| Description |
1 online resource (xxvi, 852 pages) : illustrations |
| Series |
Lecture Notes in Computer Science, 0302-9743 ; 8681 |
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LNCS sublibrary. SL 1, Theoretical computer science and general issues |
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Lecture notes in computer science ; 8681. 0302-9743
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LNCS sublibrary. SL 1, Theoretical computer science and general issues.
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| Contents |
Recurrent networks ; Sequence learning ; Dynamic cortex memory : enhancing recurrent neural networks for gradient-based sequence learning / Sebastian Otte, Marcus Liwicki, and Andreas Zell -- Learning and recognition of multiple fluctuating temporal patterns using S-CTRNN / Shingo Murata, Hiroaki Arie, Tetsuya Ogata, Jun Tani, and Shigeki Sugano -- Regularized recurrent neural networks for data efficient dual-task learning / Sigurd Spieckermann, Siegmund Düll, Steffen Udluft, and Thomas Runkler -- Echo state networks ; On-line training of ESN and IP tuning effect / Petia Koprinkova-Hristova -- An incremental approach to language acquisition : thematic role assignment with echo state networks / Xavier Hinaut and Stefan Wermter -- Memory capacity of input-driven echo state networks at the edge of chaos / Peter Barančok and Igor Farkaš -- Adaptive critical reservoirs with power law forgetting of unexpected input sequences / Norbert Michael Mayer -- Recurrent network theory ; Interactive evolving recurrent neural networks are super-Turing universal / Jérémie Cabessa and Alessandro E.P. Villa -- Attractor metadynamics in adapting neural networks / Claudius Gros, Mathias Linkerhand, and Valentin Walther -- Basic feature quantities of digital spike maps / Hiroki Yamaoka, Narutoshi Horimoto, and Toshimichi Saito -- |
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Competitive learning and self-organisation ; Discriminative fast soft competitive learning / Frank-Michael Schleif -- Human action recognition with hierarchical growing neural gas learning / German Ignacio Parisi, Cornelius Weber, and Stefan Wermter -- Real-time anomaly detection with a growing neural gas / Nicolai Waniek, Simon Bremer, and Jörg Conradt -- Classification with reject option using the self-organizing map / Ricardo Sousa, Ajalmar R. da Rocha Neto, Jaime S. Cardoso, and Guilherme A. Barreto -- Clustering and classification ; A non-parametric maximum entropy clustering / Hideitsu Hino and Noboru Murata -- Instance selection using two phase collaborative neighbor representation / Fadi Dornaika and I. Kamal Aldine -- Global metric learning by gradient descent / Jens Hocke and Thomas Martinetz -- Leaving local optima in unsupervised kernel regression / Daniel Lückehe and Oliver Kramer -- Trees and graphs ; An algorithm for directed graph estimation / Hideitsu Hino, Atsushi Noda, Masami Tatsuno, Shotaro Akaho, and Noboru Murata -- Merging strategy for local model networks based on the Lolimot algorithm / Torsten Fischer and Oliver Nelles -- Factor graph inference engine on the SpiNNaker neural computing system / Indar Sugiarto and Jörg Conradt -- High-dimensional binary pattern classification by scalar neural network tree / Vladimir Kryzhanovsky, Magomed Malsagov, Juan Antonio Clares Tomas, and Irina Zhelavskaya -- |
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Human-machine interaction ; Human activity recognition on smartphones with awareness of basic activities and postural transitions / Jorge-Luis Reyes-Ortiz, Luca Oneto, Alessandro Ghio, Albert Samá, Davide Anguita, and Xavier Parra -- sNN-LDS : spatio-temporal non-negative sparse coding for human action recognition / Thomas Guthier, Adrian Šošić, Volker Willert, and Julian Eggert -- Interactive language understanding with multiple timescale recurrent neural networks / Stefan Heinrich and Stefan Wermter -- A neural dynamic architecture resolves phrases about spatial relations in visual scenes / Mathis Richter, Jonas Lins, Sebastian Schneegans, and Gregor Schöner -- Chinese image character recognition using DNN and machine simulated training samples / Jinfeng Bai, Zhineng Chen, Bailan Feng, and Bo Xu -- Polyphonic music generation by modeling temporal dependencies using a RNN-DBN / Kratarth Goel, Raunaq Vohra, and J. K. Sahoo -- On improving the classification capability of reservoir computing for Arabic speech recognition / Abdulrahman Alalshekmubarak and Leslie S. Smith -- Neural network based data fusion for hand pose recognition with multiple ToF sensors / Thomas Kopinski, Alexander Gepperth, Stefan Geisler, and Uwe Handmann -- Sparse single-hidden layer feedforward network for mapping natural language questions to SQL queries / Issam Hadj Laradji, Lahouari Ghouti, Faisal Saleh, and Musab A. AlTurki -- Towards context-dependence eye movements prediction in smart meeting rooms / Redwan Abdo A. Mohammed, Lars Schwabe, and Oliver Staadt -- |
