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MSSB ADVANCED RESEARCH SYMPOSIUM ON SOCIAL NETWORKS PROPOSAL: Samuel Leinhardt DIRECTORS Associate Professor of Sociology Carnegie-Mellon University Pittsburgh, Pennsylvania 15213 nv. H. Russell Bernard Associate Professor of Anthropology West Virginia University Morgan town, West Virginia 26506 33: James A. Davis, Harrison C. White, Frank Harary, Dorwin Cartwright, J. Clyde Mitchell, J. A. Barnes, Fritz Heider, Robert Abelson, Elihu Katz, James A. Coleman, Edward Laumann, Everett Rogers, Theodore Newcomb, Claude Flament, Anatol Rapoport , PARTICIPANTS : Charles Proctor, Paul Holland, Francois Lorraine, Mark Granovetter, Jack Hunter, Peter Kiliworth, Ove Frank, Anthony Coxon, Nicholas Mullins, Patrick Doreian, Joel Levine, Richard Roistacher, Robert Norman, Scott Bookman, Bo Anderson, Clinton DeSoto, Norman Whitten, Douglas White. TENTATIVE SITE: Dartmouth College Minary Conference Center Holderness, New Hampshire TENTATIVE DATE: September 19-21, 1975 To review and extend the use of network concepts in the formalization of social and social-perceptual structure. Perform a retrospective review of the development of network concepts and applications in a variety of social science contexts; examine the inter- disciplinary qualities inherent in the network approach to structural analysis; outline and critique contem- porary research and methods involving social networks and social-perceptual structures; detail the likely impact of this type of formalization on future work in the social sciences; produce a comprehensive set of papers which compare and extend the major network formalizations of social and relevant cognitive structure; and, publish these papers in the form of a conference proceedings. OBJECTIVES: 1

ADVANCED RESEARCH SYMPOSIUM ON SOCIAL ...vm205qj7942/vm205...(See also thereviewby Levine, 1959.) His work on networks of ties among three individuals is theearliestexplicit application

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  • MSSB ADVANCED RESEARCH SYMPOSIUM ON SOCIAL NETWORKSPROPOSAL:

    Samuel LeinhardtDIRECTORSAssociate Professor of SociologyCarnegie-Mellon UniversityPittsburgh, Pennsylvania 15213

    nv.

    H. Russell BernardAssociate Professor of AnthropologyWest Virginia UniversityMorgantown, West Virginia 26506

    33: James A. Davis, Harrison C. White, Frank Harary,Dorwin Cartwright, J. Clyde Mitchell, J. A. Barnes,Fritz Heider, Robert Abelson, Elihu Katz, James A.Coleman, Edward Laumann, Everett Rogers, TheodoreNewcomb, Claude Flament, Anatol Rapoport ,

    PARTICIPANTS :

    Charles Proctor, Paul Holland, Francois Lorraine,Mark Granovetter, Jack Hunter, Peter Kiliworth,Ove Frank, Anthony Coxon, Nicholas Mullins,Patrick Doreian, Joel Levine, Richard Roistacher,Robert Norman, Scott Bookman, Bo Anderson, ClintonDeSoto, Norman Whitten, Douglas White.

    TENTATIVE SITE: Dartmouth College Minary Conference CenterHolderness, New Hampshire

    TENTATIVE DATE: September 19-21, 1975

    To review and extend the use of network concepts inthe formalization of social and social-perceptualstructure. Perform a retrospective review of thedevelopment of network concepts and applications in avariety of social science contexts; examine the inter-disciplinary qualities inherent in the network approachto structural analysis; outline and critique contem-porary research and methods involving social networksand social-perceptual structures; detail the likelyimpact of this type of formalization on future work inthe social sciences; produce a comprehensive set ofpapers which compare and extend the major networkformalizations of social and relevant cognitivestructure; and, publish these papers in the form ofa conference proceedings.

    OBJECTIVES:

    1

  • 2

    BUDGET:

    Air travel (domestic) for 28 @ $175/ ind.

    Air travel (international) for 7 @ $1,000/ind.

    Ground transport Boston to Holderness for 30 @ $35/ind.

