper | Buchkapitel

Hyper-Parameter Tuning for Graph Kernels via Multiple Kernel Learning

Carlo M. Massimo, Nicolò Navarin, Alessandro Sperduti

2016 | OriginalPaper | Buchkapitel

A Corrector for the Sample Mahalanobis Distance Free from Estimating the Population Eigenvalues of Covariance Matrix

Yasuyuki Kobayashi

2016 | OriginalPaper | Buchkapitel

Online Learning Neural Network for Adaptively Weighted Hybrid Modeling

Shao-Ming Yang, Ya-Lin Wang, Yong-fei Xue, Bei Sun, Bu-song Yang

2016 | OriginalPaper | Buchkapitel

Semi-supervised Support Vector Machines - A Genetic Algorithm Approach

Gergana Lazarova

2016 | OriginalPaper | Buchkapitel

Hinge Loss Projection for Classification

Syukron Abu Ishaq Alfarozi, Kuntpong Woraratpanya, Kitsuchart Pasupa, Masanori Sugimoto

2016 | OriginalPaper | Buchkapitel

Analytical Incremental Learning: Fast Constructive Learning Method for Neural Network

Syukron Abu Ishaq Alfarozi, Noor Akhmad Setiawan, Teguh Bharata Adji, Kuntpong Woraratpanya, Kitsuchart Pasupa, Masanori Sugimoto

2016 | OriginalPaper | Buchkapitel

Acceleration of Word2vec Using GPUs

Seulki Bae, Youngmin Yi

2016 | OriginalPaper | Buchkapitel

Automatic Design of Neural Network Structures Using AiS

Toshisada Mariyama, Kunihiko Fukushima, Wataru Matsumoto

2016 | OriginalPaper | Buchkapitel

Sequential Collaborative Ranking Using (No-)Click Implicit Feedback

Frédéric Guillou, Romaric Gaudel, Philippe Preux

2016 | OriginalPaper | Buchkapitel

Group Information-Based Dimensionality Reduction via Canonical Correlation Analysis

Haiping Zhu, Hongming Shan, Youngjoo Lee, Yiwei He, Qi Zhou, Junping Zhang

Neuromorphic Hardware

Frontmatter

2016 | OriginalPaper | Buchkapitel

Simplification of Processing Elements in Cellular Neural Networks

Working Confirmation Using Circuit Simulation
Mutsumi Kimura, Nao Nakamura, Tomoharu Yokoyama, Tokiyoshi Matsuda, Tomoya Kameda, Yasuhiko Nakashima

2016 | OriginalPaper | Buchkapitel

Pattern and Frequency Generation Using an Opto-Electronic Reservoir Computer with Output Feedback

Piotr Antonik, Michiel Hermans, Marc Haelterman, Serge Massar

2016 | OriginalPaper | Buchkapitel

A Retino-Morphic Hardware System Simulating the Graded and Action Potentials in Retinal Neuronal Layers

Yuka Kudo, Yuki Hayashida, Ryoya Ishida, Hirotsugu Okuno, Tetsuya Yagi

2016 | OriginalPaper | Buchkapitel

Stability Analysis of Periodic Orbits in Digital Spiking Neurons

Tomoki Hamaguchi, Kei Yamaoka, Toshimichi Saito

2016 | OriginalPaper | Buchkapitel

Letter Reproduction Simulator for Hardware Design of Cellular Neural Network Using Thin-Film Synapses

Crosspoint-Type Synapses and Simulation Algorithm
Tomoya Kameda, Mutsumi Kimura, Yasuhiko Nakashima

Sensory Perception

Frontmatter

2016 | OriginalPaper | Buchkapitel

An Analysis of Current Source Density Profiles Activated by Local Stimulation in the Mouse Auditory Cortex in Vitro

Daiki Yamamura, Sano Ayaka, Takashi Tateno

2016 | OriginalPaper | Buchkapitel

Differential Effect of Two Types of Anesthesia on Sound-Driven Oscillations in the Rat Primary Auditory Cortex

Hisayuki Osanai, Takashi Tateno

2016 | OriginalPaper | Buchkapitel

Developing an Implantable Micro Magnetic Stimulation System to Induce Neural Activity in Vivo

