Artificial Neural Networks and Machine Learning – ICANN 2018

Table of Contents

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   Book Overview
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   Chapter 1 Policy Learning Using SPSA
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   Chapter 2 Simple Recurrent Neural Networks for Support Vector Machine Training
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   Chapter 3 RNN-SURV: A Deep Recurrent Model for Survival Analysis
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   Chapter 4 Do Capsule Networks Solve the Problem of Rotation Invariance for Traffic Sign Classification?
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   Chapter 5 Balanced and Deterministic Weight-Sharing Helps Network Performance
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   Chapter 6 Neural Networks with Block Diagonal Inner Product Layers
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   Chapter 7 Training Neural Networks Using Predictor-Corrector Gradient Descent
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   Chapter 8 Investigating the Role of Astrocyte Units in a Feedforward Neural Network
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    Chapter 9 Interactive Area Topics Extraction with Policy Gradient
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    Chapter 10 Implementing Neural Turing Machines
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    Chapter 11 A RNN-Based Multi-factors Model for Repeat Consumption Prediction
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    Chapter 12 Practical Fractional-Order Neuron Dynamics for Reservoir Computing
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    Chapter 13 An Unsupervised Character-Aware Neural Approach to Word and Context Representation Learning
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    Chapter 14 Towards End-to-End Raw Audio Music Synthesis
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    Chapter 15 Real-Time Hand Prosthesis Biomimetic Movement Based on Electromyography Sensory Signals Treatment and Sensors Fusion
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    Chapter 16 An Exploration of Dropout with RNNs for Natural Language Inference
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    Chapter 17 Neural Model for the Visual Recognition of Animacy and Social Interaction
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    Chapter 18 Attention-Based RNN Model for Joint Extraction of Intent and Word Slot Based on a Tagging Strategy
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    Chapter 19 Using Regular Languages to Explore the Representational Capacity of Recurrent Neural Architectures
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    Chapter 20 Learning Trends on the Fly in Time Series Data Using Plastic CGP Evolved Recurrent Neural Networks
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    Chapter 21 Noise Masking Recurrent Neural Network for Respiratory Sound Classification
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    Chapter 22 Lightweight Neural Programming: The GRPU
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    Chapter 23 Towards More Biologically Plausible Error-Driven Learning for Artificial Neural Networks
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    Chapter 24 Online Carry Mode Detection for Mobile Devices with Compact RNNs
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    Chapter 25 Deep CNN-ELM Hybrid Models for Fire Detection in Images
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    Chapter 26 Siamese Survival Analysis with Competing Risks
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    Chapter 27 A Survey on Deep Transfer Learning
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    Chapter 28 Cloud Detection in High-Resolution Multispectral Satellite Imagery Using Deep Learning
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    Chapter 29 Metric Embedding Autoencoders for Unsupervised Cross-Dataset Transfer Learning
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    Chapter 30 Classification of MRI Migraine Medical Data Using 3D Convolutional Neural Network
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    Chapter 31 Deep 3D Pose Dictionary: 3D Human Pose Estimation from Single RGB Image Using Deep Convolutional Neural Network
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    Chapter 32 FiLayer: A Novel Fine-Grained Layer-Wise Parallelism Strategy for Deep Neural Networks
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    Chapter 33 DeepVol: Deep Fruit Volume Estimation
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    Chapter 34 Graph Matching and Pseudo-Label Guided Deep Unsupervised Domain Adaptation
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    Chapter 35 fNIRS-Based Brain–Computer Interface Using Deep Neural Networks for Classifying the Mental State of Drivers
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    Chapter 36 Research on Fight the Landlords’ Single Card Guessing Based on Deep Learning
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    Chapter 37 Short-Term Precipitation Prediction with Skip-Connected PredNet
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    Chapter 38 An End-to-End Deep Learning Architecture for Classification of Malware’s Binary Content
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    Chapter 39 Width of Minima Reached by Stochastic Gradient Descent is Influenced by Learning Rate to Batch Size Ratio
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    Chapter 40 Data Correction by a Generative Model with an Encoder and its Application to Structure Design