    Room and board for 35 for 3 days @ $35/ind./day

    Ten extra days for meeting air schedules, site prep., students

    Facilities fees, equipment rental, incidental expenses

    $ 4,900

    7,000

    1,050

    3,675

    350

    650

    Staff (secretary, graduate students), phones, computertime, organizational meetings

    Transcription, reproduction, post and publication

    Contents of the Proposal

    Review of network research

    Conference Rationale

    Organization

    Participants

    Alternates

    Notes on participants

    Notes on interest

    References

    2,000

    1,500

    p. 20

  • 3

    brief reviewNetwork theory in social science:

    The concept of a network, a set of nodes connected by a set of

    relations, provides a useful, intuitively appealing construct for

    representing various social and cognitive structures. Their use in

    these contexts is often metaphorical in that they are presented as easily

    appreciated simplifications of relatively abstract ideas. However,

    the use of networks, digraphs, stochastic graphs, or other forms

    of structural mathematics to formalize and render empirically

    testable a wide variety of theoretical propositions about social and

    cognitive structure has been increasing rapidly. To some extent this

    rise in formalism is a natural outgrowth of the increasing capability

    of social scientists to utilize modern mathematical and statistical

    ideas in the construction of theory and appropriate methods. But it also

    can be seen as a concerted effort to understand how the actual or

    perceived organization of social relationships influences the behavior

    of individuals and groups. Broadly speaking, this effort can be

    disaggregated into several "schools" distinguishable on the basis

    of the size and "reality-nature" of the structures or structural

    relations considered, the focus on implications of structure or

    structure per se and the methodological approach of the investigator.

    The size of the structure analyzed probably provides the most

    effective criteria for categorizing usage. Psychologists and social

    psychologists who have used network-like ideas to formalize

    conceptualizations of cognitive structure have examined the organization

    of attitudes, perceptions or sentiments in the minds of individuals.

  • These are inherently non- observable, small networks whose existence

    is inferred by investigators from the responses of individuals to

    hypothetical situations or from reports about behavior. The research

    question can usually be phrased in terms of what kinds of properties

    a socially relevant cognitive relation can have so as to render a

    set of felt or perceived relations and objects comfortable, stable,

    acceptable or free of tension. Thus, Keider (1944, 1946, 1957)

    in his seirinal contribution to social psychology, used literary-

    material ss supportive evidence for the principles of balance theory,

    a theory which he advanced as a formal codification of the naivepsychology applied by individuals to keep their behavior and sentiments

    in proper coordination. Balance theory, as Heider initially proposed

    it, dealt in large measure with the influence of perceived relations

    among relevant objects on the attitudes of an individual. The

    formalization involved, as a model, the now classic P-O-X triad and

    specific ets of directed relations within thi:. triad. Heider

    was conce ned with small networks, sets of two or three nodes in

    which the relation was one individual- s perception or attitude and

    in which he social nature of the network resulted from the fact

    that the perceptions involved attitudes towards another individual.

    It is difficult, i:' not impossible, to gauge the vast impact Heider 's

    ideas have had on i ocial psychological and sociological theory.

    Suffice it to say that nearly all the balance-like or consistency

    theories derive in some measure from his work (see the various reviews

    in Abelson, et.al., 1968;and Davis, 1963) and that direct links

  • can be found to Heider in the work of Abelson, DeSoto, Newcomb,

    Cartwright, Harary, Davis, Leinhardt, Holland and Flament.

    The work of DeSoto, (for example, DeSoto and Bosley, 1962) andtha recent work of Newcomb (1968) are clearcut extensions of Heider' sco cern with the structural properties of social cognition. DeSoto 'sre earch efforts have involved attempts to elicit from experimental

    su jects their opinions about the logical properties of social

    re vtionso Newcomb' s work has involved eliciting the opinions of

    exi rimental subjects about incomplete or contradictory hypothetical

    social situations. The logical properties of relations areinferred by the experimenter. These logical properties are then

    presumed to act as constraints on the possible cognitive organization

    of perceived social events or attitudes. Thus, they form the set

    of structural requirements to which these cognitive networks must

    conform. Davis (1963) expands upon the implications of such

    constraint sets by tying them to behavior involving socially relevant

    actions. In so doing he shows how balance theory as Heider originally

    envisaged it can be used as a calculus of attitudinal relations for

    explaining propositions as varied as Merton's homophily-heterophily

    dichotomy and the voting paradox or cross pressures situation.