Shunsuke Minusa, Takashi Tateno

2016 | OriginalPaper | Buchkapitel

“Figure” Salience as a Meta-Rule for Rule Dynamics in Visual Perception

Kazuhiro Sakamoto

2016 | OriginalPaper | Buchkapitel

A Neural Network Model for Retaining Object Information Required in a Categorization Task

Yuki Abe, Kazuhisa Fujita, Yoshiki Kashimori

Pattern Recognition

Frontmatter

2016 | OriginalPaper | Buchkapitel

Weighted Discriminant Analysis and Kernel Ridge Regression Metric Learning for Face Verification

Siew-Chin Chong, Andrew Beng Jin Teoh, Thian-Song Ong

2016 | OriginalPaper | Buchkapitel

An Incremental One Class Learning Framework for Large Scale Data

Qilin Deng, Yi Yang, Furao Shen, Chaomin Luo, Jinxi Zhao

2016 | OriginalPaper | Buchkapitel

Gesture Spotting by Using Vector Distance of Self-organizing Map

Yuta Ichikawa, Shuji Tashiro, Hidetaka Ito, Hiroomi Hikawa

2016 | OriginalPaper | Buchkapitel

Cross-Database Facial Expression Recognition via Unsupervised Domain Adaptive Dictionary Learning

Keyu Yan, Wenming Zheng, Zhen Cui, Yuan Zong

2016 | OriginalPaper | Buchkapitel

Adaptive Multi-view Semi-supervised Nonnegative Matrix Factorization

Jing Wang, Xiao Wang, Feng Tian, Chang Hong Liu, Hongchuan Yu, Yanbei Liu

2016 | OriginalPaper | Buchkapitel

Robust Soft Semi-supervised Discriminant Projection for Feature Learning

Xiaoyu Wang, Zhao Zhang, Yan Zhang

2016 | OriginalPaper | Buchkapitel

A Hybrid Pooling Method for Convolutional Neural Networks

Zhiqiang Tong, Kazuyuki Aihara, Gouhei Tanaka

2016 | OriginalPaper | Buchkapitel

Multi-nation and Multi-norm License Plates Detection in Real Traffic Surveillance Environment Using Deep Learning

Amira Naimi, Yousri Kessentini, Mohamed Hammami

2016 | OriginalPaper | Buchkapitel

A Study on Cluster Size Sensitivity of Fuzzy c-Means Algorithm Variants

László Szilágyi, Sándor M. Szilágyi, Călin Enăchescu

Social Networks

Frontmatter

2016 | OriginalPaper | Buchkapitel

Influence Spread Evaluation and Propagation Rebuilding

Qianwen Zhang, Cheng-Chao Huang, Jinkui Xie

2016 | OriginalPaper | Buchkapitel

A Tag Probability Correlation Based Microblog Recommendation Method

Di Zhang, Huifang Ma, Junjie Jia, Li Yu

2016 | OriginalPaper | Buchkapitel

A New Model and Heuristic for Infection Minimization by Cutting Relationships

Rafael de Santiago, Wellington Zunino, Fernando Concatto, Luís C. Lamb

2016 | OriginalPaper | Buchkapitel

Sentiment and Behavior Analysis of One Controversial American Individual on Twitter

J. Eliakin M. de Oliveira, Moshe Cotacallapa, Wilson Seron, Rafael D. C. dos Santos, Marcos G. Quiles

Brain-Machine Interface

Frontmatter

2016 | OriginalPaper | Buchkapitel

Emotion Recognition Using Multimodal Deep Learning

Wei Liu, Wei-Long Zheng, Bao-Liang Lu

2016 | OriginalPaper | Buchkapitel

Continuous Vigilance Estimation Using LSTM Neural Networks

Nan Zhang, Wei-Long Zheng, Wei Liu, Bao-Liang Lu

2016 | OriginalPaper | Buchkapitel

Motor Priming as a Brain-Computer Interface

Tom Stewart, Kiyoshi Hoshino, Andrzej Cichocki, Tomasz M. Rutkowski

2016 | OriginalPaper | Buchkapitel

Discriminating Object from Non-object Perception in a Visual Search Task by Joint Analysis of Neural and Eyetracking Data

