Complex Networks XII: Proceedings of the 12th Conference on Complex Networks CompleNet 2021

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Preface Contents Effects of Hidden Users on Cascade-Based Community Detection 1 Introduction 2 Related Work 3 Problem Formulation and Methodology 3.1 Cascade-Based Community Detection Problem and Evaluation Indices 3.2 Dataset 3.3 Experimental Methodology 4 Results and Discussion 5 Conclusion and Future Work References Game of Thieves and WERW-Kpath: Two Novel Measures of Node and Edge Centrality for Mafia Networks 1 Introduction 2 Materials and Methods 3 Results and Discussion 4 Conclusions References Common Knowledge on Facebook Communication Networks: Models and Experimental Findings 1 Introduction 2 Related Work 3 The Model 3.1 Preliminaries 3.2 Knowledge and Common Knowledge 3.3 Network Structure Globally Known 3.4 Network Structure Locally Known 4 Theoretical Results 4.1 Globally Known Network Structure 4.2 Locally Known Network Structure 5 Experimental Design 6 Experimental Results 7 Conclusion and Further Research References Logistics Route Planning in Agent-Based Simulation and Its Optimization Represented in Higher-Order Markov-Chain Networks 1 Introduction 2 Higher-Order Markov Chain Networks 3 Agent-Based Simulations in Square-Lattice Network 3.1 Algorithm Used for Route Optimization 3.2 Numerical Results 4 Agent Traces Represented in Higher-Order Markov-Chain Networks 5 Concluding Remarks References Degree-Degree Correlation in Networks with Preferential Attachment Based Growth 1 Introduction 2 ANND Distribution in the Barabási-Albert networks 3 Triadic Closure Model Analysis 4 Conclusion References On Measuring the Diversity of Organizational Networks 1 Introduction 2 Related Work 3 Problem Formulation 3.1 Objectives 3.2 Challenges 4 Method 4.1 Handling Constraints 4.2 Variations on FairEA 5 Experimental Setup 5.1 Datasets 5.2 Open Positions, Teams, and Candidate Pool 5.3 Fitness Functions 5.4 Baseline Methods 5.5 Metrics 6 Results and Analysis 6.1 FairEA Evaluation 6.2 Example Usage of FairEA 7 Discussion, Limitations, and Conclusion References An Interpretable Graph-Based Mapping of Trustworthy Machine Learning Research 1 Introduction 2 Materials and Methods 2.1 Data 2.2 Methods 3 Results 4 Discussion 5 Conclusion References MAVAC: Mapping and Visualization of Academic Collaborations with a Focus on Diversity 1 Introduction 2 Related Works 3 System Overview and Methods of Construction 4 Visualization 5 Network Analysis 6 Results References Modelling Damage Propagation in Complex Networks: Life Exists in Half-Chaos 1 Introduction 2 Kauffman's Hypothesis 3 Experiments and Network Parameters 4 Evolutionary Stability of Half-Chaotic Networks 5 Conclusions References Information Seeking as an Evolutionary Game 1 Introduction 2 Model Description 3 Results 3.1 Mean-Field Solution 3.2 Mean-Field Solution with Additional Sources of Truth 3.3 Comparison to Results from Numerical Simulation 3.4 The Effects of Clustering 4 Summary and Conclusions References How Correlated Are Community-Aware and Classical Centrality Measures in Complex Networks? 1 Introduction 2 Classical and Community-Aware Centrality Measures 3 Correlation Analysis 4 Network Topology Analysis 5 Conclusion References Author Index