721
Views
16
CrossRef citations to date
0
Altmetric
Articles

Evolutionary Factor Analysis of the Dynamics of Frames: Introducing a Method for Analyzing High-Dimensional Semantic Data with Time-Changing Structure

&
Pages 48-82 | Published online: 11 Mar 2013

References

  • Aarts , K. and van der Kolk , H. 2005 . Nederlanders in Europa: Het referendum over de Europese Grondwet , Amsterdam , , The Netherlands : Uitgeverij Bert Bakker .
  • van Atteveldt , W. 2008 . “ (Doctoral dissertation) ” . In Semantic network analysis: Techniques for extracting, representing, and querying media content , the Netherlands : Free University Amsterdam .
  • van Atteveldt , W. , Ruigrok , N. and Kleinnijenhuis , J. 2006 . Associative framing: A unified method for measuring media frames and the media agenda , Dresden , , Germany : Paper presented at the ICA 56th Annual Conference .
  • Baden , C. 2010 . Communication, contextualization, & cognition: Patterns & processes of frames’ influence on people's interpretations of the EU constitution , Delft , , The Netherlands : Eburon .
  • Baden , C. and de Vreese , C. H. 2008 . Making sense: A reconstruction of peoples understandings of the European constitutional referendum in the Netherlands . Communications , 33 : 117 – 146 .
  • Baden , C. and Koch , T. 2011 . The dynamics of frames in media discourse: Stability & change in the Dutch press coverage of the EU constitution , Boston , MA : Paper presented at the 61st ICA Annual Conference .
  • Baden , C. and Schultz , F. 2012 . Re-shaping the meaning of crises: The role of strategic framing and institutional justifications for affecting mass media crisis coverage , Durban , , South Africa : Paper presented at the IAMCR Annual Conference .
  • Baden , C. , Motta , G. and Dimitrakopoulou , D. 2012 . The dynamic reconstruction of meaning in the debt crisis: An evolutionary factor analysis of strategic frames and journalistic accounts in Germany and Greece , Istanbul , , Turkey : Paper presented at the ECREA 4th European Communication Conference .
  • Baumgartner , F. R. , De Boef , S. and Boydstun , A. E. 2008 . The decline of the death penalty and the discovery of innocence , Cambridge , MA : Cambridge University Press .
  • Beauchamp, N. (2011). Using text to scale legislatures with uninformative voting. Unpublished working paper: Retrieved from www.nickbeauchamp.com/work/Beauchamp_scaling_current.pdf (http://www.nickbeauchamp.com/work/Beauchamp_scaling_current.pdf)
  • Benford , R. D. and Snow , D. A. 2000 . Framing processes and social movements: An overview and assessment . Annual Review of Sociology , 26 : 611 – 639 .
  • Berinsky , A. J. and Kinder , D. R. 2006 . Making sense of issues through media frames: Understanding the Kosovo crisis . The Journal of Politics , 68 ( 3 ) : 640 – 656 .
  • Buntine , W. L. and Jakulin , A. 2005 . Discrete component analysis , Bohinj , Slovenia : Paper presented at the Subspace, Latent Structure and Feature Selection, Statistical and Optimization, Perspectives Workshop .
  • Chang , J. and Blei , D. M. 2009 . Relational topic models for document networks , Clearwater Beach , FL : Paper presented at the International Conference on Artificial Intelligence and Statistics (AISTATS) .
  • Chong , D. and Druckman , J. N. 2007 . A theory of framing and opinion formation in competitive elite environments . Journal of Communication , 57 : 99 – 118 .
  • Converse , P. E. 1964 . “ The nature of belief systems in mass publics ” . In Ideology and discontent , Edited by: Apter , D. E. 206 – 261 . London , , England : The Free Press of Glencoe .
  • Diesner , J. 2004 . Automap 1.2: Extract, analyze, represent, and compare mental models from text (Tech. Rep.) , Center for Computational Analysis of Social and Organizational Systems .
  • van Dijk , T. A. 1983 . Discourse analysis: Its development and application to the structure of news . Journal of Communication , 33 : 20 – 43 .
  • van Dijk , T. A. 1985 . “ Structures of news in the press ” . In Discourse and communication , Edited by: van Dijk , T. A. 69 – 93 . Berlin , , Germany : De Gruyter .
