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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

Applications

Frontmatter

2016 | OriginalPaper | Buchkapitel

Classifying Human Activities with Temporal Extension of Random Forest

Shih Yin Ooi, Shing Chiang Tan, Wooi Ping Cheah

2016 | OriginalPaper | Buchkapitel

Echo State Network Ensemble for Human Motion Data Temporal Phasing: A Case Study on Tennis Forehands

Boris Bačić

2016 | OriginalPaper | Buchkapitel

Unregistered Bosniak Classification with Multi-phase Convolutional Neural Networks

Myunggi Lee, Hyeogjin Lee, Jiyong Oh, Hak Jong Lee, Seung Hyup Kim, Nojun Kwak

2016 | OriginalPaper | Buchkapitel

Direct Estimation of Wrist Joint Angular Velocities from Surface EMGs by Using an SDNN Function Approximator

Kazumasa Horie, Atsuo Suemitsu, Tomohiro Tanno, Masahiko Morita

2016 | OriginalPaper | Buchkapitel

Data Analysis of Correlation Between Project Popularity and Code Change Frequency

Dabeeruddin Syed, Jadran Sessa, Andreas Henschel, Davor Svetinovic

2016 | OriginalPaper | Buchkapitel

Hidden Space Neighbourhood Component Analysis for Cancer Classification

Li Zhang, Xiaojuan Huang, Bangjun Wang, Fanzhang Li, Zhao Zhang

2016 | OriginalPaper | Buchkapitel

Prediction of Bank Telemarketing with Co-training of Mixture-of-Experts and MLP

Jae-Min Yu, Sung-Bae Cho

2016 | OriginalPaper | Buchkapitel

Prioritising Security Tests on Large-Scale and Distributed Software Development Projects by Using Self-organised Maps

Marcos Alvares, Fernando Buarque de Lima Neto, Tshilidzi Marwala

2016 | OriginalPaper | Buchkapitel

Android Malware Detection Method Based on Function Call Graphs

Yuxin Ding, Siyi Zhu, Xiaoling Xia

2016 | OriginalPaper | Buchkapitel

Proposal of Singular-Unit Restoration by Focusing on the Spatial Continuity of Topographical Statistics in Spectral Domain

Kazuhide Ichikawa, Akira Hirose

2016 | OriginalPaper | Buchkapitel

Inferring Users’ Gender from Interests: A Tag Embedding Approach

Peisong Zhu, Tieyun Qian, Ming Zhong, Xuhui Li

2016 | OriginalPaper | Buchkapitel

Fast Color Quantization via Fuzzy Clustering

László Szilágyi, Gellért Dénesi, Călin Enăchescu

2016 | OriginalPaper | Buchkapitel

Extended Dependency-Based Word Embeddings for Aspect Extraction

Xin Wang, Yuanchao Liu, Chengjie Sun, Ming Liu, Xiaolong Wang

2016 | OriginalPaper | Buchkapitel

Topological Order Discovery via Deep Knowledge Tracing

Jiani Zhang, Irwin King

2016 | OriginalPaper | Buchkapitel

PTR: Phrase-Based Topical Ranking for Automatic Keyphrase Extraction in Scientific Publications

Minmei Wang, Bo Zhao, Yihua Huang

2016 | OriginalPaper | Buchkapitel

Neural Network Based Association Rule Mining from Uncertain Data

Sameen Mansha, Zaheer Babar, Faisal Kamiran, Asim Karim

2016 | OriginalPaper | Buchkapitel

Analysis and Knowledge Discovery by Means of Self-Organizing Maps for Gaia Data Releases

Marco Antonio Álvarez, Carlos Dafonte, Daniel Garabato, Minia Manteiga

Computational and Cognitive Neurosciences

Frontmatter

2016 | OriginalPaper | Buchkapitel

The Impact of Adaptive Regularization of the Demand Predictor on a Multistage Supply Chain Simulation