    While psychologists have traditionally persued properties

    underlying the cognitive organization of social relations, interestin the extant organization of relations among individuals has been

    more typically a concern of sociologists. However, some social

    psychologists have bridged the gap between the two areas. For example,

    Newcomb 's (1953) A-B-X theory of interpersonal attraction or

  • Newcomb «s (1953) A-3-X theory of interpersonal attraction ororientation is quite similar to Heider' s formulation. The main

    primary distinction between the approach of researchers interested

    In this early work of Newcomb « s graphical methods of structuralanalysis quite similar to Heider 's are used to model the structuralproperties of social relations rather than the structural propertiesof perceptions of social relations. Newcomb ' s was an essentialstatement of concern for pairwise rather than strict ego orientedanalysis. Nonetheless, theoretical sociological interest in applyingHeiderian methods to small-scale social networks was due more toCartwright and Harary than to Newcomb. In their classic formalizationof balance theory (Cartwright and Harary, 1956) graph theory wasused to examine the implications of balance in the extant relationsamong a closed group of individuals. Cartwright and Harary (1956)took Heider 's theory which dealt with organization in an individual'smind and applied it to the organization of interpersonal relations.Davis and Leinhardt (1972) and Leinhardt and Holland (1971) in a

    variety of papers have extanded this initial work using notions

    difference derives from Newcomb 's specific interest in the organizationof extant relations between at least two individuals. The step takenhere is an important one. The interest in extant relations is a

    in cognitive structure and those interested in social structure.

  • 7

    derived from French (1956), and Landau (1951-1953). These efforts have

    involved the development of statistical models for models of small-scale

    social networks as well as generalizations of the models. Cartwright

    and Harary (1970) have also considered generalized extensions of their

    more deterministic graph theoretic approach.

    Another theoretical line of development In this area derives from

    Simmel (1955). (See also the review by Levine, 1959.) His work on

    networks of ties among three individuals is the earliest explicit

    application of network concepts to extant social structure. Simmel 's

    concept of dualism or the intersection of persons within groups has

    recently been reconsidered by Brieger (1974) and is important in the

    algebraic work of White.

    Although the application of network ideas in the analysis of small-

    scale social systems seems to be a natural sociological issue it was

    a psychiatrist who provided the most commonly used device for collecting

    data on these networks. Moreno (1932) did this quite early by inventing

    the sociometric technique. This is essentially a survey instrument

    in which individuals in a group are asked to identify others in the

    group to whom they are tied in some socially meaningful way. The

    development of analytic techniques for examining sociometric data has

    occupied many different kinds of social scientist (see, for example,

    Coleman, and Macßae, 1960; Festinger, 1949; Katz, 1951; Katz and Proctor,

    1959; Hubbell, 1965; Northway, 1940; Spilerman, 1966). Although these

    efforts have focused on decomposing sociometric ties into those

    between cliques or status hierarchies, techniques are now evolving

    which permit much deeper analysis (Holland and Leinhardt, 1974;

    White and Breiger, 1974).

  • 8

    A separate theme in the sociological analysis of social networks

    has dealt with extant ties among large-scale social systems, in

    particular, systems which have no

    Although Milgram's (1967) work on

    of a national grouping provides a

    of such a system's boundaries the

    clearcut membership list or boundary

    acquaintance ties between members

    good example of the nebulousness

    interest in this research has

    usually been directed towards more circumscribed membership

    groups such as elites, professional classes, sets of individuals who

    have a common quality or role relation or are associated in some

    functional way. One of the distinguishing features of the study of

    large-scale social networks by sociologists has been the implicit

    importance of a real or potential flow along the network. The flow

    may be news or innovations as in Rogers (1962) and Coleman, Katz

    and Menzel (1957), or information and influence as in Katz and

    Lazarsfeld (1955), Lee (1969) and Granovetter (1974) or scientific

    knowledge as in Mullins (1968) or organizational power or decisions

    as in Friedell (1967), Levine (1972) and Laumann (1973). The

    underlying principle is, however, that, be it a flow of information

    about abortionists or jobs, politically acceptable candidates or

    seed corn, the structural properties of the social network are

    assumed to have important effects on the way in which the flow

    spreads, to whom it spreads, the rate of spread and its social and

    cognitive consequences. (See also the work of Sapoport, 1961.)

