Neural. ^ Springer. Information Processing. Proceedings, Part I. Kuching, Malaysia, Chu Kiong Loo. Andrew Teoh. Kaizhu Huang (Eds.) November 3-6, 2014

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Transcription:

Chu Kiong Loo Kok Wai Wong Kaizhu Huang (Eds.) Keem Siah Yap Andrew Teoh Neural Information Processing 21st International Conference, ICONIP 2014 Kuching, Malaysia, Proceedings, November 36, 2014 ^ Springer

Part I Cognitive Science Transfer Entropy and Information Flow Patterns in Functional Brain Networks during Cognitive Activity 1 Md. Hedayetul Islam Shovon, D. (Nanda) Nandagopal, R.amasamy Vijayalakshmi, Jia Tina Du, and Bernadine Cocks Human Implicit Intent Discrimination Using EEG and Eye Movement 11 Ukeob Park, Rammohan Mallipeddi, and Minho Lee Towards Establishing Relationships between Human Arousal Level and Motion Mass 19 Sven Ndmm, Tiit Kdnnusaar, and Aaro Toomela Estimating Nonlinear Spatiotemporal Membrane Dynamics in Active Dendrites 27 Toshiaki Omori Inter Subject Correlation of Brain Activity during VisuoMotor Sequence Learning 35 Krishna Prasad Miyapuram, Ujjval Pamnani, Kenji Doya, and Raju S. Bapi An Agent Response System Based on Mirror Neuron and Theory of Mind 42 KyonMo Yang and SungBae Cho Dynamic of Nitric Oxide Diffusion in Volume Transmission: Model and Validation 50 Fernandez Lopez Pablo, Garcia Bdez Patricio, and Sudrez Araujo Carmen Paz A Computational Model of the Relation between Regulation of Negative Emotions and Mood 59 Altaf Hussain Abro, Michel C.A. Klein, Adnan R. Manzoor, Seyed Amin Tabatabaei, and Jan Treur Neural Networks and Learning Systems and Design Theory LowCost Representation for Restricted Boltzmann Machines 69 Son N. Tran and Artur davila Garcez

XIV AddifSilent Rule for Training Multilayered Convolutional Network Neocognitron 78 Kunihiko Fukushima Posterior Distribution Learning (PDL): A Novel Supervised Learning Framework 86 Enmei Tu, Jie Yang, Zhenghong Jia, and Nicola Kasabov Computational Model of Neocortical Learning Process: Prototype 95 Jing Xian Teo and Henry Lee Seldon Active Learning with Maximum Density and Minimum Redundancy... 103 Yingjie Gu, Zhong Jin, and Steve C. Chiu OnetoMany Association Ability of Chaotic Quaternionic Multidirectional Associative Memory Takumi Okutsu and Yuko Osana Ill An EntropyGuided Adaptive Coconstruction Method of State and Action Spaces in Reinforcement Learning 119 Masato Nagayoshi, Hajime Murao, and Hisashi Tamaki A Nodes Reduction Procedure for RBFNDDA through Histogram 127 Peg Yun Goh, Shing Chiang Tan, and Wooi Ping Cheah Toroidal Approximate Identity Neural Networks Are Universal Approximators 135 Saeed Panahian Fard and Zarita Zainuddin Selforganizing Neural Grove 143 Hirotaka Inoue Transfer Learning Using the Online FMM Model 151 Manjeevan Seera, Chee Peng Lira, and Chu Kiong Loo A Supervised Methodology to Measure the Variables Contribution to a Clustering 159 Oumaima Alaoui Ismaili, Vincent Lemaire, and Antoine Cornuejols Coupling between Spatial Consistency of Neural Firing and Local Field Potential Coherence: A Computational Study 167 Naoyuki Sato Fading Channel Prediction Based on Selfoptimizing Neural Networks 175 Tianben Ding and Akira Hirose Invariant Multiparameter Sensitivity of Oscillator Networks 183 Kenzaburo Fujiwara, Takuma Tanaka, and Kiyohiko Nakamura

