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15th IWANN 2019: Gran Canaria, Spain - Part II
- Ignacio Rojas, Gonzalo Joya, Andreu Català:
Advances in Computational Intelligence - 15th International Work-Conference on Artificial Neural Networks, IWANN 2019, Gran Canaria, Spain, June 12-14, 2019, Proceedings, Part II. Lecture Notes in Computer Science 11507, Springer 2019, ISBN 978-3-030-20517-1
Deep Learning Beyond Convolution
- Petr Hurtík
, Vojtech Molek:
Fuzzy Preprocessing for Semi-supervised Image Classification in Modern Industry. 3-13 - Christian Oliva
Interpretability of Recurrent Neural Networks Trained on Regular Languages. 14-25 - Catalin Stoean
Unsupervised Learning as a Complement to Convolutional Neural Network Classification in the Analysis of Saccadic Eye Movement in Spino-Cerebellar Ataxia Type 2. 26-37 - Vojtech Molek
Scale-Space Theory, F-transform Kernels and CNN Realization. 38-48 - Andrea Zanetti
Numerosity Representation in InfoGAN: An Empirical Study. 49-60 - Abdelgader Abdelwhab Abdelgader, Serestina Viriri
Deep Residual Learning for Human Identification Based on Facial Landmarks. 61-72 - Miguel A. Atencia Ruiz
Dynamic Clustering of Time Series with Echo State Networks. 73-83
Artificial Neural Network for Biomedical Image Processing
- Ji Han, Shou-Ming Hou:
Multiple Sclerosis Detection via Wavelet Entropy and Feedforward Neural Network Trained by Adaptive Genetic Algorithm. 87-97 - Naziha Dhibi, Chokri Ben Amar:
Multi-mother Wavelet Neural Network Training Using Genetic Algorithm-Based Approach to Optimize and Improves the Robustness of Gradient-Descent Algorithms: 3D Mesh Deformation Application. 98-108 - Francois Lasson, Alban Paul Delamarre, Pascal Redou, Cédric Buche:
A Clinical Decision Support System to Help the Interpretation of Laboratory Results and to Elaborate a Clinical Diagnosis in Blood Coagulation Domain. 109-122
Machine Learning in Vision and Robotics
- Oscar Orti, Rubén Tous, Mauro Gomez, Jonatan Poveda, Leonel Cruz, Otto Wüst:
Real-Time Logo Detection in Brand-Related Social Media Images. 125-136 - Ganesh Yaparla, Allaparthi Sriteja, Sai Krishna Munnangi, Garimella Rama Murthy:
A Novel Framework for Fine Grained Action Recognition in Soccer. 137-150 - Ramón Moreno
Towards Automatic Crack Detection by Deep Learning and Active Thermography. 151-162 - Miguel A. Molina-Cabello, Cristian Accino, Ezequiel López-Rubio, Karl Thurnhofer-Hemsi
Optimization of Convolutional Neural Network Ensemble Classifiers by Genetic Algorithms. 163-173 - Ander Muniategui
One Dimensional Fourier Transform on Deep Learning for Industrial Welding Quality Control. 174-185 - Adam M. H. Pinto, Guilherme Nardari, Marco Mijam, Edgard Morya, Roseli A. F. Romero:
A Serious Game to Build a Database for ErrP Signal Recognition. 186-197 - Nadia Nasri
Using Inferred Gestures from sEMG Signal to Teleoperate a Domestic Robot for the Disabled. 198-207 - Gregor Podrekar, Domen Kitak, Andraz Mehle, Domen Racki, Rok Dreu, Dejan Tomazevic:
3D Orientation Estimation of Pharmaceutical Minitablets with Convolutional Neural Network. 208-219 - Marco Vannocci, Antonio Ritacco, Angelo Castellano, Filippo Galli, Marco Vannucci, Vincenzo Iannino, Valentina Colla:
Flatness Defect Detection and Classification in Hot Rolled Steel Strips Using Convolutional Neural Networks. 220-234 - Rafal Zdunek, Krzysztof Fonal, Tomasz Sadowski:
Image Completion with Filtered Low-Rank Tensor Train Approximations. 235-245 - Cristiano Russo
