Brain-Inspired Cognitive Architectures for Artificial Intelligence: BICA*AI 2020

Name: Brain-Inspired Cognitive Architectures for Artificial Intelligence: BICA*AI 2020 | Proceedings of the 11th Annual Meeting of the BICA Society
Brand: Springer
Price: 234.33 EUR
Availability: OnlineOnly

Proceedings of the 11th Annual Meeting of the BICA Society

Alexei V. Samsonovich Ricardo R. Gudwin Alexandre da Silva Simões(Herausgeber*in)

Springer (Verlag)

Erschienen am 8. Dezember 2020

XIX, 613 Seiten

E-Book

PDF mit Wasserzeichen-DRM

Systemvoraussetzungen

978-3-030-65596-9 (ISBN)

234,33 €inkl. 7% MwSt.

Systemvoraussetzungen

für PDF mit Wasserzeichen-DRM

E-Book Einzellizenz

Als Download verfügbar

Beschreibung

Weitere Details

Weitere Ausgaben

Inhalt

Intro
Preface
Organization
Program Committee
Contents
Acoustic Pattern Recognition Technology Based on the Viola-Jones Approach for VR and AR Systems
Abstract
1 Introduction
2 State of Research in This Area
3 The Essence of the Proposed Approach
4 Experimental Laboratory Approbation of the Approach
5 Areas of Possible Application of the Developed Technology
6 Conclusion
Acknowledgement
References
Correlation of a Face Vibroimage Informative Parameters with Characteristics of a Person's Functional State When Using VR and AR Technical Means
Abstract
1 Introduction
2 State of Research in This Area
3 The Essence of the Proposed Approach
4 Experimental Approbation of the Approach
5 Conclusion
References
Methodologies and Milestones for the Development of an Ethical Seed
Abstract
1 Introduction
2 Logic and Reasoning
3 Stability, Analysis, and Strategy
4 Ethics
5 Curriculum, Query, and Interaction
6 Milestones
7 Discussion
8 Conclusion
References
Design of a Transcranial Magnetic Stimulation System with the Implementation of Nanostructured Composites
Abstract
1 Introduction. Purposes of Design of a Transcranial Magnetic Stimulation System with the Implementation of Nanostructured Composites
2 Results of Design of a Mobile System for Transcranial Magnetic Stimulation of a Transcranial Magnetic Stimulation System with the Implementation of Nanostructured Composites
3 Conclusion
References
Application of Information Measuring Systems for Development of Engineering Skills for Cyber-Physical Education
Abstract
1 Introduction
2 Principles of Organization of Student's Development of Engineering Skills for Cyber-Physical Education
3 Application of Information Measuring Systems for Development of Engineering Skills for Cyber-Physical Education
4 Conclusion
References
Principles of Design of a Learning Management System for Development of Economic Skills for Nuclear Engineering Education
Abstract
1 Introduction
2 Implementing of the Project Implementation Methodology in Nuclear Education
3 Application of Social Net as Part of a LMS for Nuclear Engineering Education
4 Conclusion
References
Post-quantum Group Key Agreement Scheme
Abstract
1 Introduction
2 Related Works
2.1 Group Diffie-Hellman Schemes
2.2 Tree-Based Schemes
3 Post-quantum Group Scheme for Shared Key Generation
3.1 Proposed Post-quantum Scheme
3.2 Important Scheme Goals
4 Conclusions
Acknowledgements
References
Uncanny Robots of Perfection
Abstract
1 Introductory Broadview
2 Church-Turing Robots
2.1 Church-Turing Gets Physical
2.2 Non-reductive Robots Chime in, and Leave
2.3 Even if We All Act Pre-consciously, the Back Mirror Conscious View Matters to Those Who Care About You
3 Robots in the Uncanny Valley
3.1 The Gold Standard in Narrow Domains
3.2 The 70-90%
Uncanny Robots of Imperfection
3.3 Neural Responses to the Uncanny Effects
3.4 Moving Ahead
4 The Uncanny Robots of Perfection
4.1 The Uncanny Valley of Perfection
4.2 Cascio's Version
