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Quality and Quantity

, Volume 22, Issue 1, pp 65–97 | Cite as

Artificial intelligence and content analysis

Problems of and strategies for computer text analysis
  • Jan J. van Cuilenburg
  • Jan Kleinnijenhuis
  • Jan A. de Ridder
Article

Abstract

Content analysis is a very tedious method of data collection. This paper addresses once more the question of whether and how computers may be used to facilitate content analysis in the coding stage. To interpret natural language automatically a computer program must be able to unravel the syntactical structure of sentences (‘parsing’) and to trace their semantical meaning by dealing with textual context (= ‘co-text’), prior knowledge (context outside the text) and semantic variability (different or ambiguous meanings of words and phrases). Several approaches to enable computer programs to perform these tasks are discussed, including approaches from the fields of cognitive psychology and artificial intelligence. The conclusion should be that it is still impossible to enable computer programs to perform all these tasks. But there are possibilities for using computer programs to support human coders both in the coding stage and the data-analysis stage of content analysis. As an example the program CETA to perform Computer-aided Evaluative Textual Analysis is discussed.

Keywords

Data Collection Artificial Intelligence Computer Program Cognitive Psychology Prior Knowledge 
These keywords were added by machine and not by the authors. This process is experimental and the keywords may be updated as the learning algorithm improves.