Knowledge Construction Through Semantic Interpretation of Visual Information. 246-257 - Mario Milicevic
Ensemble Transfer Learning Framework for Vessel Size Estimation from 2D Images. 258-269 - Karl Thurnhofer-Hemsi
Analyzing Digital Image by Deep Learning for Melanoma Diagnosis. 270-279 - Lucas Y. W. Hui, Alexander Binder
BatchNorm Decomposition for Deep Neural Network Interpretation. 280-291 - Cristian Ortega-León, Pedro A. Marín-Reyes, Javier Lorenzo-Navarro
Video Categorisation Mimicking Text Mining. 292-301 - Alexander Goncharenko, Andrey Denisov
Trainable Thresholds for Neural Network Quantization. 302-312 - David Chaves, José-Raúl Ruiz-Sarmiento, Nicolai Petkov, Javier González Jiménez:
Integration of CNN into a Robotic Architecture to Build Semantic Maps of Indoor Environments. 313-324 - Salma Kasraoui, Zied Lachiri, Kurosh Madani:
Tandem Modelling Based Emotion Recognition in Videos. 325-336
System Identification, Process Control, and Manufacturing
- Robert Hanus
Computational Intelligence Approach for Liquid-Gas Flow Regime Classification Based on Frequency Domain Analysis of Signals from Scintillation Detectors. 339-349 - Janusz Bobulski
Waste Classification System Using Image Processing and Convolutional Neural Networks. 350-361 - Israel David Herrera-Granda
Artificial Neural Networks for Bottled Water Demand Forecasting: A Small Business Case Study. 362-373
Image and Signal Processing
- Hassan El-Khatib, Dan Popescu, Loretta Ichim
Detection of Cancerous Lesions with Neural Networks. 377-389 - Alessandro Druetto
A Deep Learning Approach to Anomaly Detection in the Gaia Space Mission Data. 390-401 - Petr Dolezel
On Possibilities of Human Head Detection for Person Flow Monitoring System. 402-413 - Irfan Ahmad
Performance of Classifiers on Noisy-Labeled Training Data: An Empirical Study on Handwritten Digit Classification Task. 414-425 - Gonzalo Safont, Addisson Salazar
Combination of Multiple Classification Results Based on K-Class Alpha Integration. 426-437 - Dmytro Zhelezniakov
Acceleration of Online Recognition of 2D Sequences Using Deep Bidirectional LSTM and Dynamic Programming. 438-449 - Addisson Salazar
A New Graph Based Brain Connectivity Measure. 450-459
Soft Computing
- Jesús González
Many-Objective Cooperative Co-evolutionary Feature Selection: A Lexicographic Approach. 463-474 - Ginés Moreno, José Antonio Riaza
An Online Tool for Unfolding Symbolic Fuzzy Logic Programs. 475-487 - Carlos Dávila, Mario González
Ensemble of Attractor Networks for 2D Gesture Retrieval. 488-499 - Pedro Hericson Machado Araújo, Ajalmar Rêgo da Rocha Neto:
Sparse Least Squares Support Vector Machines Based on Genetic Algorithms: A Feature Selection Approach. 500-511
Mathematics for Neural Networks
- Marcin Pazera
A Neural Network-Based Approach to Sensor and Actuator Fault-Tolerant Control. 515-526 - Konrad Kosmatka
Estimating Supervisor Set Using Machine Learning and Optimal Control. 527-538 - Modestus O. Okwu
Application of Artificial Neural Network Model for Cost Optimization in a Single-Source, Multi-destination System with Non-deterministic Inputs. 539-554 - Mostefa Ben Naceur, Rostom Kachouri, Mohamed Akil
A New Online Class-Weighting Approach with Deep Neural Networks for Image Segmentation of Highly Unbalanced Glioblastoma Tumors. 555-567 - Francisco Felipe M. Sousa, Alan Lucas Silva Matias, Ajalmar Rêgo da Rocha Neto:
Classification with Rejection Option Using the Fuzzy ARTMAP Neural Network. 568-578 - Alexandra Degeest, Michel Verleysen
About Filter Criteria for Feature Selection in Regression. 579-590 - Stanislav Uschakow, Jörn Fischer