4.3 The Five Factors in Uncanniness
4.4 To Conclude
References
Self and Other Modelling in Cooperative Resource Gathering with Multi-agent Reinforcement Learning
1 Introduction
2 Background
2.1 SOM Algorithm
2.2 Baseline Agents
3 Method
3.1 Environment
3.2 Self and Other Modelling in A3C and HNS
4 Experiments
5 Related Work
6 Conclusions and Future Work
References
Eye Movement Correlates of Foreign Language Proficiency in Russian Learners of English
Abstract
1 Introduction
2 Methods
2.1 Participants
2.2 Apparatus and Stimuli
2.3 Procedure
3 Results and Discussion
Acknowledgements
References
Development of a Laboratory Workshops Management Module as Part of a Learning Support System for the ''Decision-Making Theory'' Course
Abstract
1 Introduction
2 Application of a Learning Support System for the Educational Process Organizing
2.1 Specific Area Analysis
2.2 Laboratory Workshop Model
2.3 Laboratory Workshop Management Module
3 Conclusions
Acknowledgments
References
Algorithm for Constructing Logical Neural Networks Based on Logical Various-Valued Functions
Abstract
1 Introduction
2 General Problem Statement
3 Logical Neural Networks
4 The Plotting of the Various-Valued Logical Neural Network
Acknowledgments
References
The Electroencephalogram Based Classification of Internally Pronounced Phonemes
Abstract
1 Introduction
2 Review of Existing Research
3 Experiment
3.1 Preprocessing and Feature Extraction
3.2 Feature Selection and Classification
4 Results
5 Conclusion
Acknowledgements
References
"Loyalty Program" Tool Application in Megaprojects
Abstract
1 Introduction
2 Decision-Making in Loyalty Program Forming
2.1 Analysis of Measures to Increase Loyalty in the Megaproject Implementation (Using the Construction of Nuclear Power Stations as an Example)
2.2 Determination of Loyalty Program Structure of Megaproject by Applying Mathematical Tools
3 Conclusions
Acknowledgments
References
Using Domain Knowledge for Feature Selection in Neural Network Solution of the Inverse Problem of Magnetotelluric Sounding
Abstract
1 Introduction
1.1 Inverse Problem of Magnetotelluric Sounding
1.2 Feature Selection for the Inverse Problem of Magnetotelluric Sounding
2 Physical Statement of the Problem
2.1 Parameterization Scheme
2.2 Data
3 Methodical Statement of the Problem
3.1 Reducing the Output Dimension
3.2 Using Neural Networks
3.3 Datasets
3.4 Filter Methods
3.5 Embedded Methods
3.6 Wrapper Method Using Domain Knowledge
4 Results
4.1 Feature Selection by SD, CC, CE and NN WA
4.2 Wrapping Method Using Domain Knowledge Information
5 Conclusions
References
Friction Model Identification for Dynamic Modeling of Pneumatic Cylinder
Abstract
1 Introduction
2 Friction Forces in Pneumatic Cylinders and Their Mathematical Modeling
3 Test Setup
4 The Mathematical Model and the Identification Process
5 Results and Discussion
Acknowledgments
References
Neurophysiological Features of Neutral and Threatening Visual Stimuli Perception in Patients with Schizophrenia
Abstract
1 Introduction
2 Materials and Methods
3 Results
4 Conclusions
Acknowledgements
References
Logical Circuits of a S?-Neuron Model
Abstract
1 Introduction
2 Statement of the Problem
3 S?-Neuron Model
4 S?-Logic Gate Model
5 Conclusion
Acknowledgements
References
Study of Neurocognitive Mechanisms in the Concealed Information Paradigm
Abstract
1 Introduction
2 Materials and Methods
3 Results
4 Conclusion
Acknowledgements
References
IT-Solutions in Money Laundering/Counter Terrorism Financing Risk Assessment in Commercial Banks
Abstract
1 Introduction
2 Types of ML/CTF Risk and Methods of Their Assessment
3 Modern IT-Tools for Big Data of Financial Organizations
4 The System of Analytical Indicators for Risk Assessment
