{"title":"Parametric Validation of the Reservoir Computing-Based Machine Learning Algorithm Applied to Lorenz System Reconstructed Dynamics","authors":"Samuele Mazzi, D. Zarzoso","doi":"10.25088/complexsystems.31.3.311","DOIUrl":"https://doi.org/10.25088/complexsystems.31.3.311","url":null,"abstract":"A detailed parametric analysis is presented, where the recent method based on the reservoir computing paradigm, including its statistical robustness, is studied. It is observed that the prediction capabilities of the reservoir computing approach strongly depend on the random initialization of both the input and the reservoir layers. Special emphasis is put on finding the region in the hyperparameter space where the ensemble-averaged training and generalization errors together with their variance are minimized. The statistical analysis presented here is based on the projection on proper elements method.","PeriodicalId":50871,"journal":{"name":"Advances in Complex Systems","volume":"41 1","pages":"311-339"},"PeriodicalIF":0.4,"publicationDate":"2022-10-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"82815056","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Luis A. Miccio, Carlos Gámez-Pérez, Juan-Luis Suárez, G. A. Schwartz
{"title":"Mapping the Networked Context of Copernicus, Michelangelo, and della Mirandola in Wikipedia","authors":"Luis A. Miccio, Carlos Gámez-Pérez, Juan-Luis Suárez, G. A. Schwartz","doi":"10.1142/s0219525922400100","DOIUrl":"https://doi.org/10.1142/s0219525922400100","url":null,"abstract":"","PeriodicalId":50871,"journal":{"name":"Advances in Complex Systems","volume":"24 1","pages":"2240010:1-2240010:20"},"PeriodicalIF":0.4,"publicationDate":"2022-10-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"72765857","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Cascades in World input-output Network: illusion of stability","authors":"A. Leonidov, S. Radionov, E. Vasilyeva","doi":"10.1142/s0219525922500084","DOIUrl":"https://doi.org/10.1142/s0219525922500084","url":null,"abstract":"","PeriodicalId":50871,"journal":{"name":"Advances in Complex Systems","volume":"111 1","pages":"2250008:1-2250008:35"},"PeriodicalIF":0.4,"publicationDate":"2022-09-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"80957840","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"A dynamical Systems Perspective on the Detection of Racial Profiling","authors":"S. Herminghaus, Knut M. Heidemann","doi":"10.1142/s0219525922500072","DOIUrl":"https://doi.org/10.1142/s0219525922500072","url":null,"abstract":"","PeriodicalId":50871,"journal":{"name":"Advances in Complex Systems","volume":"238 1","pages":"2250007:1-2250007:11"},"PeriodicalIF":0.4,"publicationDate":"2022-09-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"80418231","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Towards a Measure of harmonic Complexity in Western Classical Music","authors":"M. Nardelli, G. Culbreth, M. Fuentes","doi":"10.1142/s0219525922400082","DOIUrl":"https://doi.org/10.1142/s0219525922400082","url":null,"abstract":"","PeriodicalId":50871,"journal":{"name":"Advances in Complex Systems","volume":"19 1","pages":"2240008:1-2240008:11"},"PeriodicalIF":0.4,"publicationDate":"2022-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"73723341","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"The Backbone of the Financial Interaction Network using a Maximum Entropy Distribution","authors":"Mauricio A. Valle, F. Urbina","doi":"10.1142/s0219525922500060","DOIUrl":"https://doi.org/10.1142/s0219525922500060","url":null,"abstract":"","PeriodicalId":50871,"journal":{"name":"Advances in Complex Systems","volume":"1992 1","pages":"2250006:1-2250006:23"},"PeriodicalIF":0.4,"publicationDate":"2022-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"89008570","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Madeleine Janickyj, Dan Curley, Pádraig MacCarron, M. McCarthy, Joseph Yose, R. Kenna
{"title":"The Enigmatic Fráoch and his eponymous Tale - Network Analysis of an Early Irish Heroic Romance","authors":"Madeleine Janickyj, Dan Curley, Pádraig MacCarron, M. McCarthy, Joseph Yose, R. Kenna","doi":"10.1142/s0219525922400069","DOIUrl":"https://doi.org/10.1142/s0219525922400069","url":null,"abstract":"","PeriodicalId":50871,"journal":{"name":"Advances in Complex Systems","volume":"19 1","pages":"2240006:1-2240006:24"},"PeriodicalIF":0.4,"publicationDate":"2022-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"81893698","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Networks, Heterogeneity and Evolution in Economics: a Short Review","authors":"Leonardo Bargigli, G. Ricchiuti","doi":"10.1142/s0219525922020015","DOIUrl":"https://doi.org/10.1142/s0219525922020015","url":null,"abstract":"","PeriodicalId":50871,"journal":{"name":"Advances in Complex Systems","volume":"10 1","pages":"2202001:1-2202001:11"},"PeriodicalIF":0.4,"publicationDate":"2022-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"80447487","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Panagiotis (Takis) Iliopoulos, G. Galanis, Ashok Kumar, Lilit Popoyan
{"title":"Sectoral Market Power in Global production: a Theoretical and Observational Study","authors":"Panagiotis (Takis) Iliopoulos, G. Galanis, Ashok Kumar, Lilit Popoyan","doi":"10.1142/s0219525922400057","DOIUrl":"https://doi.org/10.1142/s0219525922400057","url":null,"abstract":"","PeriodicalId":50871,"journal":{"name":"Advances in Complex Systems","volume":"76 1","pages":"2240005:1-2240005:48"},"PeriodicalIF":0.4,"publicationDate":"2022-07-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"80871793","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Forking Paths of Cultural Complexity: a Case Study of Research Paradigms","authors":"J. Borycz, Benjamin D. Horne, R. Bentley","doi":"10.1142/s0219525922400045","DOIUrl":"https://doi.org/10.1142/s0219525922400045","url":null,"abstract":"","PeriodicalId":50871,"journal":{"name":"Advances in Complex Systems","volume":"32 1","pages":"2240004:1-2240004:16"},"PeriodicalIF":0.4,"publicationDate":"2022-06-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"77465906","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}