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Time and Social Networks
Time and Social Networks ,[object Object],[object Object],[object Object],[object Object],[object Object]
Time and Social Networks ,[object Object],[object Object],[object Object],[object Object],[object Object]
Network Dynamics ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Network Forces ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Measuring Reciprocity ,[object Object],[object Object],[object Object]
Dyadic Forces
Transitivity ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Enemy of my Friend is an Enemy B A C
Friend of my Enemy is an Enemy B A C
Enemy of my Friend is an Enemy B A C
Enemy of my Enemy is a Friend B A C
Group Balance ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Closure Force
Closure Force
Structural Holes
Structural Hole Force
Hierarchy
Group Balance ,[object Object],[object Object],[object Object],[object Object],[object Object]
Measuring Balance ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Time 1
Time 5
Time 10
Reciprocity
Transitivity
Relational Stability ,[object Object],40 30 20 10 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 Week % Change in ties Relational Stability
Structural (im)balance 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 9 11 13 15 17 Extent of Structural Imbalance Structural Imbalance Generalized Imbalance Week
Result… ,[object Object],[object Object]
Doreian, Kapuscinski, Krackhardt & Szczypula: A brief history of balance through time. “… the micro-level processes can be viewed as generating social forces that move the structure toward group balance.” … negative ties within groups are likely less tolerated than positive ties between groups, as negatives within group may threaten the group in ways that positive ties between groups do not.
An extension:  A balance model of friendship change among adolescents The basic hypothesis of social balance is that people will make choices that bring the entire group into balance.  But, consider how a given relationship looks from different perspectives:  A transition that generates transitivity for one person can generate intransitivity for another.  As such, there is no guarantee that friendship change will result in a globally balanced outcome.
State-Transition diagram of triads
Testing in simulation What are the implications for relationship change if people follow transitivity, from their own point of view? J. Moody used a simulation, based on data from Add Health, to answer this question. Rules:  For every agent,  Attempt to achieve closure Attempt to achieve transitivity Resolved through adding and dropping edges
Strong transitive and intransitive rules: Results in cliques forming quickly and maintaining over time.
Moderate values for seeking transitivity and avoiding intransitivity:  Results in a fluid network structure.
Rules for network evolution ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Friend of my Friend ,[object Object],B A C
Balanced Triad ,[object Object],[object Object],[object Object],[object Object]
First Phase Transition ,[object Object],[object Object],[object Object],[object Object]
Let Conflict Strike ,[object Object],[object Object],[object Object]
Friend of my Friend ,[object Object],B A C
...dissonance causes action
Can Conflict Spread?
Can Conflict Spread?
The greater the network density, the greater is the probability of a catastrophic cascade
Like the forest fire?
Phase Transition #2
alpha = 1.2886
Degree Distribution
Some results... ,[object Object],[object Object],[object Object]
Instability - or complexity? ,[object Object],[object Object],[object Object],[object Object]

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14 Dynamic Networks