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  • Conference proceedings
  • © 2019

Advances in Computational Intelligence

15th International Work-Conference on Artificial Neural Networks, IWANN 2019, Gran Canaria, Spain, June 12-14, 2019, Proceedings, Part II

Part of the book series: Lecture Notes in Computer Science (LNCS, volume 11507)

Part of the book sub series: Theoretical Computer Science and General Issues (LNTCS)

Conference series link(s): IWANN: International Work-Conference on Artificial Neural Networks

Conference proceedings info: IWANN 2019.

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Table of contents (75 papers)

  1. Front Matter

    Pages i-xxx
  2. Deep Learning Beyond Convolution

    1. Front Matter

      Pages 1-1
    2. Interpretability of Recurrent Neural Networks Trained on Regular Languages

      • Christian Oliva, Luis F. Lago-Fernández
      Pages 14-25
    3. Unsupervised Learning as a Complement to Convolutional Neural Network Classification in the Analysis of Saccadic Eye Movement in Spino-Cerebellar Ataxia Type 2

      • Catalin Stoean, Ruxandra Stoean, Roberto Antonio Becerra-García, Rodolfo García-Bermúdez, Miguel Atencia, Francisco García-Lagos et al.
      Pages 26-37
    4. Scale-Space Theory, F-transform Kernels and CNN Realization

      • Vojtech Molek, Irina Perfilieva
      Pages 38-48
    5. Numerosity Representation in InfoGAN: An Empirical Study

      • Andrea Zanetti, Alberto Testolin, Marco Zorzi, Pawel Wawrzynski
      Pages 49-60
    6. Deep Residual Learning for Human Identification Based on Facial Landmarks

      • Abdelgader Abdelwhab Abdelgader, Serestina Viriri
      Pages 61-72
    7. Dynamic Clustering of Time Series with Echo State Networks

      • Miguel Atencia, Catalin Stoean, Ruxandra Stoean, Roberto Rodríguez-Labrada, Gonzalo Joya
      Pages 73-83
  3. Machine Learning in Vision and Robotics

    1. Front Matter

      Pages 123-123
    2. Real-Time Logo Detection in Brand-Related Social Media Images

      • Oscar Orti, Ruben Tous, Mauro Gomez, Jonatan Poveda, Leonel Cruz, Otto Wust
      Pages 125-136
    3. A Novel Framework for Fine Grained Action Recognition in Soccer

      • Yaparla Ganesh, Allaparthi Sri Teja, Sai Krishna Munnangi, Garimella Rama Murthy
      Pages 137-150
    4. Towards Automatic Crack Detection by Deep Learning and Active Thermography

      • Ramón Moreno, Eider Gorostegui-Colinas, Pablo López de Uralde, Ander Muniategui
      Pages 151-162
    5. Optimization of Convolutional Neural Network Ensemble Classifiers by Genetic Algorithms

      • Miguel A. Molina-Cabello, Cristian Accino, Ezequiel López-Rubio, Karl Thurnhofer-Hemsi
      Pages 163-173
    6. One Dimensional Fourier Transform on Deep Learning for Industrial Welding Quality Control

      • Ander Muniategui, Jon Ander del Barrio, Xabier Angulo Vinuesa, Manuel Masenlle, Aitor García de la Yedra, Ramón Moreno
      Pages 174-185
    7. A Serious Game to Build a Database for ErrP Signal Recognition

      • Adam Pinto, Guilherme Nardari, Marco Mijam, Edgard Morya, Roseli Romero
      Pages 186-197

Other Volumes

  1. Advances in Computational Intelligence

About this book

This two-volume set LNCS 10305 and LNCS 10306 constitutes the refereed proceedings of the 15th International Work-Conference on Artificial Neural Networks, IWANN 2019, held at Gran Canaria, Spain, in June 2019.
The 150 revised full papers presented in this two-volume set were carefully reviewed and selected from 210 submissions. The papers are organized in topical sections on machine learning in weather observation and forecasting; computational intelligence methods for time series; human activity recognition; new and future tendencies in brain-computer interface systems; random-weights neural networks; pattern recognition; deep learning and natural language processing; software testing and intelligent systems; data-driven intelligent transportation systems; deep learning models in healthcare and biomedicine; deep learning beyond convolution; artificial neural network for biomedical image processing; machine learning in vision and robotics; system identification, process control,and manufacturing; image and signal processing; soft computing; mathematics for neural networks; internet modeling, communication and networking; expert systems; evolutionary and genetic algorithms; advances in computational intelligence; computational biology and bioinformatics.

Editors and Affiliations

  • University of Granada, Granada, Spain

    Ignacio Rojas

  • University of Malaga, Malaga, Spain

    Gonzalo Joya

  • Polytechnic University of Catalonia, Barcelona, Spain

    Andreu Catala

Bibliographic Information

Buy it now

Buying options

eBook USD 84.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book USD 109.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Other ways to access