1 Moving Structure – A Possibility of Positional Analysis of Discontinuous Process Data. The...

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1 Moving Structure – A Possibility of Positional Analysis of Discontinuous Process Data. The Mailing List Example. PD Dr. Christian Stegbauer FB Gesellschaftswissenschaften Institut für Gesellschafts- und Politikanalyse [email protected] frankfurt.de Dipl. Math. Alexander Rausch Hochschulrechenzentrum [email protected]
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Page 1: 1 Moving Structure – A Possibility of Positional Analysis of Discontinuous Process Data. The Mailing List Example. PD Dr. Christian Stegbauer FB Gesellschaftswissenschaften.

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Moving Structure – A Possibility of Positional Analysis of Discontinuous Process Data.The Mailing List Example.

PD Dr. Christian StegbauerFB GesellschaftswissenschaftenInstitut für Gesellschafts- und [email protected]

Dipl. Math. Alexander RauschHochschulrechenzentrum

[email protected]

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Studies on social network dynamics

• are normally based on data collected at just a few

definite points of time

• acquisition of data costs much time and effort

• Suitor et al. (1997: 6) „Given the cost and complexity

of network studies, time-series analysis will probably

be the rarest form of study of network change.“

• recently: increasing number of network dynamics

studies

• but mostly: focus on the change of individual

behavior in respect to the change of network

properties

• almost no studies on positional change in social

networks over time

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Objectives

• methodological:analysis of (relational) discontinuous process datato unveil structural change in the associated network

• empirical:contribution to communication research: dynamicsof internet based discussion groups– How to describe the life cycle of a discussion group?– How and why do discussion groups collapse?– Do positions in internet fora change over time?

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Discontinuous process data

• discontinuous data flow:The submission and reception of an eMail is a single event, that occures to a definite point in time.

• process data:Communication in a discussion group is a process, that depends on the development of the relations between the participants and the subjects already discussed.

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Creating a network from a mailing list archive

• We only use– the address-fields to identify the originators of the mails– the date-fields, to determine the specific dates at which the

mails were submitted and – the subject-fields to identify threads

from the mail-headers.

• We say that there is a relation between a pair of users, if both users participate jointly in at least one thread. The strength of this relation is defined as the number of threads shared by these two users.

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The “sliding window” – approach

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One blockmodel for 38 time-frames

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Visualisation 1: “animated graph”

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Visualisation 2: “coloured matrix”

Mailing list: Critical Café

Column: one of the 38 overlapping three months wide time-framesRow: one of the 147 participants

Coding of positions:

red centregreen peripheryblank not active

First period: 11-1995 12-1995 01-1996Last period: 12-1998 01-1999 02-1999

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How to get rid of artefacts?

• If a participant is active just in one month, he will be shown in three consecutive time-frames. This produces trails in the diagram, which actually contain no infor-mation. We call this effect ghosting.

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Visualisation 3: “coloured matrix”

Mailing list: Critical Caféactive participants only

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A closer view at the centre

Active participants who are affiliated to the centre for at least one month.

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Summary

• We started with two objectives:First:We wanted to present a methodological approach for the description and analysis of structural change in social networks. We believe the "moving structure" - approach gives an idea in which direction research should be promoted.

Second:We wanted to make a contribution to communication research. In our presentation we showed, how the dynamics of positions in communication fora can be described.