Proceedings of the sixth International Scientific Conference "Intelligent Information Technologies for Industry" (IITI'22) / / Sergey Kovalev [and three others]

• Pubblicazione: Cham, Switzerland : , : Springer, , [2022]; ©2022
• Descrizione fisica: 1 online resource (533 pages)
• Disciplina: 006.3
• Soggetto topico: Artificial intelligence - Industrial applications; Artificial intelligence - Industrial applications - History
• Persona (resp. second.): KovalevSergei M.
• Nota di contenuto: Intro -- Preface -- Organization -- Organizing Institutes -- Conference Chairs -- Organizing Chair -- Organizing Vice-chairs -- Conference Organizers -- International Program Committee -- Contents -- Decision Making Intelligent Systems -- Knowledge Bases Engineering Based on Event Trees Transformations: A Case Study for Aircraft Diagnostics -- 1 Introduction -- 2 Background -- 2.1 Model-Driven Development: Basic Principles -- 2.2 MDD/MDA Implementation: Prototyping Expert Systems Based on Transformations (PESoT) -- 3 Case Study: Aircraft Diagnosics -- 3.1 Motivation -- 3.2 Main Steps of Knowledge Base Engineering with the Aid of PESoT -- 4 Discussion -- 5 Conclusion -- References -- Architecture of a Distributed Intelligence System for Data Mining Based on Case-Based Reasoning -- 1 Introduction -- 2 Distributed Intelligent Systems -- 2.1 Microservice Architecture -- 3 Case-Based Reasoning Data Mining -- 3.1 Example of Creating a Case Library Using a Case Library Microservice -- 3.2 Example of Extracting Cases -- 4 Distributed System Architecture -- 5 Conclusion -- References -- Category Technology to Design Intelligent Systems for Complicated Decisions -- 1 Introduction -- 2 Category Theory Understanding of the Patterns, Matching and Concretization -- 3 Category Technology for Design of Knowledge Based Intelligent Systems -- 4 An Example of Use of Category Technology - AI Level -- 5 An Example of Use of Category Technology - TC-Level -- 6 Controllable Autonomous Systems -- 7 Conclusion -- References -- Communication as a Basic Element of the Methodology for the Development of Intelligent Systems -- 1 Introduction -- 2 Theoretical Part -- 2.1 Research of the Intellectual Side of Classical Communication -- 2.2 Research of the Intellectual Side of Ontological Communication -- 2.3 Research of the Intellectual Side of DSM Communication. ; 3 Proposed Communication Form -- 4 Conclusion -- References -- Approach to the Implementation of Intelligent Low-Code Platforms -- 1 Introduction -- 2 Suggested Approach -- 3 Example -- 4 Conclusion -- References -- Collaborative Decision Support with Ontology-Based Neuro-Symbolic Artificial Intelligence: Challenges and Conceptual Model -- 1 Introduction -- 2 Tasks to Be Solved to Enable Collaborative Human-Machine Decision Support and Main Challenges -- 3 Ontology-Based Neuro-Symbolic AI: State of the Art -- 4 Conceptual Model -- 5 Conclusion -- References -- Integration of Intelligent and Mathematical Technologies for Decision Support in Research and Ensuring Energy Resilience -- 1 Introduction -- 2 Analysis of the Current State of Research in This Field and Approaches to the Definition of Resilience -- 3 Energy and Environmental Security -- 4 Quality of Life -- 5 Suggested Approaches and Methods for Realising the Research Goal and Objectives -- 5.1 Adapting the Concept of Situational Management to Resilience Research in Energy and Socio-Ecological Systems -- 5.2 Cognitive and Probabilistic Modelling for Risk Assessment -- 5.3 Integration of Intelligent and Mathematical Technologies -- 5.4 The Example of a Computational Experiment -- 6 Conclusion -- References -- Patterns in Smart Wireless Sensor Network Nodes -- 1 Introduction -- 2 State-of-The-Art, Problem and Solution Method -- 3 A Data Model -- 4 A Pattern Knowledge Matrix -- 5 The Algorithm for Calculating the Pattern Membership Function -- 6 The Pattern Selection Algorithm When Observing a Situational Vector with Quantitative Characteristics -- 7 An Example of Using the Software Implementation of the Pattern Inference Algorithm -- 8 Discussion -- 9 Conclusion -- References -- Intelligent Recommender System for Spatial Analysis -- 1 Introduction -- 2 Review of Literature -- 3 Problem Statement. ; 4 Principle of Adaptation of Spatial Analysis -- 5 Definition of Context -- 6 Experimental Investigation -- 7 Conclusion -- References -- Identification of Generalized Euclidean N-dimensional Information Space of Modeling and Decision-Making of a Specialist -- 1 Introduction -- 2 Relevance and Analysis of the State of the Problem -- 3 Task Setting -- 4 Theoretical Part -- 5 Practical Significance -- 6 Conclusion -- References -- Machine Learning and Its Applications -- Detection of Anomalies and Attacks in Container Systems: An Integrated Approach Based on Black and White Lists -- 1 Introduction -- 2 Related Works -- 3 Proposed Approach -- 4 Experiments -- 5 Discussion -- 6 Conclusions -- References -- Frequent Pattern Discovery as Table Constraint Satisfaction Problem -- 1 Introduction -- 2 Basic Notions -- 3 Constraint Programming Technology and Specialized Tables Application -- 4 The Proposed Method for Closed Pattern Discovery -- 5 Frequent Pattern Discovery -- 6 Conclusion -- References -- Methodology for Detecting Anomaly and Attack on Cloud Infrastructure Instances -- 1 Introduction -- 2 Related Works -- 3 Anomaly and Attack Detection Methodology -- 3.1 Agentless Approach for Collecting Metrics -- 3.2 Methodology for Detecting Anomaly and Attacks -- 4 Experimental Evaluation -- 4.1 Model Evaluation -- 4.2 Analysis of Experimental Evaluation Results -- 5 Conclusions -- References -- Sift Descriptor for Social Media User Accounts Matching -- 1 Introduction -- 2 Related Works -- 3 Problem Statement -- 4 Original Model -- 5 Adding a New Feature -- 5.1 SIFT -- 5.2 Content Matching Algorithm -- 6 Experiment -- 7 Discussion -- 8 Conclusion -- References -- Draft-Based Learning Model to Discover Data from a Cognitive Causal Model -- 1 Introduction -- 2 Related Work -- 3 Method -- 3.1 Formal Definition of DCML -- 4 Experiments. ; 5 Discussion of Results -- 6 Conclusion -- References -- Machine Learning-Based Predictive Modeling of Mechanical Properties of Coatings -- 1 Introduction -- 2 Methods -- 3 Results -- 4 Conclusion -- References -- Synthesis of Estimation System for UAV Orientation with a Neural Network-Identifier -- 1 Introduction -- 2 Adaptive Dynamic Motion Model -- 3 UAV Automatic Control System -- 4 Construction of a Neural Network-Identifier -- 5 Conclusions -- References -- Hybrid Approach to Time Series Anomaly Detection Using LSTM Networks and Ontology -- 1 Introduction -- 2 Model, Structure and Description of the Anomaly Detection System -- 3 Ontological Analysis of the Results -- 4 Conclusions -- References -- Flexible Models of Management Over Socio-Technical Systems -- Intelligent Scoring of Publication Activities and Personal Share of Co-authorship in the Decision Support System for Rewarding University Employees -- 1 Introduction -- 2 Methodology for Encouraging the Author Publication Activity of Scientific Articles Based on the Share of Their Co-authorship Assessment -- 3 Results -- 4 Conclusions -- References -- Influence-Based Matrix Reconstruction Method -- 1 Introduction -- 2 Related Work -- 3 Methods -- 3.1 Influence-Based Matrix Reconstruction Method (IMRA) -- 3.2 Theorem on the Convergence of an Iterative Process to a Solution -- 4 Experiments -- 5 Discussion of Results -- 6 Conclusions -- References -- Identification of Predictors for Estimation the Intensity of Relationships Between Users of Online Social Networks -- 1 Introduction -- 2 Background Review -- 3 Problem Statement -- 4 Research Methodology -- 4.1 Description of the Dataset Under Study -- 4.2 "Scheme with Priorities" -- 4.3 "Scheme with Characteristics" -- 4.4 Methods Used to Analyze the Data -- 5 Results -- 6 Inference -- 7 Conclusion -- References -- Intelligent Medical Systems. ; Information Granulating and Its Use in Descriptive and Predictive Analysis of Medical Data -- 1 Introduction -- 2 Basic Models for Representation of Information Granules -- 3 Methods for Creating Information Granules -- 4 Approach of Information Granulating of Medical Data in Descriptive and Predictive Analysis -- 5 Conclusion -- References -- Analysis of Micro-images of Skin Neoplasms Using Convolutional Neural Networks in an Intelligent Medical Information System for the Early Diagnosis of Melanoma -- 1 Introduction -- 1.1 The Early Melanoma Diagnosis Task -- 1.2 Application of Information Technologies and Artificial Intelligence Technologies in the Diagnosis of Melanoma -- 2 Neural Network Model for Solving the Problem of Image Analysis -- 2.1 Description of the Neural Network Model Architecture -- 2.2 Data Preprocessing Before Model Training -- 2.3 Neural Network Learning Process -- 3 Experimental Results -- 3.1 Segmentation Module Experiments -- 3.2 Analysis Module Experiments -- 4 Conclusion -- References -- Expert System for the Diagnosis of Orphan Diseases -- 1 Introduction -- 2 Knowledge Engineering -- 2.1 First Stage of Knowledge Extraction -- 2.2 Second Stage of Knowledge Extraction -- 3 Disease Model -- 4 Comparative Analysis Algorithm -- 5 Display and Explanation of Hypotheses -- 6 Platform for the Implementation of the System -- 7 System Testing -- 8 Conclusion -- References -- Data Mining Approach to Characterization of Bioactive Inorganic Scaffold Properties Using Synthetic Images -- 1 Introduction -- 2 Related Work -- 3 Proposed Approach -- 4 Discussion -- 5 Conclusion -- References -- Methods and Approaches for Predicting Speech Impairment After Brain Tumor Surgery -- 1 Introduction -- 2 Problem Statement -- 3 Development of a Model for Predicting Speech Disorders Based on EEG Results -- 4 Data Preparation. ; 4.1 Obtaining the Set of Features and Their Values.
• Titolo autorizzato: Proceedings of the Sixth International Scientific Conference Intelligent Information Technologies for Industry (IITI'22)
• ISBN: 3-031-19620-1
• Formato: Materiale a stampa
• Livello bibliografico: Monografia
• Lingua di pubblicazione: Inglese
• Record Nr.: 9910627278703321
• Lo trovi qui: Univ. Federico II
• Serie: Lecture notes in networks and systems.