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Deep networks ; Variational EM learning of DSBNs with conditional deep Boltzmann machines / Xing Zhang and Siwei Lyu -- Improving deep neural network performance by reusing features trained with transductive transference / Chetak Kandaswamy, Luı́s M. Silva, Luı́s A. Alexandre, Jorge M. Santos, and Joaquim Marques de Sá -- From maxout to channel-out : encoding information on sparse pathways / Qi Wang and Joseph JaJa -- Minimizing computation in convolutional neural networks / Jason Cong and Bingjun Xiao -- One-shot learning with feedback for multi-layered convolutional network / Kunihiko Fukushima -- Theory ; Optimization ; Row-action projections for nonnegative matrix factorization / Rafał Zdunek -- Structure perturbation optimization for Hopfield-type neural networks / Gang Yang, Xirong Li, Jieping Xu, and Qin Jin -- Complex-valued multilayer perceptron search utilizing singular regions of complex-valued parameter space / Seiya Satoh and Ryohei Nakano -- Layered networks ; Mix-matrix transformation method for max-cut problem / Iakov Karandashev and Boris Kryzhanovsky -- Complexity of shallow networks representing functions with large variations / Věra Kůrková and Marcello Sanguineti -- Visualizing hierarchical representation in a multilayered restricted RBF network / Pitoyo Hartono, Paul Hollensen, and Thomas Trappenberg -- |
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Reinforcement learning and action ; Contingent features for reinforcement learning / Nathan Sprague -- A non-stationary infinite partially-observable Markov decision process / Sotirios P. Chatzis and Dimitrios Kosmopoulos -- Tool-body assimilation model based on body babbling and a neuro-dynamical system for motion generation / Kuniyuki Takahashi, Tetsuya Ogata, Hadi Tjandra, Shingo Murata, Hiroaki Arie, and Shigeki Sugano -- A Gaussian process reinforcement learning algorithm with adaptability and minimal tuning requirements / Jonathan Strahl, Timo Honkela, and Paul Wagner -- Sensorimotor control learning using a new adaptive spiking neuro-fuzzy machine, spike-IDS and STDP / Mohsen Firouzi, Saeed Bagheri Shouraki, and Jörg Conradt -- Model-based identification of EEG markers for learning opportunities in an associative learning task with delayed feedback / Felix Putze, Daniel V. Holt, Tanja Schultz, and Joachim Funke -- Vision ; Detection and recognition ; Structured prediction for object detection in deep neural networks / Hannes Schulz and Sven Behnke -- A multichannel convolutional neural network for hand posture recognition / Pablo Barros, Sven Magg, Cornelius Weber, and Stefan Wermter -- A two-stage classifier architecture for detecting objects under real-world occlusion patterns / Marvin Struwe, Stephan Hasler, and Ute Bauer-Wersing -- Towards sparsity and selectivity : Bayesian learning of restricted Boltzmann machine for early visual features / Hanchen Xiong, Sandor Szedmak, Antonio Rodrı́guez-Sánchez, and Justus Piater -- Invariances and shape recovery ; Online learning of invariant object recognition in a hierarchical neural network / Markus Leßmann and Rolf P. Würtz -- Incorporating scale invariance into the cellular associative neural network / Nathan Burles, Simon O'Keefe, and James Austin -- Shape from shading by model inclusive learning with simultaneously estimating reflection parameters / Yasuaki Kuroe and Hajimu Kawakami -- Attention and pose estimation ; Instance-based object recognition with simultaneous pose estimation using keypoint maps and neural dynamics / Oliver Lomp, Kasim Terzić, Christian Faubel, J. M. H. du Buf, and Gregor Schöner -- How visual attention and suppression facilitate object recognition? / Frederik Beuth, Amirhossein Jamalian, and Fred H. Hamker -- Analysis of neural circuit for visual attention using lognormally distributed input / Yoshihiro Nagano, Norifumi Watanabe, and Atsushi Aoyama -- |
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Supervised learning ; Ensembles ; Dynamic ensemble selection and instantaneous pruning for regression used in signal calibration / Kaushala Dias and Terry Windeatt -- Global and local rejection option in multi-classification task / Marcin Luckner -- Comparative study of accuracies on the family of the recursive-rule extraction algorithm / Yoichi Hayashi, Yuki Tanaka, Shota Fujisawa, and Tomoki Izawa -- Improving the convergence property of soft committee machines by replacing derivative with truncated Gaussian function / Kazuyuki Hara and Kentaro Katahira -- Regression ; Fast sensitivity-based training of BP-networks / Iveta Mrázová and Zuzana Petřı́čková -- Learning anisotropic RBF kernels / Fabio Aiolli and Michele Donini -- Empowering imbalanced data in supervised learning : a