5 Conclusions
References
Expandable Digital Functional State Model of Operator for Intelligent Human Factor Reliability Management Systems
Abstract
1 Introduction
2 State of Research in This Area
3 The Essence of the Proposed Approach
4 Results of Experimental Testing
5 Areas of Possible Application of the Developed Model
6 Conclusion
Acknowledgments
References
Specialized Software Tool for Pattern Recognition of Biological Objects
Abstract
1 Introduction
2 Pattern Recognition Application
2.1 Software Libraries and Frameworks
2.2 Face Recognition Algorithm
2.3 Setting up the Mobile Application
2.4 User Interface
3 Experimental Research of the Application
4 Conclusion
Acknowledgement
References
Designing Software for Risk Assessment Using a Neural Network
Abstract
1 Introduction
2 Main Approaches to the Problem
2.1 Neural Network Models for Risk Assessment
3 Proposed Approach
3.1 Statement of the Problem
3.2 Solving the Problem
4 Results
5 Summary
Acknowledgements
References
Suitability of Object-Role Modeling Diagrams as an Intermediate Model for Ontology Engineering: Testing the Rules for Mapping
1 Introduction
2 Related Works
2.1 Mapping Conceptual Models
2.2 Testing OWL2 Ontologies
3 Testing Rules for Mapping ORM2 Language to OWL2 Language
3.1 Method
3.2 Results
4 Conclusions
References
Cyber Threats to Information Security in the Digital Economy
Abstract
1 Introduction
2 Review of Relevant Studies and Problem Statement
3 Research Methodology
4 Results and Discussion
5 Conclusions
References
Applying a Logical Derivative to Identify Hidden Patterns in the Data Structure
Abstract
1 Introduction
2 Construction of the Classifier Function Based on the Structure of the S?-Neuron
3 Construction of the Decisive Function According to the Structure of the S?-Neuron
4 Some Properties of Operations of Logical Differentiation of Boolean Functions
5 Conclusion
Acknowledgments
References
Algorithm for Constructing Logical Operations to Identify Patterns in Data
Abstract
1 Introduction
2 Formulation of the Problem
3 An Algorithm for Constructing a Decisive Function
4 Algorithm for Constructing a Decision Function Based on the Generalized Multiplication Operation
5 Conclusion
Acknowledgement
References
Graph-Ontology Model of Cognitive-Similar Information Retrieval (on the Requirements Tracing Task Example)
Abstract
1 Introduction
2 Aspect Projection Specification
3 Technology of Forming a Semantic Aspect Subgraph
4 An Example of Constructing a Graph of the "Requirements" Aspect Ontology
5 Conclusion
References
Toward a Building an Ontology of Artefact
Abstract
1 Introduction
2 Requirements Management
3 Artefact Ontology Development
4 Conclusion
References
Cognitive Architectures of Effective Speech-Language Communication and Prospective Challenges for Neurophysiological Speech Studies
Abstract
1 Introduction
2 Materials and Methods
3 Theoretical Bases of the Analysis of Human Cognitive Architectures in Natural Communication
4 Psychological Analysis of Cognitive Architectures
5 Conclusion
Acknowledgments
References
Development of an AI Recommender System to Recommend Concerts Based on Microservice Architecture Using Collaborative and Content-Based Filtering Methods
Abstract
1 Introduction
2 Statement of Problem
3 Data Model
4 Modeling of Recommendations Creating Component
4.1 Content-Based Filtering
4.2 Neighborhood-Based Collaborative Filtering
4.3 Solution of Cold Start Problem
5 System Architecture
6 Conclusion
References
Visualization of T. Saati Hierarchy Analysis Method
Abstract
1 Introduction
2 Visualization
2.1 Analysis of the Paired Comparison Matrix
2.2 Method Implementation Algorithm
2.3 An Example of the Proposed Method Application
