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Network Approaches John D. Prochaska, DrPH, MPH
UTMB Department of Preventive Medicine & Community Health
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Learning Objectives To define a network and discuss the utility of analyzing networks rather than isolated individuals To present examples of networks in real-world applications To summarize key network measures commonly implemented in network analysis
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What is a Network? A structure made up of a set of actors and the dyadic ties among the actors Examples include Social networks Organizational networks Information networks Complex networks of all of the above
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Why do Network Analysis
Researched to understand the nature of relationships among actors, nodes, or other agents or organizations
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Components of a Network?
Notes (or vertices) Ties (or edges) Strong (bi-directional, reciprocal) Weak (uni-directional) Pendants Isolates Attribute Data Relational Data
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The Internet in 2005
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Spatial Network Network of Facebook Friends circa Source: Wikimedia
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Epidemiology / Disease Outbreak
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Types of Relationships
Similarities Membership Same attitudes towards Spatial location Social Relations Friend of Knows about Relative of Interactions Talked to Helped Flows Information Beliefs Personnel Resources
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Network Measures - Individuals
Density Centrality Total degree In degree Out degree Closeness Betweeness
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Network Measures – Network Level
Size Network density Network centrality Reciprocity Efficiency
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Applications – Faculty Collaboration
Faculty Members that Attend Meetings Together
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Applications – Faculty Collaboration
Same Group of Faculty Members that Develop Grant Proposals Jointly
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Applications – Faculty Collaboration
Same Group of Faculty Members that Publish Together
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Issues to Consider Who completes the survey and who do they represent
What are the boundaries of the network Sampling
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Summary Examining networks provides key insight into the workings of a the larger system Provides information beyond what can be gained by examining individuals as separate units Can provide critical information for improving communication, collaboration, and efficiency
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