semi-supervised learning approach / Bassam A. Almogahed and Ioannis A. Kakadiaris -- A geometrical approach for parameter selection of radial basis functions networks / Luiz C. B. Torres, André P. Lemos, Cristiano L. Castro, and Antônio P. Braga -- Sampling hidden parameters from oracle distribution / Sho Sonoda and Noboru Murata -- Incremental input variable selection by block addition and block deletion / Shigeo Abe -- Classification ; A CFS-based feature weighting approach to naive Bayes text classifiers / Shasha Wang, Liangxiao Jiang, and Chaoqun Li -- Local rejection strategies for learning vector quantization / Lydia Fischer, Barbara Hammer, and Heiko Wersing -- Efficient adaptation of structure metrics in prototype-based classification / Bassam Mokbel, Benjamin Paassen, and Barbara Hammer -- Improved adaline networks for robust pattern classification / César Lincoln C. Mattos, José Daniel Alencar Santos, and Guilherme A. Barreto -- Learning under concept drift with support vector machines / Omar Ayad -- Two subspace-based kernel local discriminant embedding / Fadi Dornaika and Alireza Bosaghzadeh -- |
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Dynamical models and time series ; Coupling Gaussian process dynamical models with product-of-experts kernels / Dmytro Velychko, Dominik Endres, Nick Taubert, and Martin A. Giese -- A deep dynamic binary neural network and its application to matrix converters / Jungo Moriyasu and Toshimichi Saito -- Improving humanoid robot speech recognition with sound source localisation / Jorge Dávila-Chacón, Johannes Twiefel, Jindong Liu, and Stefan Wermter -- Control of UPOs of unknown chaotic systems via ANN / Amine M. Khelifa and Abdelkrim Boukabou -- Event-based visual data sets for prediction tasks in spiking neural networks / Tingting (Amy) Gibson, Scott Heath, Robert P. Quinn, Alexia H. Lee, Joshua T. Arnold, Tharun S. Sonti, Andrew Whalley, George P. Shannon, Brian T. Song, James A. Henderson, and Janet Wiles -- Modeling of chaotic time series by interval type-2 NEO-fuzzy neural network / Yancho Todorov and Margarita Terziyska -- |
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Neuroscience ; Cortical models ; Excitation/inhibition patterns in a system of coupled cortical columns / Daniel Malagarriga, Alessandro E. P. Villa, Jordi Garcı́a-Ojalvo, and Antonio J. Pons -- Self-generated off-line memory reprocessing strongly improves generalization in a hierarchical recurrent neural network / Jenia Jitsev -- Lateral inhibition pyramidal neural networks designed by particle swarm optimization / Alessandra M. Soares, Bruno J. T. Fernandes, and Carmelo J. A. Bastos-Filho -- Bio-mimetic path integration using a self organizing population of grid cells / Ankur Sinha and Jack Jianguo Wang -- Learning spatial transformations using structured gain-field networks / Jan Kneissler and Martin V. Butz -- Line attractors and neural fields ; Flexible cue integration by line attraction dynamics and divisive normalization / Mohsen Firouzi, Stefan Glasauer, and Jörg Conradt -- Learning to look : a dynamic neural fields architecture for gaze shift generation / Christian Bell, Tobias Storck, and Yulia Sandamirskaya -- Skeleton model for the neurodynamics of visual action representations / Martin A. Giese -- Latency-based probabilistic information processing in recurrent neural hierarchies / Alexander Gepperth and Mathieu Lefort -- Spiking and single cell models ; Factors influencing polychronous group sustainability as a model of working memory / Panagiotis Ioannou, Matthew Casey, and André Grüning -- Pre- and postsynaptic properties regulate synaptic competition through spike-timing-dependent plasticity / Hana Ito and Katsunori Kitano -- Location-dependent dendritic computation in a modeled striata projection neuron / Youwei Zheng, Lars Schwabe, and Joshua L. Plotkin -- Classifying spike patterns by reward-modulated STDP / Brian Gardner, Ioana Sporea, and André Grüning -- |
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Applications ; Users and social technologies ; Quantifying the effect of meaning variation in survey analysis / Henri Sintonen, Juha Raitio, and Timo Honkela -- Discovery of spatio-temporal patterns from Foursquare by diffusion-type estimation and ICA / Yoshitatsu Matsuda, Kazunori Yamaguchi, and Ken-ichiro Nishioka -- Content-boosted restricted Boltzmann machine for recommendation / Yongqi Liu, Qiuli Tong, Zhao Du, and Lantao Hu -- Financial self-organizing maps / Marina Resta -- Technical systems ; RatSLAM on humanoids : a bio-inspired SLAM model adapted to a humanoid robot / Stefan Müller, Cornelius Weber, and Stefan Wermter -- Precise wind power prediction with SVM ensemble regression / Justin Heinermann and Oliver Kramer -- Neural network approaches to solution of the inverse problem of identification and determination of partial concentrations of salts