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Handbook of Graphs and Networks in People Analytics

Af: Keith McNulty Engelsk Paperback
SPAR
kr 121

Handbook of Graphs and Networks in People Analytics

Af: Keith McNulty Engelsk Paperback

Handbook of Graphs and Networks in People Analytics: With Examples in R and Python covers the theory and practical implementation of graph methods in R and Python for the analysis of people and organizational networks. Starting with an overview of the origins of graph theory and its current applications in the social sciences, the book proceeds to give in-depth technical instruction on how to construct and store graphs from data, how to visualize those graphs compellingly and how to convert common data structures into graph-friendly form.

The book explores critical elements of network analysis in detail, including the measurement of distance and centrality, the detection of communities and cliques, and the analysis of assortativity and similarity. An extension chapter offers an introduction to graph database technologies. Real data sets from various research contexts are used for both instruction and for end of chapter practice exercises and a final chapter contains data sets and exercises ideal for larger personal or group projects of varying difficulty level.

Key features:

  • Immediately implementable code, with extensive and varied illustrations of graph variants and layouts
  • Examples and exercises across a variety of real-life contexts including business, politics, education, social media and crime investigation
  • Dedicated chapter on graph visualization methods
  • Practical walkthroughs of common methodological uses: finding influential actors in groups, discovering hidden community structures, facilitating diverse interaction in organizations, detecting political alignment, determining what influences connection and attachment
  • Various downloadable data sets for use both in class and individual learning projects
  • Final chapter dedicated to individual or group project examples
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Handbook of Graphs and Networks in People Analytics: With Examples in R and Python covers the theory and practical implementation of graph methods in R and Python for the analysis of people and organizational networks. Starting with an overview of the origins of graph theory and its current applications in the social sciences, the book proceeds to give in-depth technical instruction on how to construct and store graphs from data, how to visualize those graphs compellingly and how to convert common data structures into graph-friendly form.

The book explores critical elements of network analysis in detail, including the measurement of distance and centrality, the detection of communities and cliques, and the analysis of assortativity and similarity. An extension chapter offers an introduction to graph database technologies. Real data sets from various research contexts are used for both instruction and for end of chapter practice exercises and a final chapter contains data sets and exercises ideal for larger personal or group projects of varying difficulty level.

Key features:

  • Immediately implementable code, with extensive and varied illustrations of graph variants and layouts
  • Examples and exercises across a variety of real-life contexts including business, politics, education, social media and crime investigation
  • Dedicated chapter on graph visualization methods
  • Practical walkthroughs of common methodological uses: finding influential actors in groups, discovering hidden community structures, facilitating diverse interaction in organizations, detecting political alignment, determining what influences connection and attachment
  • Various downloadable data sets for use both in class and individual learning projects
  • Final chapter dedicated to individual or group project examples
Produktdetaljer
Sprog: Engelsk
Sider: 268
ISBN-13: 9781032204970
Indbinding: Paperback
Udgave:
ISBN-10: 1032204974
Udg. Dato: 20 jun 2022
Længde: 18mm
Bredde: 233mm
Højde: 154mm
Forlag: Taylor & Francis Ltd
Oplagsdato: 20 jun 2022
Forfatter(e): Keith McNulty
Forfatter(e) Keith McNulty


Kategori Personaleledelse og HR


Sprog Engelsk


Indbinding Paperback


Sider 268


Udgave


Længde 18mm


Bredde 233mm


Højde 154mm


Udg. Dato 20 jun 2022


Oplagsdato 20 jun 2022

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