3 Conclusions
Acknowledgments
References
Labor Productivity Growth Based on Revolutionary Technologies as a Factor for Overcoming the Economic Crisis
Abstract
1 Introduction
2 The Problem of the Internal Structure of Labor Productivity
3 Two Components of Labor Productivity
4 Conclusion
References
Network Security Intelligence Centres for Information Security Incident Management
Abstract
1 Introduction
1.1 Research Aims
1.2 Contributions
2 IS Theory Development
3 IS Incident Management
4 Mission of SOCs in IS Monitoring
5 Mission of SICs in IS Management
6 NSICs
7 Conclusion
Acknowledgement
References
Block Formation for Storing Data on Information Security Incidents for Digital Investigations
Abstract
1 Introduction
2 Related Work
3 Blockchain
4 Internet of Things
5 Hashing
6 Block Structure
7 Conclusion
Acknowledgement
References
Cyber Polygon Site Project in the Framework of the MEPhI Network Security Intelligence Center
Abstract
1 Introduction
2 Related Work
3 Cyber Polygon Definition
4 MEPhI Network Security Intelligence Center as a Framework for Cyber Polygon Developing
5 MEPhI Cyber Polygon Site Project
6 Conclusion
Acknowledgement
References
Selection of a Friction Model to Take into Account the Impact on the Dynamics and Positioning Accuracy of Drive Systems
Abstract
1 Introduction
2 Models of Friction in the Piston of the Actuator
3 Formulation of the Problem
4 Conclusions
Acknowledgment
References
Kinematics and Dynamics of the Spider-Robot Mechanism, Motion Optimization
Abstract
1 Introduction
2 Description of the Mechanism
3 Kinematics and Dynamics of the Mechanism
4 Conclusions
Acknowledgment
References
Multiagent Model of Perceptual Space Formation in the Process of Mastering Linguistic Competence
Abstract
1 Introduction
2 Methods
3 Result
4 Conclusion and Discussion
Acknowledgements
References
The Role of Gender in the Prosocial Behavior Mechanisms
Abstract
1 Introduction
2 Method
2.1 Data Processing
3 Participants and Procedure
4 Results
5 Discussion
6 Conclusion
7 Limitations
Acknowledgments
References
Reflection Mechanisms of Empathy Processes in Evoked Potentials
Abstract
1 Introduction
2 Method
2.1 Data Processing
2.2 Participants and Procedure
3 Results
4 Discussion
5 Conclusion
Acknowledgements
References
Lateralization in Neurosemantics: Are Some Lexical Clusters More Equal Than Others?
Abstract
1 Introduction
2 Method
2.1 Participants and Stimuli
2.2 Advanced Pre-processing
3 Results
4 Discussion
5 Conclusion
Acknowledgments
References
Brain Inspiration Is Not Panacea
1 The Landscape Changed Again
2 Learning Rules
3 Vision Processing
4 Discussion
References
Linear Systems Theoretic Approach to Interpretation of Spatial and Temporal Weights in Compact CNNs: Monte-Carlo Study
1 Introduction
2 Generating Data Model
3 Network Architecture
4 Spatial and Temporal Weights Interpretation
5 Comparative Decoding Accuracy
6 Monte-Carlo Simulations
7 Conclusion
References
The Economic Cross of the Digital Post-coronavirus Economy (on the Example of Rare Earth Metals Industry)
Abstract
1 Introduction
2 Assessment of the Prerequisites for Closing the Economic Cross of the Digital Economy
3 The Concept of Digitalization Based on the Closure of the Technological and Production Cycles, Implemented by Unleaded Partners
4 Conclusions
References
Comparative Analysis of Methods for Calculating the Interactions Between the Human Brain Regions Based on Resting-State FMRI Data to Build Long-Term Cognitive Architectures
Abstract
1 Introduction
2 Data Acquisition and Preprocessing
3 Methods
3.1 Functional Connectivity Measures and Program Tools
3.2 Time Interval Shift Stability
3.3 Noise Stability
4 Result
5 Discussion
6 Conclusion