Fumiaki Saitoh

2016 | OriginalPaper | Buchkapitel

The Effect of Reward Information on Perceptual Decision-Making

Devu Mahesan, Manisha Chawla, Krishna P. Miyapuram

2016 | OriginalPaper | Buchkapitel

Doubting What to Eat: A Computational Model for Food Choice Using Different Valuing Perspectives

Altaf H. Abro, Jan Treur

2016 | OriginalPaper | Buchkapitel

A Novel Graph Regularized Sparse Linear Discriminant Analysis Model for EEG Emotion Recognition

Yang Li, Wenming Zheng, Zhen Cui, Xiaoyan Zhou

2016 | OriginalPaper | Buchkapitel

Information Maximization in a Feedforward Network Replicates the Stimulus Preference of the Medial Geniculate and the Auditory Cortex

Takuma Tanaka

2016 | OriginalPaper | Buchkapitel

A Simple Visual Model Accounts for Drift Illusion and Reveals Illusory Patterns

Daiki Nakamura, Shunji Satoh

2016 | OriginalPaper | Buchkapitel

An Internal Model of the Human Hand Affects Recognition of Graspable Tools

Masazumi Katayama, Yusuke Akimaru

2016 | OriginalPaper | Buchkapitel

Perceptual Representation of Material Quality: Adaptation to BRDF-Morphing Images

K. Kudou, K. Sakai

2016 | OriginalPaper | Buchkapitel

GPU-Accelerated Simulations of an Electric Stimulus and Neural Activities in Electrolocation

Kazuhisa Fujita, Yoshiki Kashimori

2016 | OriginalPaper | Buchkapitel

Analysis of Similarity and Differences in Brain Activities Between Perception and Production of Facial Expressions Using EEG Data and the NeuCube Spiking Neural Network Architecture

Hideaki Kawano, Akinori Seo, Zohreh Gholami Doborjeh, Nikola Kasabov, Maryam Gholami Doborjeh

2016 | OriginalPaper | Buchkapitel

Self and Non-self Discrimination Mechanism Based on Predictive Learning with Estimation of Uncertainty

Ryoichi Nakajo, Maasa Takahashi, Shingo Murata, Hiroaki Arie, Tetsuya Ogata

2016 | OriginalPaper | Buchkapitel

A Framework for Ontology Based Management of Neural Network as a Service

Erich Schikuta, Abdelkader Magdy, A. Baith Mohamed

2016 | OriginalPaper | Buchkapitel

Computational Model of the Cerebellum and the Basal Ganglia for Interval Timing Learning

Ohki Katakura, Tadashi Yamazaki

2016 | OriginalPaper | Buchkapitel

Bihemispheric Cerebellar Spiking Network Model to Simulate Acute VOR Motor Learning

Keiichiro Inagaki, Yutaka Hirata

Theory and Algorithms

Frontmatter

2016 | OriginalPaper | Buchkapitel

Modeling the Propensity Score with Statistical Learning

Kenshi Uchihashi, Atsunori Kanemura

2016 | OriginalPaper | Buchkapitel

Analysis of the DNN-kWTA Network Model with Drifts in the Offset Voltages of Threshold Logic Units

Ruibin Feng, Chi-Sing Leung, John Sum

2016 | OriginalPaper | Buchkapitel

Efficient Numerical Simulation of Neuron Models with Spatial Structure on Graphics Processing Units

Tsukasa Tsuyuki, Yuki Yamamoto, Tadashi Yamazaki

2016 | OriginalPaper | Buchkapitel

A Scalable Patch-Based Approach for RGB-D Face Recognition

Nesrine Grati, Achraf Ben-Hamadou, Mohamed Hammami

2016 | OriginalPaper | Buchkapitel

Gaussian Processes Based Fusion of Multiple Data Sources for Automatic Identification of Geological Boundaries in Mining

Katherine L. Silversides, Arman Melkumyan

2016 | OriginalPaper | Buchkapitel

Speaker Detection in Audio Stream via Probabilistic Prediction Using Generalized GEBI

Koki Sakata, Shota Sakashita, Kazuya Matsuo, Shuichi Kurogi

2016 | OriginalPaper | Buchkapitel

Probabilistic Prediction for Text-Prompted Speaker Verification Capable of Accepting Spoken Words with the Same Meaning but Different Pronunciations

