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Data science and complex networks: real case studies with Python

This book provides a comprehensive yet short description of the basic concepts of complex network theory and the code to implement this theory. Differently from other books, we present these concepts starting from real cases of study. The application topics span from food webs, to the Internet, the...

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Detalles Bibliográficos
Autores principales: Caldarelli, Guido, Chessa, Alessandro
Lenguaje:eng
Publicado: Oxford University Press 2016
Materias:
Acceso en línea:https://dx.doi.org/10.1093/acprof:oso/9780199639601.001.0001
http://cds.cern.ch/record/2241036
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author Caldarelli, Guido
Chessa, Alessandro
author_facet Caldarelli, Guido
Chessa, Alessandro
author_sort Caldarelli, Guido
collection CERN
description This book provides a comprehensive yet short description of the basic concepts of complex network theory and the code to implement this theory. Differently from other books, we present these concepts starting from real cases of study. The application topics span from food webs, to the Internet, the World Wide Web, and social networks, passing through the international trade web and financial time series. The final part is devoted to definition and implementation of the most important network models. We provide information on the structure of the data and on the quality of available datasets. Furthermore, we provide a series of codes to implement instantly what is described theoretically in the book. People knowing the basis of network theory could learn the art of coding in Python by checking our codes and using the online material. In particular, the interactive Python notebook format is used so that the reader can immediately experiment by themselves with the codes present in the manuscript. To this purpose we have set up a dedicated web site where readers can download and test the codes. The whole project is finalised to allow scientists and practitioners the possibility of working instantly in the field of complex networks.
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institution Organización Europea para la Investigación Nuclear
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publishDate 2016
publisher Oxford University Press
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spelling cern-22410362021-04-21T19:23:10Zdoi:10.1093/acprof:oso/9780199639601.001.0001http://cds.cern.ch/record/2241036engCaldarelli, GuidoChessa, AlessandroData science and complex networks: real case studies with PythonComputing and ComputersThis book provides a comprehensive yet short description of the basic concepts of complex network theory and the code to implement this theory. Differently from other books, we present these concepts starting from real cases of study. The application topics span from food webs, to the Internet, the World Wide Web, and social networks, passing through the international trade web and financial time series. The final part is devoted to definition and implementation of the most important network models. We provide information on the structure of the data and on the quality of available datasets. Furthermore, we provide a series of codes to implement instantly what is described theoretically in the book. People knowing the basis of network theory could learn the art of coding in Python by checking our codes and using the online material. In particular, the interactive Python notebook format is used so that the reader can immediately experiment by themselves with the codes present in the manuscript. To this purpose we have set up a dedicated web site where readers can download and test the codes. The whole project is finalised to allow scientists and practitioners the possibility of working instantly in the field of complex networks.Oxford University Pressoai:cds.cern.ch:22410362016
spellingShingle Computing and Computers
Caldarelli, Guido
Chessa, Alessandro
Data science and complex networks: real case studies with Python
title Data science and complex networks: real case studies with Python
title_full Data science and complex networks: real case studies with Python
title_fullStr Data science and complex networks: real case studies with Python
title_full_unstemmed Data science and complex networks: real case studies with Python
title_short Data science and complex networks: real case studies with Python
title_sort data science and complex networks: real case studies with python
topic Computing and Computers
url https://dx.doi.org/10.1093/acprof:oso/9780199639601.001.0001
http://cds.cern.ch/record/2241036
work_keys_str_mv AT caldarelliguido datascienceandcomplexnetworksrealcasestudieswithpython
AT chessaalessandro datascienceandcomplexnetworksrealcasestudieswithpython