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    Chapter 41 PMGAN: Paralleled Mix-Generator Generative Adversarial Networks with Balance Control
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    Chapter 42 Modular Domain-to-Domain Translation Network
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    Chapter 43 OrieNet: A Regression System for Latent Fingerprint Orientation Field Extraction
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    Chapter 44 Avoiding Degradation in Deep Feed-Forward Networks by Phasing Out Skip-Connections
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    Chapter 45 A Deep Predictive Coding Network for Inferring Hierarchical Causes Underlying Sensory Inputs
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    Chapter 46 Type-2 Diabetes Mellitus Diagnosis from Time Series Clinical Data Using Deep Learning Models
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    Chapter 47 A Deep Learning Approach for Sentence Classification of Scientific Abstracts
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    Chapter 48 Weighted Multi-view Deep Neural Networks for Weather Forecasting
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    Chapter 49 Combining Articulatory Features with End-to-End Learning in Speech Recognition
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    Chapter 50 Estimation of Air Quality Index from Seasonal Trends Using Deep Neural Network
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    Chapter 51 A Deep Learning Approach to Bacterial Colony Segmentation
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    Chapter 52 Sparsity and Complexity of Networks Computing Highly-Varying Functions
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    Chapter 53 Deep Learning Based Vehicle Make-Model Classification
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    Chapter 54 Detection and Recognition of Badgers Using Deep Learning
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    Chapter 55 SPSA for Layer-Wise Training of Deep Networks
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    Chapter 56 Dipolar Data Aggregation in the Context of Deep Learning
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    Chapter 57 Video Surveillance of Highway Traffic Events by Deep Learning Architectures
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    Chapter 58 Augmenting Image Classifiers Using Data Augmentation Generative Adversarial Networks
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    Chapter 59 DeepEthnic: Multi-label Ethnic Classification from Face Images
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    Chapter 60 Handwriting-Based Gender Classification Using End-to-End Deep Neural Networks
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    Chapter 61 A Deep Learning Approach for Sentiment Analysis in Spanish Tweets
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    Chapter 62 Location Dependency in Video Prediction
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    Chapter 63 State-Space Analysis of an Ising Model Reveals Contributions of Pairwise Interactions to Sparseness, Fluctuation, and Stimulus Coding of Monkey V1 Neurons
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    Chapter 64 Sparse Coding Predicts Optic Flow Specifities of Zebrafish Pretectal Neurons
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    Chapter 65 Brain-Machine Interface for Mechanical Ventilation Using Respiratory-Related Evoked Potential
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    Chapter 66 Effectively Interpreting Electroencephalogram Classification Using the Shapley Sampling Value to Prune a Feature Tree
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    Chapter 67 EEG-Based Person Identification Using Rhythmic Brain Activity During Sleep
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    Chapter 68 An STDP Rule for the Improvement and Stabilization of the Attractor Dynamics of the Basal Ganglia-Thalamocortical Network
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    Chapter 69 Neuronal Asymmetries and Fokker-Planck Dynamics
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    Chapter 70 Learning-While Controlling RBF-NN for Robot Dynamics Approximation in Neuro-Inspired Control of Switched Nonlinear Systems
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    Chapter 71 A Feedback Neural Network for Small Target Motion Detection in Cluttered Backgrounds
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    Chapter 72 De-noise-GAN: De-noising Images to Improve RoboCup Soccer Ball Detection
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    Chapter 73 Integrative Collision Avoidance Within RNN-Driven Many-Joint Robot Arms
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    Chapter 74 An Improved Block-Matching Algorithm Based on Chaotic Sine-Cosine Algorithm for Motion Estimation
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    Chapter 75 Terrain Classification with Crawling Robot Using Long Short-Term Memory Network
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    Chapter 76 Mass-Spring Damper Array as a Mechanical Medium for Computation
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    Chapter 77 Kinematic Estimation with Neural Networks for Robotic Manipulators
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    Chapter 78 Hierarchical Attention Networks for User Profile Inference in Social Media Systems
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    Chapter 79 A Topological k -Anonymity Model Based on Collaborative Multi-view Clustering
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    Chapter 80 A Credibility-Based Analysis of Information Diffusion in Social Networks