Acknowledgements
References
The Use of the Economic Cross Method in IT Modeling of Industrial Development (Using the Example of Two-Component Nuclear Energy)
Abstract
1 Introduction
2 The Model of the "Economic Cross" and the Concept of Its Application in IT Modeling of Industrial Development
3 Adaptation of Proposals for the Use of the "Economic Cross" Methodology in IT - Design of Sectoral Development for the Formation of Two-Component Nuclear Energy
4 Conclusions
References
Intelligence - Consider This and Respond!
Abstract
1 Introduction
2 Postulates on Intelligence and Related Phenomena
3 Discussion
3.1 Intelligence - A Continuum of Responses
3.2 Human Intelligence
3.3 Embodiment - A Necessity for Human-Level AI
4 Conclusions
References
Simple Model of Origin of Feeling of Causality
Abstract
1 Introduction
2 Description of the Model
3 Computer Simulation Results
4 Conclusion
Funding
References
Extending the Intelligence of the Pioneer 2AT Mobile Robot
1 Introduction
2 Extending the Intelligence of Mobile Robot
3 Theoretical Assumptions
4 Software System: Results
4.1 Algorithm
5 Practice Results
6 Conclusion
References
On the Regularity of the Bias of Throughput Estimates on Traffic Averaging
Abstract
1 Introduction
2 Linear Metric Models. The Best Quadratic Approximations
3 Normed Linear Spaces. Positive Definiteness of the Matrix Z
4 Numerical Experiments
5 Conclusion
References
Virtual Convention Center: A Socially Emotional Online/VR Conference Platform
Abstract
1 Introduction
2 Related Work: Analogs and State of the Art
3 Materials and Methods
4 Practical Usage Outcome - Discussion and Conclusions
4.1 Concluding Remarks
Acknowledgments
References
Ensembling SNNs with STDP Learning on Base of Rate Stabilization for Image Classification
1 Introduction
2 Materials and Methods
2.1 Dataset
2.2 Models
2.3 Network Scheme and Learning Algorithm
3 Experiments
4 Results
5 Conclusion
References
Mathematical Methods for Solving Cognitive Problems in Medical Diagnosis
Abstract
1 Introduction
2 Mathematical Methods
2.1 Logical Symptom Method
2.2 Three-Valued Logic
2.3 Classes Prototypes Building
2.4 Vector Indistinguishability
2.5 Indistinguishability of Patient's Vector from the Mask
2.6 Some Dynamic Models
3 Conclusion
References
Brain Cognitive Architectures Mapping for Neurosurgery: Resting-State fMRI and Intraoperative Validation
Abstract
1 Introduction
2 Methods
2.1 Subjects and Data
2.2 Data Preprocessing and Analysis
3 Results and Discussion
4 Conclusions
5 Funding Information
References
Machine Learning Based on the Principle of Minimizing Robust Mean Estimates
1 Introduction
1.1 Outliers Problem
2 The Principle of Minimizing Robust Average Estimates
2.1 Outliers Insensitive Average Estimates
3 Illustrative Examples
References
Parameterized Families of Correctly Functioning Sigma-Pi Neurons
1 Introduction
2 The Problem
3 Construction of -Neurons
4 Construction of a Parameterized Family of -Neurons
5 Illustrative Example
References
The Loop of Nonverbal Communication Between Human and Virtual Actor: Mapping Between Spaces
Abstract
1 Introduction
2 Materials and Methods
3 Data Analysis
4 Results
5 Conlusion
Acknowledgements
References
Preliminary Experiment on Emotion Detection in Illustrations Using Convolutional Neural Network
Abstract
1 Introduction
2 Datasets
3 Results
4 Conclusions
Acknowledgements
References
AGI Components for Enterprise Management Systems
Abstract
References
Eligibility of English Hypernymy Resources for Extracting Knowledge from Natural-Language Texts
1 Introduction
2 Method
3 Results
3.1 Hypernym Sets Performance
3.2 Problematic Hypernyms
4 Conclusion
References
