Computational Collective Intelligence 13th International Conference, ICCCI 2021, Rhodes, Greece, September 29 - October 1, 2021, Proceedings
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| Main Authors | , , , |
|---|---|
| Format | eBook Conference Proceeding |
| Language | English |
| Published |
Cham
Springer Nature
2021
Springer International Publishing AG Springer International Publishing |
| Edition | 1 |
| Series | Lecture Notes in Computer Science |
| Subjects | |
| Online Access | Get full text |
| ISBN | 3030880818 9783030880811 303088080X 9783030880804 |
| ISSN | 0302-9743 1611-3349 |
| DOI | 10.1007/978-3-030-88081-1 |
Cover
Table of Contents:
- 3 Overall Architecture of Control System Derived from Invisible Hand Paradigm, for Autonomous Team of AI Robots
- 6 Related Works -- 7 Conclusions -- References -- A Knowledge Graph Embedding Based Approach for Learning Path Recommendation for Career Goals -- 1 Introduction -- 2 Related Work -- 3 Description of Proposed Knowledge Graph Architecture -- 4 Recommendation System Based on Knowledge Graph Embedding -- 5 Experimental and Evaluation -- 6 Conclusion and Future Work -- References -- Social Networks and Recommender Systems -- Collective Consciousness Supported by the Web: Healthy or Toxic? -- 1 Introduction -- 2 Noospheric Consciousness -- 3 Neuroscientific Theories of Consciousness -- 3.1 Information Integration Theory (IIT) -- 3.2 Adaptive Resonance Theory -- 3.3 Global Workspace -- 4 Self-organization of Dynamic Patterns -- 5 The Impact of COVID-19 on Noospheric Consciousness -- 6 Promoting a Healthy Noospheric Consciousness -- References -- Equilibrium Analysis for Within-Network Dynamics: From Linear to Nonlinear Aggregation -- 1 Introduction -- 2 Modeling and Analysis of Dynamics Within Networks -- 3 Preliminaries -- 4 Weakly Scalar-Free and Scalar-Free Functions -- 5 Scalar-Free Functions Based on Function Conjugates -- 6 General Equilibrium Analysis for Nonlinear Functions -- 7 Solving Nonlinear Equations for Euclidean Functions -- 8 Solving Nonlinear Equations for Geometric Functions -- 9 Discussion -- References -- The Effect of Emergent Team Roles on Team Performance: A Computational Network Model -- 1 Introduction -- 2 Background Knowledge -- 3 The Modeling Approach Used -- 4 Social Network Model -- 5 Simulation -- 6 Discussion -- References -- A Second-Order Adaptive Network Model for Shared Mental Models in Hospital Teamwork -- 1 Introduction -- 2 Background -- 3 The Adaptive Network Model Using a Shared Mental Model -- 4 Simulation for the Example Scenario -- 5 Discussion -- References
- Intro -- Preface -- Organization -- Contents -- Knowledge Engineering and Semantic Web -- Negative Sampling for Knowledge Graph Completion Based on Generative Adversarial Network -- 1 Introduction -- 2 Related Work -- 3 Baseline Models -- 3.1 NoiGAN -- 3.2 ConvKB -- 4 NAGAN-ConvKB Model -- 5 Experiments -- 5.1 Datasets -- 5.2 Metrics -- 5.3 Parameters and Training Process -- 5.4 Results -- 6 Conclusion -- References -- Learning Embedding for Knowledge Graph Completion with Hypernetwork -- 1 Introduction -- 2 Related Work -- 3 Proposed HyperConvKB Model -- 4 Experiments -- 4.1 Datasets -- 4.2 Metrics -- 4.3 Experiment Setup -- 4.4 Result and Analysis -- 5 Conclusion -- References -- RotatHS: Rotation Embedding on the Hyperplane with Soft Constraints for Link Prediction on Knowledge Graph -- 1 Introduction -- 2 Related Work -- 3 Baseline -- 3.1 TransE -- 3.2 TransH -- 3.3 RotatE -- 4 Our Proposed Model -- 4.1 Rotation Matrix -- 4.2 Projection on Hyperplane -- 4.3 RotatHS Model -- 5 Experiments -- 5.1 Datasets -- 5.2 Parameters and Metrics -- 5.3 Environment -- 5.4 Results -- 6 Conclusion -- References -- Assessing Ontology Alignments on the Level of Instances -- 1 Introduction -- 2 Related Works -- 3 Basic Notions -- 4 Methods of Ontology Alignment Assessment -- 4.1 Criterion Based on the Depth of the Mapped Classes -- 4.2 Criterion Based on the Continuity of Mapped Classes -- 5 Experimental Verification -- 5.1 Experimental Methodology -- 5.2 Data Analysis -- 6 Summary and Future Works -- References -- Describing Semantics of Data Metamodels: A Case Study of Association-Oriented Metamodel -- 1 Introduction -- 2 Description of Conceptual Layer of Metamodels -- 3 The Concept of Semantics Extraction -- 4 Association-Oriented Metamodel -- 5 Definition of Association-Oriented Metamodel's Semantics -- 5.1 Concepts -- 5.2 Semantic Atoms -- 5.3 Evaluation