Bistable Sigmoid Networks. 591-600 - Luis Fernando Lago-Fernández, Jesús Aragón, Manuel A. Sánchez-Montañés:
Validation of Unimodal Non-Gaussian Clusters. 601-611
Internet Modeling, Communication and Networking
- Werner G. Teich, Heiko Teich, Giuseppe Oliveri:
From Iterative Threshold Decoding to a Low-Power High-Speed Analog VLSI Decoder Implementation. 615-628 - Hong Wei Siew, Saw Chin Tan, Jason Binlun Ng, Ching Kwang Lee, Rizaluddin Kaspin, Zulfadzli Yusoff
Machine Learning as a Means to Adapt Requirement Changes for SDN Deployment Process in SDN Migration. 629-639 - Lissette Valdés
Searching the Shortest Pair of Edge-Disjoint Paths in a Communication Network. A Fuzzy Approach. 640-652
Expert Systems
- Mahdie Karbasi
Toward Robust Mispronunciation Detection via Audio-Visual Speech Recognition. 655-666 - Ilya Makarov, Olga Gerasimova:
Link Prediction Regression for Weighted Co-authorship Networks. 667-677 - William R. Arellano, Paul A. Silva, Maria F. Molina, Saulo Ronquillo, Francisco Ortega-Zamorano
Red-Black Tree Based NeuroEvolution of Augmenting Topologies. 678-686 - Ahsen Noor Subhopoto, Mehmet Akar, Sencer Sultanoglu:
A New Classification Method for Predicting the Output of Dye Process in Textile Industry by Using Artificial Neural Networks. 687-698 - Belmekki Ghizlene, Zoulikha Mekkakia
An Efficient Framework to Detect and Avoid Driver Sleepiness Based on YOLO with Haar Cascades and an Intelligent Agent. 699-708 - Mario González
Fingerprint Retrieval Using a Specialized Ensemble of Attractor Networks. 709-719
Evolutionary and Genetic Algorithms
- Leonardo da Silva Costa
A Fixed-Size Pruning Approach for Optimum-Path Forest. 723-734 - Jonas Dominik Homburg
Constraint Exploration of Convolutional Network Architectures with Neuroevolution. 735-746 - Leila Hamdad, Karima Benatchba, Ahcène Bendjoudi, Zakaria Ournani:
Impact of Genetic Algorithms Operators on Association Rules Extraction. 747-759 - Alberto de la Encina
The Problems of Selecting Problems. 760-772 - Souhila Sadeg
Unsupervised Learning Bee Swarm Optimization Metaheuristic. 773-784 - Souhila Sadeg
QBSO-FS: A Reinforcement Learning Based Bee Swarm Optimization Metaheuristic for Feature Selection. 785-796
Advances in Computational Intelligence
- Maximilian Münch, Frank-Michael Schleif:
Device-Free Passive Human Counting with Bluetooth Low Energy Beacons. 799-810 - Rukiye Savran Kiziltepe
Combining Very Deep Convolutional Neural Networks and Recurrent Neural Networks for Video Classification. 811-822 - Pablo Rabanal
Towards Applying River Formation Dynamics in Continuous Optimization Problems. 823-832 - David Turner, Erich Schikuta
Go for Parallel Neural Networks. 833-844 - Christina Klüver
Using Boolean- and Self-Enforcing-Networks for Mathematical E-Tutorial Systems. 845-856 - Moslem Heidarpur
Digital Implementation of a Biological-Plausible Model for Astrocyte Ca ^2+ Oscillations. 857-868 - Christopher Schinkel Carlsen, George Palamas:
Evolving Balancing Controllers for Biped Characters in Games. 869-880
Computational Biology and Bioinformatics
- Sara González, Daniel Castillo
Feature Selection and Assessment of Lung Cancer Sub-types by Applying Predictive Models. 883-894 - Juan José Escobar
Energy-Time Analysis of Convolutional Neural Networks Distributed on Heterogeneous Clusters for EEG Classification. 895-907 - Máté Fellner, Bálint Varga
The Frequent Complete Subgraphs in the Human Connectome. 908-920
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