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References

  1. Boden, M.A. (1977). Artificial Intelligence and Natural Man. New York: Basic Books.Google Scholar
  2. Bonczek, R.H., C.W.Holsapple & A.B.Whinston (1981). Foundations of Decision Support Systems. New York: Academic Press.Google Scholar
  3. Boot, M. (1984). Taal, Tekst, Computer (Language, Text, Computer). Katwijk: Sevire.Google Scholar
  4. Collins, A.M. & M.R.Quillian (1969). “Retrieval time from semantic memory”, Journal of Verbal Learning and Verbal Behavior 8: 240–247.Google Scholar
  5. Deetjen, G. (1977). Industriellenprofile in Massenmedien: ein neuer Ansatz zur ussagenanalyse. Hamburg: Verlag hans-Bredow-Institut.Google Scholar
  6. Gallhofer, I.N., W.E.Saris & M.Melman (eds) (1986). Different Text Analysis Procedures for the Study of Decision Making. Amsterdam: Sociometric Research Foundation.Google Scholar
  7. Graesser, A.C. & L.F.Clark (1985). Structures and Procedures of Implicit Knowledge. Norwood: Ablex Publishing Corporation.Google Scholar
  8. Cuilenburg, J.J.van, J.Kleinnijenhuis & J.A.deRidder (1986a). “A theory of evaluative discourse: towards a graph theory of journalistics texts”, European Journal of Communication 1: 65–96.Google Scholar
  9. Cuilenburg, J.J.van, J.Kleinnijenhuis & J.A.deRidder (1986b). “Meaning objects and predicates in political news”, in: Brouwer, M., J.vanGinneken, L.Hagendoorn & J.Meloen (eds) (1986) Political Psychology in the Netherlands: The Nymegen papers. Amsterdam: Molu Russa.Google Scholar
  10. Holsti, O.R. (1969). Content Analysis for the Social Sciences and Humanities. London: Addison-Wesley.Google Scholar
  11. Humphreys & Wisudha (1979). “MAUD, an interactive computer program for the structuring, decomposition and recomposition of preferences between multiatributed alternatives.” Decision Analysis Unit, Technical Report 79-2. Uxbridge, Middlesex: Brunel Institute of Organization and Social Studies, Brunel University.Google Scholar
  12. Klingemann, H.D. (ed.) (1983). Computerunterstützte Inhaltsanalyse in der empirischen Sozialforschung. Frankfurt: Campus Verlag.Google Scholar
  13. Kops, M. (1983). “Eine Inhaltsanalytische Bestimmung von Persönlichkeits-bildern in Heiratsanzeigen”, pp. 54–97 in Klingemann (1983).Google Scholar
  14. Lasswell, H.D., D.Lerner & I.deSola Pool (1952) The Comparative Study of Symbols. Standford: Standford University Press.Google Scholar
  15. Marcus, M.P. (1980). A Theory of Syntactic Recognition for Natural Language. Cambridge: the MIT Press.Google Scholar
  16. Miller, G.A. & Ph.N.Johnson-Laird (1976). Language and Perception. Cambridge: Cambridge University Press.Google Scholar
  17. Namenwirth, J.Z., I.N.Gallhofer, W.E.Saris & J.Kleinnijenhuis (1978). “In search of semantic characteristics for machine coding”, Methoden & Data nieuwsbrief 3: 75–88.Google Scholar
  18. Osgood, C.E., S.Saporta & J.C.Nunnally (1956) “Evaluative assertion analysis”, Litera 3: 47–102.Google Scholar
  19. Popper, K.R. (1976) (1963). Conjectures and Refutations, The Growth of Scientific Knowledge. London: Routledge And Kegan Paul.Google Scholar
  20. Schank, R.C. (1973). “Identification of conceptualizations underlying natural language”, pp. 187–245 in: Schank & Colby (eds) (1973).Google Scholar
  21. Schank, R.C. & K.M.Colby (eds) (1973). Computer Models of Thought and Language. San Fransisco: W.H. Freeman.Google Scholar
  22. Shoben, E.J. (1984). “Semantic and episodic memory”, pp. 213–232 in: Wyer & Srull (eds) (1984-II).Google Scholar
  23. Scholten, O. (1985). “Selectivity in political communication”, Gazette, 35: 157–172.Google Scholar
  24. Schönbach, K. (1983). “The Issues of the Seventies: Computerunterstützte Inhaltsanalyze und die langfristige Beobachtung von Agenda-Setting-Wirkungen der Massenmedien, pp. 131–154 in: Klingemann (1983).Google Scholar
  25. Sowa, J.F. (1984) Conceptual Structures: Information Processing in Mind and Machine. London: Addison-Wesley.Google Scholar
  26. Stone, P.J., D.C.Dunphy, M.S.Smith & D.M.Ogilvie et al. (1966). The General Inquirer, a Computer Approach to Content Analysis. Cambridge: The MIT Press.Google Scholar
  27. Tetlock, P.E. (1981). “Personality and isolationism: content analysis of senatorial speeches”, Journal of Personality and Social Psychology 41: 737–743.Google Scholar
  28. Tetlock, P.E. (1985). “Integrative complexity of American and Soviet Foreign policy rhetoric: a time-series analysis,” Journal of Personality and Social Psychology 49: 1565–1585.Google Scholar
  29. Tolman, E.C. (1967 (1932)). Purposive Behavior in Animals and Men. New York: Appleton-Century-Crofts.Google Scholar
  30. Walker, S.G. (1986). Operational codes and content analysis: the case of Henry Kissinger”, pp. 13–27 in: Gallhofer et al. (ed) (1986).Google Scholar
  31. Winograd, T. (1973). “A procedural model of language understanding”, pp. 152–185 in: Schank & Colby (eds) (1973).Google Scholar
  32. Winograd, T. (1983). Language as a Cognitive Process. Volume I: Syntax. London: Addison-Wesley.Google Scholar
  33. Wyer, R.S. Jr. & S.E. Gordon (1984). “The cognitive representation of social information”, pp. 73–150 in: Wyer & Srull (eds) (1984-II).Google Scholar
  34. Wyer, R.S.Jr. & T.K.Srull (1984). Handbook of Social Cognition, Vol. I, II, III, IV. Hillsdale: Lawrence Erlbaum Associates.Google Scholar

Copyright information

© Kluwer Academic Publishers 1988

Authors and Affiliations

  • Jan J. van Cuilenburg
    • 1
  • Jan Kleinnijenhuis
    • 1
  • Jan A. de Ridder
    • 1
  1. 1.Netherlands Press FoundationFree University of AmsterdamAmsterdamNetherlands

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