Andrea Finke, Helge Ritter

2016 | OriginalPaper | Buchkapitel

Assessing the Properties of Single-Trial Fixation-Related Potentials in a Complex Choice Task

Dennis Wobrock, Andrea Finke, Thomas Schack, Helge Ritter

Computer Vision

Frontmatter

2016 | OriginalPaper | Buchkapitel

Unconstrained Face Detection from a Mobile Source Using Convolutional Neural Networks

Shonal Chaudhry, Rohitash Chandra

2016 | OriginalPaper | Buchkapitel

Driver Face Detection Based on Aggregate Channel Features and Deformable Part-Based Model in Traffic Camera

Yang Wang, Xiaoma Xu, Mingtao Pei

2016 | OriginalPaper | Buchkapitel

Segmentation with Selectively Propagated Constraints

Peng Han, Guangzhen Liu, Songfang Huang, Wenwu Yuan, Zhiwu Lu

2016 | OriginalPaper | Buchkapitel

Gaussian-Bernoulli Based Convolutional Restricted Boltzmann Machine for Images Feature Extraction

Ziqiang Li, Xun Cai, Ti Liang

2016 | OriginalPaper | Buchkapitel

Gaze Movement Control Neural Network Based on Multidimensional Topographic Class Grouping

Wenqi Zhong, Jun Miao, Laiyun Qing

2016 | OriginalPaper | Buchkapitel

Incremental Robust Nonnegative Matrix Factorization for Object Tracking

Fanghui Liu, Mingna Liu, Tao Zhou, Yu Qiao, Jie Yang

2016 | OriginalPaper | Buchkapitel

High Precision Direction-of-Arrival Estimation for Wideband Signals in Environment with Interference Based on Complex-Valued Neural Networks

Kazutaka Kikuta, Akira Hirose

2016 | OriginalPaper | Buchkapitel

Content-Based Image Retrieval Using Deep Search

Zhengzhong Zhou, Liqing Zhang

2016 | OriginalPaper | Buchkapitel

Robust Part-Based Correlation Tracking

Xiaodong Liu, Yue Zhou

2016 | OriginalPaper | Buchkapitel

A New Weight Adjusted Particle Swarm Optimization for Real-Time Multiple Object Tracking

Guang Liu, Zhenghao Chen, Henry Wing Fung Yeung, Yuk Ying Chung, Wei-Chang Yeh

2016 | OriginalPaper | Buchkapitel

Fast Visual Object Tracking Using Convolutional Filters

Mingxuan Di, Guang Yang, Qinchuan Zhang, Kang Fu, Hongtao Lu

2016 | OriginalPaper | Buchkapitel

An Effective Approach for Automatic LV Segmentation Based on GMM and ASM

Yurun Ma, Deyuan Wang, Yide Ma, Ruoming Lei, Min Dong, Kemin Wang, Li Wang

2016 | OriginalPaper | Buchkapitel

Position Gradient and Plane Consistency Based Feature Extraction

Sujan Chowdhury, Brijesh Verma, Ligang Zhang

2016 | OriginalPaper | Buchkapitel

Fusion of Multi-view Multi-exposure Images with Delaunay Triangulation

Hanyi Yu, Yue Zhou

2016 | OriginalPaper | Buchkapitel

Detection of Human Faces Using Neural Networks

Mozammel Chowdhury, Junbin Gao, Rafiqul Islam

2016 | OriginalPaper | Buchkapitel

Compound PDE-Based Image Restoration Algorithm Using Second-Order and Fourth-Order Diffusions

Tudor Barbu

2016 | OriginalPaper | Buchkapitel

Multi-swarm Particle Grid Optimization for Object Tracking

Feng Sha, Henry Wing Fung Yeung, Yuk Ying Chung, Guang Liu, Wei-Chang Yeh

2016 | OriginalPaper | Buchkapitel

Energy-Based Multi-plane Detection from 3D Point Clouds

Liang Wang, Chao Shen, Fuqing Duan, Ping Guo

2016 | OriginalPaper | Buchkapitel

Bi-Lp-Norm Sparsity Pursuiting Regularization for Blind Motion Deblurring

Wanlin Gan, Yue Zhou, Liming He

Backmatter

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