Shota Sakashita, Satoshi Takeguchi, Kazuya Matsuo, Shuichi Kurogi

2016 | OriginalPaper | Buchkapitel

Segment-Level Probabilistic Sequence Kernel Based Support Vector Machines for Classification of Varying Length Patterns of Speech

Shikha Gupta, Veena Thenkanidiyoor, Dileep Aroor Dinesh

2016 | OriginalPaper | Buchkapitel

Attention Estimation for Input Switch in Scalable Multi-display Environments

Xingyuan Bu, Mingtao Pei, Yunde Jia

2016 | OriginalPaper | Buchkapitel

Deep Dictionary Learning vs Deep Belief Network vs Stacked Autoencoder: An Empirical Analysis

Vanika Singhal, Anupriya Gogna, Angshul Majumdar

2016 | OriginalPaper | Buchkapitel

Bi-directional LSTM Recurrent Neural Network for Chinese Word Segmentation

Yushi Yao, Zheng Huang

2016 | OriginalPaper | Buchkapitel

Alternating Optimization Method Based on Nonnegative Matrix Factorizations for Deep Neural Networks

Tetsuya Sakurai, Akira Imakura, Yuto Inoue, Yasunori Futamura

2016 | OriginalPaper | Buchkapitel

Fissionable Deep Neural Network

DongXu Tan, JunMin Wu, HuanXin Zheng, Yan Yin, YaXin Liu

2016 | OriginalPaper | Buchkapitel

A Structural Learning Method of Restricted Boltzmann Machine by Neuron Generation and Annihilation Algorithm

Shin Kamada, Takumi Ichimura

2016 | OriginalPaper | Buchkapitel

Semi-supervised Learning for Convolutional Neural Networks Using Mild Supervisory Signals

Takashi Shinozaki

2016 | OriginalPaper | Buchkapitel

On the Singularity in Deep Neural Networks

Tohru Nitta

2016 | OriginalPaper | Buchkapitel

A Deep Neural Network Architecture Using Dimensionality Reduction with Sparse Matrices

Wataru Matsumoto, Manabu Hagiwara, Petros T. Boufounos, Kunihiko Fukushima, Toshisada Mariyama, Zhao Xiongxin

2016 | OriginalPaper | Buchkapitel

Noisy Softplus: A Biology Inspired Activation Function

Qian Liu, Steve Furber

2016 | OriginalPaper | Buchkapitel

Compressing Word Embeddings

Martin Andrews

2016 | OriginalPaper | Buchkapitel

An Iterative Incremental Learning Algorithm for Complex-Valued Hopfield Associative Memory

Naoki Masuyama, Chu Kiong Loo

2016 | OriginalPaper | Buchkapitel

LDA-Based Word Image Representation for Keyword Spotting on Historical Mongolian Documents

Hongxi Wei, Guanglai Gao, Xiangdong Su

2016 | OriginalPaper | Buchkapitel

Solving the Vanishing Information Problem with Repeated Potential Mutual Information Maximization

Ryotaro Kamimura

2016 | OriginalPaper | Buchkapitel

Self-organization on a Sphere with Application to Topological Ordering of Chinese Characters

Andrew P. Papliński

2016 | OriginalPaper | Buchkapitel

A Spectrum Allocation Algorithm Based on Optimization and Protection in Cognitive Radio Networks

Jing Gao, Jianyu Lv, Xin Song

2016 | OriginalPaper | Buchkapitel

A Conjugate Gradient-Based Efficient Algorithm for Training Single-Hidden-Layer Neural Networks

Xiaoling Gong, Jian Wang, Yanjiang Wang, Jacek M. Zurada

2016 | OriginalPaper | Buchkapitel

The Ability of Learning Algorithms for Fuzzy Inference Systems Using Vector Quantization

Hirofumi Miyajima, Noritaka Shigei, Hiromi Miyajima

2016 | OriginalPaper | Buchkapitel

An Improved Multi-strategy Ensemble Artificial Bee Colony Algorithm with Neighborhood Search