    While sociologists of large-scale systems have concentrated on

    networks in special groups, particular social attitudes or selected

  • 9

    social ties, anthropologists have been quick to point out that

    network concepts were the natural choice for a general formal model

    of social structure, one which incorporated both latent and active

    multiple ties. Radcliffe-Brown (1940) is quite explicit in his identi-

    fication of the active and latent ties between individuals as what

    ha means by a social structure. Much of his early requests that

    nthropologists collect field data on political, acquaintance and

    kin ties between people in a wide variety of societal settings are

    only recently being acknowledged. A good deal of this renewed

    interest among anthropologists in social network data is due to the

    work of the British anthropologists Barnes (1972), Bott (1971)

    and Mitchell (1969). While some similar work is being performed

    by sociologists interested in "urban" or "community" networks

    (See Wellman, et.al., 1972) the area is clearly dominated by

    anthropological interests. Less concerned with formal models, their

    work attempts to determine if the social networks can operate asan alternative explanatory mechanism in understanding aggregatesociological properties of groups or individuals. Here, too,there has been a strong interest in the processes which utilize

    networks as against the sociological concern with the organizational

    properties inherent in the relations composing the network.Perhaps the best example of the formal network approach to the

    study of social structural organization occurs in the work of White (1963)

    and White and Lorraine (1971) on kinship structures and multirelational

  • 10

    I 'it

    graphs. This work uses structural mathematics such as group theoryo

    co generate formal models of compound roles, roles whose purpose

    is to effect an ordering of social relations among members of a

    society. It is intriguing to that White's sociological

    work is often motivated by the ideas of the anthropologists Levi

    Strauss (1967) and Nadel (1957)

    From this last point and by reflection on the stimulation which

    psychological interest in cognitive structure has given to the study

    of small-scale social structure can be seen a predelection for inter-

    disciplinary research questions among researchers using network

    concepts. Nowhere is this more clear than in the role statisticians

    and mathematicians have played in the development of methodological

    _...-. theoretical too_.s for network analysis. Besides the ,_o_>._._;ic

    algorithms cited above for organizing matrices of network data,

    social scientists have applied comparatively sophisticated tools

    to formalize models of network structure and to detect empirical

    support for these models. The classic contribution and one which

    has had an enormous impact on mathematical sociology and anthropology

    is the general description of the use of graph theory for modeling

    in Harary, Norman and Cartwright (1965). Similar work was accomplished

    by Flament (1963) but on a much smaller scale and from a more

    theoretical: orientation. The use of algebraic models by Wnite (1974),

    Lorraine and White (1971) and Boyle (1969) represent an alternative

    approach to formalization which has the advantage of greater generality

    but the disadvantage of less self-evident identification with empirical

  • observation and is less readily translated into statistical models.

    In addition to these two deterministic approaches, there has been a

    strong development of statistical tools with which to measure

    structural tendencies in network data. Moreno's (1960) and Katz

    and Powell's (1957) work represented an essential recognition that a

    sociogram was an empirical observation of a structure and, therefore,

    had to be considered in light of traditional measurement theory as a

    sample taken from a population with an underlying but unobserved

    structure whose characteristics must be inferred from those of the

    observation. The problems inherent in the sociometric technique

    were detailed by Holland and Leinhardt (1973) who also (1974)

    developed a statistical theory of average local structural properties

    from the approach initiated by Davis and Leinhardt (1972). While

    these techniques extend the usability of data on small-scale social

    networks and make possible testing a large variety of structural

    hypotheses, the problems inherent in gathering data on very large

    unbounded networks must be dealt with on the basis of sampling

    a subset of nodes from the larger, unknown total. Procedures for

    estimating the qualities of particular networks from samples of points

    contained in them have been advanced by Frank (1971).