The Use of Digital Tools in the Formation of Two-Component Nuclear Energy on the Base of Economic Cross Method
Abstract
1 Introduction
2 The Statement of the Problem: Strategic Priorities for the Development of Two-Component Nuclear Energy in Russia
3 Model of Two-Component Nuclear Energy, Built on the Basis of the "Economic Cross" Methodology Research Methodology
4 Development of a Set of Measures for Digital Support of Strategic Planning Processes for Two-Component Nuclear Energy Based on the "Economic Cross" Methodology
5 Conclusions
References
Complex Objects Identification and Analysis Mechanisms
Abstract
1 Introduction
2 Methodology
2.1 Agent Technology
2.2 Data Unification
2.3 Data Storing
2.4 Visualization and Analysis
3 Conclusion
Acknowledgments
References
To Help or Not to Help: A Network Modelling Approach to the Bystander Effect
Abstract
1 Introduction
2 The Network-Oriented Modelling Approach
3 The Introduced Temporal-Causal Network Model
4 Simulation Results
5 Mathematical Verification of the Network Model
6 Validation Using Empirical Data and Parameter Tuning
7 Discussion
References
A Model of Top-Down Attentional Control for Visual Search Based on Neurosciences
1 Introduction
2 Bio-Inspired Model of Top-Down Attentional Control
3 Case of Study
4 Discussion and Conclusions
References
Comparison of Brain Induced Potentials in Internal Speech in Studied and Unknown Languages
Abstract
1 Introduction
2 Method
3 Results
4 Conclusion
Acknowledgments
References
Analysis of Using of Neural Networks for Real-Time Process Control
Abstract
1 Introduction
2 Digital Twins of Technological Objects
3 Intelligent Data Analysis Together with IIoT
4 Computer Vision
5 Conclusion
References
Comparison Between Coordinated Control and Interpretation Methods for Multi-channel Control of a Mobile Robotic Device
1 Introduction
2 Related Works
3 Comparison of Control Methods
3.1 Resistance to External Factors
3.2 Presence of System Errors
3.3 The Presence of Ignored Information
4 Experiment
5 Conclusion
References
Combinator-as-a-Process for Representing the Information Structure of Deep Computing
1 Applicative Environment: Interaction of Objects
References
Applicative Model to Bring-in Conceptual Envelope for Computational Thinking with Information Processes
1 Introduction
2 Applicative System and Model
2.1 Combinatory Glue
2.2 Extracting the Valuation Envelope
References
Computational Model for Capturing the Interdependencies on Information Processes
1 Introduction
2 Computational Model of the Information Process with Variable Property
3 Conclusions
References
Imposing and Superposing the Information Processes over Variable Concepts
1 Introduction
2 Modeling a Process with Variable Property
2.1 Modeling of Change
2.2 Variable Domains
3 Conclusion
References
Improvement of the Technology of fMRI Experiments in the Concealed Information Paradigm
Abstract
1 Introduction
2 Materials and Methods
3 Results
4 Conclusion
Acknowledgements
References
Modelling Metaplasticity and Memory Reconsolidation During an Eye-Movement Desensitization and Reprocessing Treatment
Abstract
1 Introduction
2 Neurological Findings
3 The Computational Method Used
4 The Designed Second-Order Adaptive Network Model
5 Simulation Results
6 Discussion
References
Correction to: Cyber Polygon Site Project in the Framework of the MEPhI Network Security Intelligence Center
Correction to: Chapter "Cyber Polygon Site Project in the Framework of the MEPhI Network Security Intelligence Center" in: A. V. Samsonovich et al. (Eds.): Brain-Inspired Cognitive Architectures for Artificial Intelligence: BICA*AI 2020, AISC 1310, https://doi.org/10.1007/978-3-030-65596-9_36
Author Index

Systemvoraussetzungen

Als PDF speichern Als Link merken