Recent XV SpatialTemporal Saliency Feature Extraction for Robust MeanShift Tracker 191 Suiwu Zheng, Linshan Liu, and Hong Qiao BOOSTRON: Boosting Based Perceptron Learning 199 Mirza M. Baig, Mian.M. Awais, and ElSayed M. ElAlfy GStream: Growing Neural Gas over Data Stream 207 Mohammed Ghesmoune, Hanene Azzag, and Mustapha Lebbah Combining Active Learning and Semisupervised Learning Using Local and Global Consistency 215 Yingjie Gu, Zhong Jin, and Steve C. Chiu ComplexValued Neural Networks Progress and Future Directions (Invited Paper) 223 Akira Hirose A Cascade System of Simple Dynamic Binary Neural Networks and Its Sparsification 231 Jungo Moriyasu and Toshimichi Saito A Model of V4 Neurons Based on Sparse Coding 239 Hui Wei, Zheng Dong, and Qiang Li A Fast and MemoryEfficient Hierarchical Graph Clustering Algorithm 247 Ldszlo Szildgyi, Sdndor Miklos Szildgyi, and Beat Hirsbrunner HopfieldType Associative Memory with Sparse Modular Networks 255 Gouhei Tanaka, Toshiyuki Yamane, Daiju Nakano, Ryosho Nakane, and Yasunao Katayama Concept Drift Detection Based on Anomaly Analysis 263 Anjin Liu, Guangquan Zhang, and Jie Lu Online Learning for Faulty RBF Networks with the Concurrent Fault... Wai Yan Wan, ChiSing Leung, ZiFa Han, and Ruibin Feng 271 The Performance of the Stochastic DNNfcWTA Network 279 Ruibin Feng, ChiSing Leung, KaiTat Ng, and John Sum Modularity Maximization Adjusted by Neural Networks 287 Desiree Maldonado Carvalho, Hugo Resende, and Maria C. V. Nascimento A Dynamic Pruning Strategy for Incremental Learning on a Budget... Yusuke Kondo and Koichiro Yamauchi 295

XVI Neural Computing with Concurrent Synchrony Victor Parque, Masakazu Kobayashi, and Masatake Higashi 304 A LinePartitioned Heteroassociative Memory for Fresnel Hologram Peter Wai Ming Tsang and ChiSing Leung Storing Binary 312 A Unified Framework for Privacy Preserving Data Clustering 319 Wenye Li Spiking Neural Network with Lateral Inhibition for RewardBased Associative Learning Nooraini Yusoff and Farzana Kabir Ahmad Fuzzy Signature Neural Networks for Classification: Optimising the Structure Tom Gedeon, Xuanying Zhu, Kun He, and Leana Copeland 327 335 Selforganizing MapBased Probabilistic Associative Memory 342 Yuko Osana Neural Networks and Learning Systems Applications A Causal Model for Disease Pathway Discovery 350 Ruichu Cai, Chang Yuan, Zhifeng Hao, Wen Wen, Lijuan Wang, Weiqi Chen, and Zhihao Li Enhanced Nonlinear Features for Online Handwriting Recognition Using Deep Learning Qing Zhang, Minhua Wu, Zhenbo Luo, and Youxin Chen 358 Recognizing Human Actions by Using the Evolving Remote Supervised Method of Spiking Neural Networks 366 Xiurui Xie, Hong Qu, Guisong Liu, and Lingshuang Liu A Neural Networks Committee for the Contextual Bandit Problem 374 Robin Allesiardo, R.aphael Feraud, and Djallel Bouneffouf Multistep Predictions of Landslide Displacements Based on Echo State Network Wei Yao, Zhigang Zeng, Cheng Lian, Huiming Tang, and Tingwen Huang 382 DiscreteTime Nonlinear Generalized Policy Iteration for Optimal Control Using Neural Networks 389 Qinglai Wei, Derong Liu, and Xiong Yang

