Advances in Neural Computation, Machine Learning, and Cognitive Research VI Selected Papers from the XXIV International Conference on Neuroinformatics, October 17-21, 2022, Moscow, Russia
This book describes new theories and applications of artificial neural networks, with a special focus on answering questions in neuroscience, biology and biophysics and cognitive research. It covers a wide range of methods and technologies, including deep neural networks, large-scale neural models,...
| Other Authors: | , , , |
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| Format: | eBook |
| Language: | English |
| Published: |
Cham
Springer International Publishing
2023, 2023
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| Edition: | 1st ed. 2023 |
| Series: | Studies in Computational Intelligence
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| Subjects: | |
| Online Access: | |
| Collection: | Springer eBooks 2005- - Collection details see MPG.ReNa |
Table of Contents:
- IQ-GAN: Instance Quantized Image Synthesis
- Specifics of Crossbar Resistor Arrays
- Recurrent and Graph Neural Networksfor Particle Tracking at the BM@N Experiment
- Modeling of a Neural Network Algorithm for Suppressing Non-Stationary Interference in an Adaptive Antenna Array
- Learning Various Locomotion Skills from Scratch with Deep Reinforcement Learning
- Center3dAugNet: Effect of Rotation Representation on One-Stage Joint Car Detection and 6D-Pose Estimation
- Global memory transformer for processing long documents
- Development of the Convolutional Neural Network for Defining the Renal Pathology Using Computed Tomography Images
- Possibility of Using Various Architectures of Convolutional Neural Networks in the Problem of Determining the Type of Rhythm
- DeepPavlov Topics: Topic Classification Dataset for Conversational Domain in English
- Multi-Input Convolutional Neural Networks in Real-Time Semantic Segmentation Tasks
- A Model of Predicting andUsing Regularities by an Autonomous Agent
- A Review of One-Shot Neural Architecture Search Methods
- Does a Recurrent Neural Network Use Reflection During a Reflexive Game?
- A Gender Genetic Algorithm and its Comparison with Conventional Genetic Algorithm
- Associations of Morphometric Changes of the Brain with the Levels of IGF1, a Multifunctional Growth Factor, and with Systemic Immune Parameters Reflect the Disturbances of Neuroimmune Interactions in Patients with Schizophrenia
- Part III: Modern Methods and Technologies in Neurobiology
- Dynamics of Background and Evoked Activity of Neurons in the Auditory Cortex of the Unanaesthetized Cat
- Search for Markers of Moderate Cognitive Disorders through Phase Synchronization between Rhythmic Photostimulus and EEG Pattern
- Astrocytes Enhance Image Representation Encoded in Spiking Neural Network
- Classification of Neuron Type Based on Average Activity
- Part I: Neuroinformatics and Artificial Intelligence
- Tree Inventory with LiDAR Data
- Towards Reliable Solar Atmospheric Parameters Neural-Based Inference
- Addressing Task Prioritization in Model-based Reinforcement Learning
- Automatic Generation of Conversational Skills from Dialog Datasets
- Part II: Neural Networks and Cognitive Sciences. Adaptive Behavior and Evolutionary Simulation
- Individual Topology Structure of Eye Movement Trajectories
- Neural Network Providing the Involvement of Voluntary Attention into the Processing and Conscious Perception of Sensory Information
- Alpha Rhythm Dynamics During Spoken Word Recognition
- Robotic Devices Control Based on Neuromorphic Classifiers of Imaginary Motor Commands
- A Software System for Training Motor Imagery in Virtual Reality
- On the Importance of Diversity
- “MYO-chat” – A New Computer Control System for People with Disabilities
- Low-bit Quantization of Transformer for Audio Speech Recognition
- Integration of Data and Algorithms in Solving Inverse Problems of Spectroscopy of Solutions by Machine Learning Methods
- Investigation of Pareto Front of Neural Network Approximation of Solution of Laplace Equation in Two Statements: with Discontinuous Initial Conditions or with Measurement Data?
- Multitask learning for extensive object description to improve scene understanding on monocular video
- Use of Classification Algorithms to Predict the Grade of Geomagnetic Disturbance
- Information processing in spiking neuron-astrocyte network in ageing
- Multilingual Case-insensitive Named Entity Recognition
- Multi-level Pipeline for Data Mining with Similar Structure
- Creating a Brief Review of Judicial Practice Using Clustering Methods
- Part V: Neural Network Theory, Concepts and Architectures
- "Gas” instead of “Liquid”: which Liquid State Machine is Better?
- Using a Resistor Array to Tackle Optimization Problems
- Generative Adversarial Networks as an Approach to Unsupervised Link Prediction Problem
- DGAC: Dialog Graph AutoConstruction up on Data with a Regular Structure
- Relay System of Differential Equations with Delay as a Perceptron Model
- Analysis of Predictive Capabilities of Adaptive Multilayer Models with Physics-Based Architecture for Duffing Oscillator?
- An Attempt to Formalize the Formulation of the Network Architecture Search Problem for Convolutional Neural Networks
- Use of Conditional Variational Autoencoders and Partial Least Squares in Solving an Inverse Problem of Spectroscopy
- On the Similarities between Denoising Diffusion Models and Autoencoders
- Comparative Analysis of Statistical and Neural Network Classification Methods onthe Example of Synthesized Data in the Stimulus-Independent Brain-Computer Interface Paradigm
- Shunting Effect of Synaptic Channels Located on Presynaptic Terminal
- Analysis of Appearances, Formation and Evolution of Biological Functional Systems
- The Reinforcement Learning Theory, Value Function, and the Nature of Value Function Calculation by the Insular Cortex
- To the Role of Inferior Olives in Cerebellar Neuromechanics
- Individual Differences in Mismatch-Induced c-Fos Expression in the Retrosplenial Cortex in Rats: Shift in Activity is Layer-Specific
- Sleep of Poor and Good Nappers under the Afternoon Exposure to Weak 2-Hz/8-Hz Electromagnetic Fields
- Part IV: Applications of Neural Networks
- Classification of Light Microscopy Image Using Probabilistic Bayesian Neural Network
- SPICE Model of Analog Content-Addressable Memory Based on 2G FeFET Crossbar