Xinyu Zhou, Mingwen Wang, Jianyi Wan, Jiali Zuo

2016 | OriginalPaper | Buchkapitel

Gender-Specific Classifiers in Phoneme Recognition and Academic Emotion Detection

Arnulfo Azcarraga, Arces Talavera, Judith Azcarraga

2016 | OriginalPaper | Buchkapitel

Local Invariance Representation Learning Algorithm with Multi-layer Extreme Learning Machine

Xibin Jia, Xiaobo Li, Hua Du, Bir Bhanu

2016 | OriginalPaper | Buchkapitel

Two-Dimensional Soft Linear Discriminant Projection for Robust Image Feature Extraction and Recognition

Yu Tang, Zhao Zhang, Weiming Jiang

2016 | OriginalPaper | Buchkapitel

Asymmetric Synaptic Connections in Z(2) Gauge Neural Network

Atsutomo Murai, Tetsuo Matsui

2016 | OriginalPaper | Buchkapitel

SOMphony: Visualizing Symphonies Using Self Organizing Maps

Arnulfo Azcarraga, Fritz Kevin Flores

2016 | OriginalPaper | Buchkapitel

Online EM for the Normalized Gaussian Network with Weight-Time-Dependent Updates

Jana Backhus, Ichigaku Takigawa, Hideyuki Imai, Mineichi Kudo, Masanori Sugimoto

2016 | OriginalPaper | Buchkapitel

Learning Phrase Representations Based on Word and Character Embeddings

Jiangping Huang, Donghong Ji, Shuxin Yao, Wenzhi Huang, Bo Chen

2016 | OriginalPaper | Buchkapitel

A Mobile-Based Obstacle Detection Method: Application to the Assistance of Visually Impaired People

Manal Abdulaziz Alshehri, Salma Kammoun Jarraya, Hanene Ben-Abdallah

2016 | OriginalPaper | Buchkapitel

t-SNE Based Visualisation and Clustering of Geological Domain

Mehala Balamurali, Arman Melkumyan

2016 | OriginalPaper | Buchkapitel

Data-Based Optimal Tracking Control of Nonaffine Nonlinear Discrete-Time Systems

Biao Luo, Derong Liu, Tingwen Huang, Chao Li

2016 | OriginalPaper | Buchkapitel

Time Series Classification Based on Multi-codebook Important Time Subsequence Approximation Algorithm

Zhiwei Tao, Li Zhang, Bangjun Wang, Fanzhang Li

2016 | OriginalPaper | Buchkapitel

Performance Improvement via Bagging in Ensemble Prediction of Chaotic Time Series Using Similarity of Attractors and LOOCV Predictable Horizon

Mitsuki Toidani, Kazuya Matsuo, Shuichi Kurogi

2016 | OriginalPaper | Buchkapitel

A Review of EEG Signal Simulation Methods

Muhammad Izhan Noorzi, Ibrahima Faye

2016 | OriginalPaper | Buchkapitel

A New Blind Image Quality Assessment Based on Pairwise

Jianbin Jiang, Yue Zhou, Liming He

2016 | OriginalPaper | Buchkapitel

Self-organizing Maps as Feature Detectors for Supervised Neural Network Pattern Recognition

Macario O. Cordel, Arren Matthew C. Antioquia, Arnulfo P. Azcarraga

2016 | OriginalPaper | Buchkapitel

A Review of Electroencephalogram-Based Analysis and Classification Frameworks for Dyslexia

Harshani Perera, Mohd Fairuz Shiratuddin, Kok Wai Wong

2016 | OriginalPaper | Buchkapitel

Rule-Based Grass Biomass Classification for Roadside Fire Risk Assessment

Ligang Zhang, Brijesh Verma

2016 | OriginalPaper | Buchkapitel

Efficient Recognition of Attentional Bias Using EEG Data and the NeuCube Evolving Spatio-Temporal Data Machine

Zohreh Gholami Doborjeh, Maryam Gholami Doborjeh, Nikola Kasabov

Backmatter

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