    Rationale for the Conference

    The us>; of network concepts is rapidly expanding. From the

    early classic statements of Simmel, Radclif fe-Brown, and Heider

    social scientists have developed sophisticated theories and methods

    that begin to describe social organization and behavior with new

  • 12

    precision and quantitative power. A conference is needed in which_>

    prominent members of the various schools can gather and exchange

    views on the utility of the approach, its past contributions andcurrent potential. Since the past history of social network analysis

    and theory is one of cross-disciplinary fertilization it seems

    particularly appropriate for an interdisciplinary group to attempt

    more successful ideas in the field. Furthermore, since formalizationhas come rather easily in this area it would be especially worthwhileto examine the payoff of the use of mathematical formalization inthe social sciences by exploring its utility in its various appli-cations to social networks. With the evident burgeoning of interestin social networks and the rising mathematical sophistication ofsocial scientists, an advanced research symposium on formalism insocial networks is especially timely and likely to be useful and

    constructive.

    Conference Organization

    The conference will be held at a relatively isolated site fora period of three days. It is felt that holding the conference ata site which offers few external enticements but is nonetheless

    supportive of close and prolonged interaction will contribute tocommunication among the participants. Thirty-five individuals will be

    invited with a list of alternates provided In case selected

    participants are unable to attend. Each participant will be invited

    on condition of contributing a paper written either jointly with

    another participant or individually. While authorship with non-

    to consolidate this research and to extend the applicability of the

  • participants will not be disallowed, only invited participants will

    be permitted to attend the conference proceedings. Paper topics

    will be assigned by the conference directors through negotiation

    with the participants. Papers will cover retrospective reviews of

    selected topics by individuals personally involved in the development

    of major ideas, critiques of various general approaches, descriptions

    of contemporary research and methods and speculative analyses of

    future directions. Background papers will be distributed in advance

    of the conference and edited versions of conference discussions will

    be circulated among participants for editing following the conference

    Four to five presentations will be made each day with time for

    discussions and critical review by previously assigned individuals

    A volume of conference proceedings will be edited by Leinhardt

    for eventual publication. Organizational and financial details

    r^arding location, provisions, assignments and facilities will

    be handled by Carnegie-Mellon University staff or other qualified

    individuals hired by them for this purpose.

  • Tentative participants

    Professional Nonindividual Institution Field US? Contacted? Response

    Fritz Heider Kansas Psychology YesYesYesNo

    PositivePositivePositive

    9 Theodore NewcombRobert AbelsonClinton DeSoto

    MichiganYale

    11

    I!J .

    /,

    Johns HopkinsMich. St.John HunterJ A

    11. Small-scale social structure: properties of structures

    6. James A. Davis Chicago7 . Tlm-i.Ti t. Cnyi-T.rri o-h f Mi nh .

    era

    Dorwin Cartwright Michigan8. Harrison White Harvard9. Francois Lorraine Quebec0. Anthony Coxon Edinburgh

    13. Claude Flament Lab. Soc. Res.,4. Samuel Leinhardt Carnegie-Mellon,5. H. Russell Bern, rd W. Virginia

    SociologyPsychologySociology

    ii

    n

    n

    Anthropology

    YesYesYes

    Canada YesScotland No

    YesNo

    France NoYesYes

    PositivePositivePositivePositive

    Positive

    PositivePositive

    Elihu Katz JerusalemChicago

    Sociology Israel Nolb.17. James Coleman

    Edward LaumannEverett RogersMark GranovetterNicholas MullinsJoel Levine

    ii YesYesNo

    PositivePositiveChicago ii10.

    19. Mich. St.Harvard

    Communications20. Sociology Yes

    YesYes

    PositivePositivePositive

    21 Indiana ;:22. Dartmouth

    23. j . Clyde Mitchell ManchesterJ. A. Barnes Cambridge

    Anthropology England No" England No24 Cambridge

    25. Bo Anderson Mich. St. Sociology YesAnthropology Yes

    PositivePositive26. Norman Whit ten Illinois

    " No27. Douglas Wnite PittsburghV. Animals

    28. Scott Boorman Pennsylvania Sociology No

    Cognitive: properties of relations

    11. Patrick Doreian Pittsburgh12. Richard Roistacher Illinois

    111 . Large-scale

    g

    ocial structure: implications of general properties

    IV. Large-scale social structure:: implications of local properties

  • Tentative participants continued)

    Professional Nonindividual Institution Field US? Contacted Response

    VI. Models and methods

    Frank HararyRobert NormanPeter KillworthAnatol RapoportPaul Holland

    MichiganDartmouthOxford

    Mathematics29. YesYesYesYesYesYesNo

    PositivePositivePositivePositivePositivePositive

    ii30.I!jl. England

    CanadaTorontoNBSR

    11jl

    Statisticsjj.■.-_ Ove Frank Lund ii Sweden.-"-..

