| Description |
1 online resource (xii, 410 pages) : illustrations (some color) |
| Series |
Communications in computer and information science, 1865-0937 ; 1977 |
|
Communications in computer and information science ; 1977. 1865-0937
|
| Contents |
Intro -- Preface -- Organization -- Contents -- Algorithms for Complex Systems -- Energy Consumption of Evolutionary Algorithms in JavaScript -- 1 Introduction -- 2 State of the Art -- 3 Experimental Results -- 4 Conclusions -- References -- A Tabu Search Algorithm for the Map Labeling Problem -- 1 Introduction -- 2 The Map Labeling Problem -- 3 The Tabu Search Algorithm -- 4 Methodology -- 4.1 Solution Format -- 4.2 Label Placements Score -- 4.3 Neighbor Function -- 5 Results -- 6 Conclusions and Future Work -- References -- How to Turn a Leaky Learner into a Sealed One -- 1 Introduction |
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2 Methods -- 2.1 Motivation -- 2.2 Rényi's Matrix-Based Entropy Functional -- 2.3 Information Bottleneck Principle -- 3 Experiments -- 3.1 Data -- 3.2 Model -- 3.3 Initialization Schemes -- 4 Results -- 4.1 Consistency -- 4.2 Learning Dynamics of Both Learners -- 5 Discussion -- 5.1 Numerical Issues -- 5.2 Assessment and Further Investigation -- 6 Conclusion -- References -- Capturing Emerging Complexity in Lenia -- 1 Introduction -- 2 Lenia -- 3 Methodology -- 3.1 Variation over Time (VoT) Fitness -- 3.2 Autoencoder (AE) Based Fitness -- 3.3 Auto Encoder Variation over Time |
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4 Experimental Setup and Results -- 5 Conclusions -- References -- On the Detection of Significant Pairwise Interactions in Complex Systems -- 1 Introduction -- 2 The zI Index -- 3 The New Approach -- 4 Results -- 5 Conclusions -- Appendix A -- References -- Biologically Inspired Models -- The Properties of Pseudo-Attractors in Random Boolean Networks -- 1 Introduction -- 2 Simulation Results -- 3 Evolved Networks -- 4 Conclusions -- References -- Analysing the Expressiveness of Metabolic Networks Representations -- 1 Background -- 2 Methods -- 2.1 KEGG as a Source of Metabolic Data |
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2.2 Abstract Metabolic Networks, Reaction Graphs and Metabolic DAGs -- 2.3 Graph Kernels -- 2.4 Data Visualisation and Analysis -- 3 Results and Discussion -- 3.1 Vertebrates Analysis -- 3.2 Mammals Analysis -- 3.3 Primates Analysis -- 4 Conclusion -- References -- scFBApy: A Python Framework for Super-Network Flux Balance Analysis -- 1 Introduction -- 1.1 State of the Art -- 1.2 Our Contribution -- 2 Material and Methods -- 2.1 Constraint-Based Modelling -- 2.2 From a Single-Network to a Super-Network -- 2.3 Transcriptomics-Derived Constraints to Metabolic Fluxes -- 2.4 Data Pre-processing |
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2.5 The ScFBApy Package -- 2.6 Datasets -- 2.7 The Metabolic Network Model -- 2.8 Experimental Setting -- 3 Experimental Results -- 3.1 Cooperation Between Cells Increases the Biomass Production -- 3.2 Cells Exchange Specific Metabolites to Increase the Biomass Production -- 3.3 Software Availability and Computational Architecture -- 4 Discussion and Conclusions -- References -- Semantic Information as a Measure of Synthetic Cells' Knowledge of the Environment -- 1 Introduction -- 2 Observed Semantic Information -- 3 Numerical Results -- 3.1 Evaluation of Viability and of Semantic Information |
| Summary |
This book constitutes the refereed post proceedings of the 17th Italian Workshop on Artificial Life and Evolutionary Computation, WIVACE 2023, held in Venice, Italy, during September 6-8, 2023. The 30 full papers included in this book were carefully reviewed and selected from 55 submissions. They were organized in topical sections as follows: Algorithms for complex systems, Biologically inspired models, Complex chemical systems, Adaptation and swarms, Learning, Medicine and Social systems |
| Notes |
Includes author index |
|
Online resource; title from PDF title page (SpringerLink, viewed April 2, 2024) |
| Subject |
Self-organizing systems -- Congresses
|
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Artificial life -- Congresses
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Evolutionary computation -- Congresses
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| Genre/Form |
Electronic books
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| Form |
Electronic book
|
| Author |
Villani, Marco, 1967- editor
|
|
Cagnoni, Stefano, 1961- editor
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Serra, Roberto, 1952- editor
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| ISBN |
9783031574306 |
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3031574303 |
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