in multi-component water solutions / Sergey Dolenko, Sergey Burikov, Tatiana Dolenko, Alexander Efitorov, Kirill Gushchin, and Igor Persiantsev -- Lateral inhibition pyramidal neural network for detection of optical defocus (Zernike Z5) / Bruno J. T. Fernandes and Diego Rativa -- Development of a dynamically extendable SpiNNaker chip computing module / Rui Araújo, Nicolai Waniek, and Jörg Conradt -- The importance of physiological noise regression in high temporal resolution fMRI / Norman Scheel, Catie Chang, and Amir Madany Mamlouk -- Development of automated diagnostic system for skin cancer : performance analysis of neural network learning algorithms for classification / Ammara Masood, Adel Ali Al-Jumaily, and Tariq Adnan -- |
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Demonstrations ; Entrepreneurship support based on mixed bio-artificial neural network simulator (ESBBANN) / Eugenio M. Fedriani and Manuel Chaves-Maza -- Live demonstration : real-time motor rotation frequency detection by spike-based visual and auditory sensory fusion on AER and FPGA / Antonio Rios-Navarro, Angel Jimenez-Fernandez, Elena Cerezuela-Escudero, Manuel Rivas, Gabriel Jimenez-Moreno, and Alejandro Linares-Barranco |
| Summary |
The book constitutes the proceedings of the 24th International Conference on Artificial Neural Networks, ICANN 2014, held in Hamburg, Germany, in September 2014. The 107 papers included in the proceedings were carefully reviewed and selected from 173 submissions. ICANN aims at bringing together researchers from different research fields, such as computer science, neuroscience, cognitive science, and engineering. Further aims are to address new challenges, share solutions, and discuss future research directions toward developing more intelligent artificial systems and increasing our understanding of neural and cognitive processes in the brain |
| Analysis |
computerwetenschappen |
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computer sciences |
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informatiesystemen |
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information systems |
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internet |
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beeldverwerking |
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image processing |
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machine vision |
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patroonherkenning |
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pattern recognition |
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algoritmen |
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algorithms |
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computeranalyse |
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computer analysis |
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kunstmatige intelligentie |
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artificial intelligence |
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computational science |
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Information and Communication Technology (General) |
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Informatie- en communicatietechnologie (algemeen) |
| Bibliography |
Includes bibliographic references at chapter ends, and author index |
| Notes |
Online resource; title from PDF title page (SpringerLink, viewed August 27, 2014) |
| Subject |
Neural networks (Computer science) -- Congresses
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Neural networks (Computer science)
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| Genre/Form |
proceedings (reports)
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Conference papers and proceedings
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Conference papers and proceedings.
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Actes de congrès.
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| Form |
Electronic book
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| Author |
Wermter, Stefan, editor.
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Weber, Cornelius. editor
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Duch, W. (Włodzisław), 1954- editor.
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Honkela, Timo. editor.
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Koprinkova-Hristova, Petia. editor.
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Magg, Sven. editor
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Palm, Günther. editor.
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Villa, Alessandro E. P., editor.
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| ISBN |
9783319111797 |
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3319111795 |
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