    Charles Proctor N. Carolina St i ■j_>.

  • 16

    NonU.S

    CanadaCanada

    Canada

    Alternates

    Professionalindividual Field

    Charles KadushinIvan Chase

    SociologySociologySociologySociologySociologySociologySociologyPsychologyPsychologyPsychology

    Howard AlditchNancy HowellPaul BernardMichael SchwartzBarry WellmanRenato TagiuriJames KuetheJulian Morrisett

    Institution

    ColumbiaDartmouthCornellTorontoMontrealSUNY S.B.TorontoHarvardSUNY Buf .Mich.

  • 17

    Brief Notes on the participants

    The participants have been categorized by one major area of research

    involving network concepts (Roman numeral). Clearly, these categories

    are arbitrary and overly constrictuve since many of the listed individuals

    have at one time or another engaged in research in several different or

    overlapping categories. Furthermore, the categories are designed to

    emphasize differences in concerns rather than similarities. Thus, they

    rarely fit an individual well. They are used here solely for organizationalpurposes.

    (I) The first category contains individuals whose relevant research

    activities have concentrated in the area- of cognitive organization of

    social perceptions or attitudes. Primarily social psychologists, the

    research conducted by this group runs the gamut of the perceived logical

    properties of an affective attitude, as in the work of Heider, DeSoto

    and Newcomb, through dynamic models of balance in the work of Hunter.

    (II) The second category contains individuals who are sociologists or

    social psychologists interested primarily in modeling the extant structure

    of bounded small-scale social systems. They include individuals such as

    Leinhardt whose interest is in the average properties of local conditions

    and others such as Davis, Cartwright, White and Flament who have emphasized

    specific global models of structure in social networks.

    II) The third group again contains sociologists but here the interest has

    focused less on the particular organizational properties of social networks

    and more on network structure as a sort of independent variable influencing

    other variables of primary concern. Moreover, the social systems studied

    by these individuals usually are less well bounded than those of group

  • 18

    )

    II and include networks of ties between individual members of communities,

    professional groups, elites, scientific subgroups, and large institutions.

    (IV) The fourth group is one composed principally of anthropologists.

    The interest here has emphasized lower order structural conditions in

    large unbounded social systems. Anthropologists who study social networks

    often identify the concept as a model for general social structural properties

    and gather field data on latent ties for evidence of the underlying

    structure which, when operationalized by appropriate circumstances, becomes

    manifest social organization. Different networks thus lead to different

    behavioral organizations and different cultural traditions are fostered

    oj these organizational differences.

    (V) While this fifth group contains only one individual, the study of

    the social organization of animals has a long tradition of reliance on

    network concepts. The success of the methods and models used in the

    study of non-human social organization must be considered carefully in

    light of evolutionary theory and comparative techniques. (See Landau, 1951-1953

    (VT) Although some social scientists are highly sophisticated mathe-

    matically and methodologically, most are not. In this last group are

    both mathematicians and statisticians who have evidenced a continuing

    interest in the formal models and methods underlying the use of network

    concepts in the social sciences. The group includes graph theorists

    such as Harary, survey statisticians such as Frank and data analysts

    interested in stochastic graph theory such as Holland.

    These individuals have been chosen as participants because of the

    significance of their contributions in the past or the very great

  • uture promise of their work. Many have also manifested a capability

    of the conference.

    woLe on mtercs the conference

    A time of submission of this proposal, 24 of the 35 tentativej.

    participants have been contacted by telephone. Each contacted

    individual has responded quite positively and enthusiastically andwas willing to commit himself to an original paper or critical

    ciscussion.

    m

    for bridging disciplinary bounds and should, therefore, be able tointeract effectively and productively in the interdisciplinary setting

  • 20

    Reference

    Barnes, J. A. (1972) "Social Networks," Addison-Wesley Modular Publications#26.