XVII ANFISBased Model for Improved Paraphrase Rating ElSayed M. ElAlfy Prediction 397 Contextual Bandit for Active Learning: Active Thompson Sampling... Djallel Bouneffouf, Romain Laroche, Tanguy Urvoy, Raphael Feraud, and Robin Allesiardo 405 Choosing the Best AutoEncoderBased Bagging Classifier: An Empirical Study 413 Yifan Nie, Wenge Rong, Yikang Shen, Chao Li, and Zhang Xiong Classification of fmri Data in the NeuCube Evolving Spiking Neural Network Architecture 421 Norhanifah Murli, Nikola Kasabov, and Bana Handaga A Hybrid Approach to Pixel Data Mining 429 Subana Shanmuganathan A Novel SOH Prediction Framework for the Lithiumion Battery Using Echo State Network 438 Jianmin Wang, Zhe Li, Xiao Li, and Youyi Zhao Significance of Nonedge Priors in Gene Regulatory Network Reconstruction 446 Ajay Nair, Madhu Chetty, and Pramod P. Wangikar Robust Lane Detection Based on Convolutional Neural Network and Random Sample Consensus 454 Jihun Kim and Minho Lee Learning Local Receptive Fields in Deep Belief Networks for Visual Feature Detection 462 Diana Turcsany and Andrzej Bargiela Adaptive Wavelet Extreme Learning Machine (AWELM) for Index Finger Recognition Using TwoChannel Electromyography 471 Khairul Anam and Adel AlJumaily Text Categorization Using an Automatically Generated Labelled Dataset: An Evaluation Study 479 Dengya Zhu and Kok Wai Wong Online Recommender System Based on Social Network Regularization 487 Zhuo Wang and Hongtao Lu A Nonlinear CrossSite Transfer Learning Approach for Recommender Systems 495 Xin Xin, Zhirun Liu, and Began Huang

XVIII Deep Learning of Multifractal Attributes from Motor Imagery Induced EEG 503 Junhua Li and Andrzej Cichocki A Fast NeuralDynamical Approach to ScaleInvariant Object Detection 511 Kasim Terzic, David Lobato, Mario Saleiro, and J.M.H. du Buf Improving Quantization Quality in BrainInspired Selforganization for Nonstationary Data Spaces 519 Kasun Gunawardana, Jayantha Rajapakse, and Damminda Alahakoon Utilizing HighDimensional Neural Networks for Pseudoorthogonalization of Memory Patterns 527 Toshifumi Minemoto, Teijiro Isokawa, Haruhiko Nishimura, and Nobuyuki Matsui Adaptive Noise Schedule for Denoising Autoencoder 535 B. Chandra and Rajesh Kumar Sharma Modeling Bidirectional Tree Contexts by Generative Transductions... Davide Bacciu, Alessio Micheli, and Alessandro Sperduti 543 A Novel Architecture for Capturing Discrete Sequences Using Selforganizing Maps 551 Manjusri Ishwara, Jayantha Rajapakse, and Damminda Alahakoon An Improved Gbest Guided Artificial Bee Colony (IGGABC) Algorithm for Classification and Prediction Tasks 559 Habib Shah, Tutut Herawan, Rozaida Ghazali, Rashid Naseem, Maslina Abdul Aziz, and Jemal H. Abawajy Artifact Removal from EEG Using a Multiobjective Independent Component Analysis Model 570 Sim Kuan Goh, Hussein A. Abbass, Kay Chen Tan, and Abdullah Al Mamun Cooperative Feature Level Data Fusion for Authentication Using Neural Networks 578 Mark Abernethy and Shri M. Rai Fuzzy Output Error as the Performance Function for Training Artificial Neural Networks to Predict Reading Comprehension from Eye Gaze 586... Leana Copeland, Tom Gedeon, and Sumudu Mendis PartBased Tracking with Appearance Learning and Structural Constrains 594 Wei Xiang and Yue Zhou

XIX Estimation of Hidden Markov Chains by a Neural Network 602 Yoshifusa Ito, Hiroyuki Izumi, and Cidambi Srinivasan Corporate Leaders Analytics and Network System (CLANS): Constructing and Mining Social Networks among Corporations and Business Elites in China 610 Yuanyuan Man, Shuai Wang, Tianyu Zhang, T.J. Wong, and Irwin King Characteristics and Potential Developments of MultipleMLP Ensemble ReRX Algorithm 619 Yoichi Hayashi, Yuki Tanaka, Tomoki Izawa, and Shota Fujisawa Author Index 629