Advances in Neural Computation, Machine Learning, and Cognitive Research

Chapter 1 The Analysis of Regularization in Deep Neural Networks Using Metagraph Approach

Chapter 2 Adding Noise During Training as a Method to Increase Resilience of Neural Network Solution of Inverse Problems: Test on the Data of Magnetotelluric Sounding Problem

Chapter 4 Implementation of a Gate Neural Network Based on Combinatorial Logic Elements

Chapter 5 Adaptive Gateway Element Based on a Recurrent Neurodynamical Model

Chapter 6 Common Sense Knowledge in Large Scale Neural Conversational Models

Chapter 7 Prospects for the Development of Neuromorphic Systems

Chapter 8 Pulse Neuron Learning Rules for Processing of Dynamical Variables Encoded by Pulse Trains

Chapter 9 Information Environment for Neural-Network Adaptive Control System

Chapter 10 Neural Network Semi-empirical Modeling of the Longitudinal Motion for Maneuverable Aircraft and Identification of Its Aerodynamic Characteristics

Chapter 11 Dump Truck Fault’s Short-Term Forecasting Based on the Multi-agent Adaptive Fuzzy Neuronet

Chapter 12 Object Detection on Images in Docking Tasks Using Deep Neural Networks

Chapter 13 Detection of Neurons on Images of the Histological Slices Using Convolutional Neural Network

Chapter 14 Constructing a Neural-Net Model of Network Traffic Using the Topologic Analysis of Its Time Series Complexity

Chapter 15 Texture Recognition from Positions of the Theory of Active Perceptions

Chapter 16 Method of Calculation of Upper Bound of Learning Rate for Neural Tuner to Control DC Drive

Chapter 17 Intelligent Diagnostics of Mechatronic System Components of Career Excavators in Operation

Chapter 18 Emotion Recognition in Sound

Chapter 19 The Classification of Objects Based on a Model of Perception

Chapter 20 An Approach to Use Convolutional Neural Network Features in Eye-Brain-Computer-Interface

Chapter 21 Semi-empirical Neural Network Model of Real Thread Sagging

Chapter 22 Color or Luminance Contrast – What Is More Important for Vision?

Chapter 23 Synchrony of Cortical Alpha and Beta Oscillations

Chapter 24 Processes of Self-organization in the Community of Investors and Producers

Chapter 25 Complexity of Heart Rate During More and Less Differentiated Behaviors

Chapter 26 Comparison of Some Fractal Analysis Methods for Studying the Spontaneous Activity in Medullar Auditory Units

Chapter 27 Synapse as a Multi-component and Multi-level Information System

Chapter 28 Effect of Persistent Sodium Current on Neuronal Activity