    Bott, E. (1971) Family and Social Network: Roles, Norms and ExternalRelationships in Ordinary Urban Families, 2nd ed. London: Tavistock1971.

    Boyle, R. P. (1969) "Algebraic systems for normal and hierarchicalsociograms," Sociometry, 32: 99-119.

    Breiger, R. (1974) "The duality of persons and groups," Social Forces,forthcoming.

    Cartwright, D. and F. Harary (1956) "Structural balance: A generalizationof Heider 's Theory," Psychological Review, 63: 277-293.

    , (1970) "Ambivalence and indifference in generalizationsof structural balance," Behavioral Science, 15: 497-513.

    Coleman, J. A., E. Katz and N. Menzel (1957) "The diffusion of aninnovation among physicians," Sociometry, 20: 253-270.

    Coleman, J. A. and D. Macßae, Jr. (I960) "Electronic processing ofsociometric data for groups up to 1000 in size," American SociologicalReview, 25: 722-727.

    Davis, J. A. (1967) "Clustering and structural balance in graphs," HumanRelations, 20: 181-187.

    (1963) "Structural balance, mechanical solidarity and

    Davis, J. A. and S. Leinhardt (1972) "The structure of positive inter-personal relations in small groups," in J. Berger, M. Zelditch and3. Anderson, eds., Sociological Theories in Progress, v. 11, Boston:Houghton Mifflin, 218-251.

    DeSoto, C. and J. J. Bosley (1962) "The cognitive structure of a socialstructure," journal of Abnormal and Social Psychology, 64: 303-307.

    Festiager, L. (1949) "The analysis of sociograms using matrix algebra,"Human Relations, 2: 153-158.

    Flament, C. (1963) Applications of Graph Theory to Group Structure,Prentice-Hall: New York.

    Abelson, R. P., E. \ronson, W. J. McGuire, T. M. Newcomb, M. J. Rosenbergand P. H. Tan: onbaum (1968) Theories of Cognitive Consistency:A Sourcebook,, "and McNally: Chicago.

    interpersonal relations," American Journal of Sociology, 68: 442-462.

    Frank, 0. (1971) Statistical Inference in Graphs, FOA Repro : Stockholm.

  • 21

    References (continued)

    Friedell, M. (1967) "Organizations as semilottices," American SociologicalLeview, 32: 46-54. a

    Heider, F. (1944) "Social perception and phenomenal causality,"Psychological Review, 51: 358-374.

    (1946), "Attitudes and cognitive organization," Journal of

    Holland, P. W. and S. Leinhardt (1974) "The statistical analysis of localstructure in social networks," Sociological Methodology, 1976,forthcoming .

    (1973) "The structural implications of measurement

    " (1971) "Transitivity in structural models of smallgroups," Comparative Group Studies, 2: 107-124.

    Hubbell, C„ (1965) "An input-output approach to clique identification "Sociometry, 28: 377-399.

    Katz, L. (1951) "The distribution of the number of isolates in a socialgroup," Annals of Mathematical Statistics, 23.

    Katz, L. and J.H. Powell (1954) "The number of locally restricteddirected graphs," Proceedings of the American Mathematical Association,5: 621-626. " ' ~

    Katz, L. and C. H. Proctor (1959) "The concept of configuration ofinterpersonal relations in a group as a time-dependent stochasticprocess," Psychometrika, 24: 317-327.

    Landau, H. G. (1951-1953) "On dominance relations and the structure ofanimal societies, : I, II and III" Bulletin of MathematicalBiophysics 13: 1-19; 245-262; 15: 143-148.

    French, J.R.P., Jr. (1956) "A formal theory of social power," PsychologicalReview, 32: 46-54. —z fi

    Granovetter, Mark (1974) Getting a Job, Harvard: Cambridge.

    ,rary, F., R. Z. Norman and D. Cartwright, Structural Models: AnIntroduction to the Theory of Directed Graphs, N.Y. : Wiley.

    Psychology, 21: 107-112.

    . " (1958), The Psychology of Interpersonal Relations, Wiley:New York.

    error in sociometry," Journal of Mathematical Sociology, 3; 85-111.

    Katz, E. and P. Lazarsfeld (1955) Personal Influence, Free Press: Glencoe.

  • (continued)fcrcnces

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