- Modeling an Epidemic - Multiagent Approach Based on an Extended SIR Model -- 1 Introduction -- 2 Related Work -- 3 Modeling the Spread of Disease -- 3.1 Definition of the Disease Model -- 4 Experimental Results -- 5 Conclusion -- References -- News Recommendations by Combining Intra-session with Inter-session and Content-Based Probabilistic Modelling -- 1 Introduction -- 2 Related Work -- 3 Problem Formulation -- 4 Our Proposed Method -- 4.1 Individual Preferences and Latest Intentions -- 4.2 Public Preferences -- 4.3 Recommendation List Creation -- 5 Experimental Evaluation -- 5.1 Log Analysis of Data Sets -- 5.2 Prequential Evaluation Protocol -- 5.3 Sensitivity Analysis of the Proposed Method -- 5.4 Comparison with Other Methods -- 6 Conclusion -- References -- Deep Matrix Factorization for Learning Resources Recommendation -- 1 Introduction -- 2 Related Work -- 3 Proposed Method -- 3.1 Problem Formulation -- 3.2 Deep Matrix Factorization for Learning Resource Recommendation -- 4 Experimental Results -- 4.1 Data Description -- 4.2 Baselines for Comparison -- 4.3 Evaluation Metrics -- 4.4 Evaluation Results -- 5 Conclusion -- References -- Impact of the Stroop Effect on Cognitive Load Using Subjective and Psychophysiological Measures -- 1 Introduction -- 2 Background and Related Works -- 2.1 Cognitive Load -- 2.2 Stroop Effect -- 2.3 Galvanic Skin Response -- 2.4 Subjective Cognitive Load Measurement -- 3 Experimental Setup -- 3.1 Participants -- 3.2 Stroop Test -- 3.3 Self-report Questionnaires Used -- 3.4 Biometric Techniques and Biosensors Used -- 3.5 Metrics to Assess Cognitive Load -- 4 Analysis of Experimental Results -- 5 Conclusions -- References -- Collective Decision-Making -- Toward a Computing Model Dealing with Complex Phenomena: Interactive Granular Computing -- 1 Introduction -- 2 General Idea of IGrC
- 2.1 Complex Granules (c-granules) -- 2.2 Control of a c-granule -- 2.3 Real Physical Semantics of Spatio-Temporal Windows and Time Clock -- 3 Networks of c-granules and Distributed Control in Such Networks -- 4 Concluding Remarks -- References -- Coordination and Cooperation in Robot Soccer -- 1 Introduction -- 2 RoboCup Leagues and Organization -- 3 Cooperation Strategies -- 3.1 From Individual to Collective Strategies -- 3.2 Collective Strategies -- 3.3 Opponent Analysis for Cooperation -- 4 Analysis and Classification of the Proposed Approaches -- 5 Conclusions -- References -- Improving Pheromone Communication for UAV Swarm Mobility Management -- 1 Introduction -- 2 Related Work -- 3 Pheromone Based Swarm Mobility -- 3.1 Pheromone Communication -- 3.2 Collision Avoidance -- 4 Optimisation Algorithm -- 4.1 Crossover Operator -- 4.2 Mutation Operator -- 4.3 Fitness Function -- 5 Experiments -- 5.1 Case Studies -- 5.2 CACOC+ Optimisation -- 5.3 Experimental Results -- 5.4 Interferences and Packet Loss -- 6 Conclusions and Future Work -- References -- UAV-UGV Multi-robot System for Warehouse Inventory: Scheduling Issues -- 1 Introduction -- 2 Models and Problem Analysis -- 2.1 Problem Description -- 2.2 Optimization Problem Analysis -- 2.3 A Simple Lower Bound -- 3 Methods and Algorithms -- 3.1 List-Scheduling Algorithm -- 3.2 An Iterative/Probabilistic Method -- 4 Simulations/Use Case/Experimental Results -- 4.1 Use Case -- 4.2 Experimental Results -- 5 Conclusion and Perspectives -- References -- An Effective Correlation-Based Pair Trading Strategy Using Genetic Algorithms -- 1 Introduction -- 2 Literature Review -- 3 Proposed Approach -- 4 Experimental Results -- 4.1 Dataset Description -- 4.2 Comparison of the Proposed and Previous Approaches -- 4.3 Results of the Second Dataset -- 5 Conclusion and Future Work -- References
- Exploration Strategies for Model Checking with Ant Colony Optimization -- 1 Introduction -- 2 Background -- 2.1 Automata-Theoretic Model Checking -- 2.2 Model Checking Based on Ant Colony Optimization -- 3 Proposed Exploration Strategies -- 3.1 Skip Strategy -- 3.2 Replacement Strategy -- 4 Experiments -- 5 Conclusion -- References -- Periodic Distributed Delivery Routes Planning Subject to Uncertainty of Travel Parameters -- 1 Introduction -- 2 Problem Definition -- 3 Ordered Fuzzy Numbers Algebra -- 4 Ordered Fuzzy Constraint Satisfaction Problem -- 5 Conclusions -- References -- Decision Support Model for the Configuration of Multidimensional Resources in Multi-project Management -- 1 Introduction -- 2 Problem Statement and Illustrative Example -- 3 Decision Support Model for the Configuration of Multidimensional Resources -- 4 Computational Experiments -- 5 Conclusions -- Appendix A Implementation of the Decision Model in AMPL -- References -- New Extensions of Reproduction Operators In solving LABS Problem Using EMAS Meta-Heuristic -- 1 Introduction -- 2 Evolutionary Multi-agent Systems for Discrete Optimisation Problems -- 3 Extended Recombination Operators for LABS Problem -- 3.1 New Variants of Recombination Operators -- 4 Experimental Study -- 4.1 Results -- 4.2 Summary of the Experimental Results -- 5 Conclusions and Future Work -- References -- Adam Smith's Invisible Hand as a New, Powerful and Robust Control Paradigm for Collective AI Robotics -- 1 Understanding the Invisible Hand -- 2 The Invisible Hand as an Unconscious, Chaotic, Non-deterministic Computational Process on the Platform of Beings/Robots in Natural/Artificial Social Structure -- 2.1 Social Structure of Agents/Robots as Computational Platform for Invisible Hand Acting as Control System