  • van Dijk , T. A. 2008 . Discourse and context: A sociocognitive approach , Cambridge , , England : Cambridge University Press .
  • Doise , W. , Clemence , A. and Lorenzi-Cioldi , F. 1993 . The quantitative analysis of social representations , New York , NY : Harvester Wheatsheaf .
  • Donati , P. R. 1992 . “ Political discourse analysis ” . In Studying collective action , Edited by: Diani , M. and Eyerman , R. London , , England : Sage .
  • Druckman , J. N. 2001 . The implications of framing effects for citizen competence. Political . Behaviour , 23 : 225 – 256 .
  • Eichler , M. , Motta , G. and von Sachs , R. 2011 . Fitting dynamic factor models to nonstationary time series . Journal of Econometrics , 163 : 51 – 70 .
  • Entman , R. M. 1993 . Framing: Toward clarification of a fractured paradigm . Journal of Communication , 43 ( 4 ) : 51 – 58 .
  • Fisher , K. 1997 . Locating frames in the discursive universe . Sociological Research Online , 2(3)
  • Fiss , P. C. and Hirsch , P. M. 2005 . The discourse of globalization: Framing and sensemaking of an emerging concept . American Sociological Review , 70 : 29 – 52 .
  • Forni , M. , Hallin , M. , Lippi , M. and Reichlin , L. 2000 . The generalized dynamic factor model: Identification and estimation . The Review of Economics and Statistics , 82 : 540 – 554 .
  • Forni , M. , Hallin , M. , Lippi , M. and Reichlin , L. 2005 . The generalized factor model: One-sided estimation and forecasting . Journal of the American Statistical Association , 100 : 830 – 840 .
  • Fröhlich , R. and Rüdiger , B. 2006 . Framing political public relations: Measuring success of political communication strategies in Germany . Public Relations Review , 32 : 18 – 25 .
  • Fröhlich , R. , Scherer , H. and Scheufele , B. T. 2007 . Kriegsberichterstattung in deutschen Qualitätszeitungen: Eine inhaltsanalytische Langzeitstudie zu Framingprozessen . Publizistik , 52 ( 1 ) : 11 – 32 .
  • Gamson , W. A. 1992 . Talking politics , Cambridge , , England : Cambridge University Press .
  • Gamson , W. A. 1996 . “ Media discourse as a framing resource ” . In The psychology of political communication Edited by: Crigler , A. N. Ann Arbor , MI: University of Michigan Press
  • Gamson , W. A. and Modigliani , A. 1987 . “ The changing culture of affirmative action ” . In Research in political sociology , Edited by: Braungart , R. G. and Braungart , M. M. Vol. 3, pp. 137–177) , Greenwich , CT : JAI Press .
  • Gerhards , J. and Rucht , D. 1992 . Mesomobilization: Organizing framing in two protest campaigns in West Germany . The American Journal of Sociology , 98 ( 3 ) : 555 – 595 .
  • Gijbels , I. , Pope , A. and Wand , M. P. 1999 . Understanding exponential smoothing via kernel regression . Journal of the Royal Statistical Society, Series B , 61 : 39 – 50 .
  • van Gorp , B. 2007 . The constructionist approach to framing: Bringing culture back . Journal of Communication , 57 : 60 – 78 .
  • Graesser , A. C. , Bertus , E. L. and Magliano , J. P. 1995 . “ Inference generation during the comprehension of narrative text ” . In Sources of coherence in reading , Edited by: Lorch , R. F. and ’Brien , E. J. O . 295 – 320 . Hillsdale , NJ : Erlbaum .
  • Harmsen , R. 2008 . The evolution of Dutch European discourse: Defining the ‘limits of Europe.’ . Perspectives on European Politics and Society , 9 : 316 – 341 .
  • Hellsten , I. , Dawson , J. and Leydesdorff , L. 2010 . Implicit media frames: Automated analysis of public debate on artificial sweeteners . Public Understanding of Science , 19 : 590 – 608 .
  • Herdin , M. , Czink , N. , Ozcelik , H. and Bonek , E. 2005 . Correlation matrix distance, a meaningful measure for evaluation of non-stationary MIMO channels , Stockholm , , Sweden : Proceedings of the IEEE Vehicular Technology Conference .
  • Holyoak , K. J. and Thagard , P. 1995 . Mental leaps: Analogy in creative thought , Cambridge , MA : The MIT Press .
  • Ivaldi , G. 2006 . Beyond France's 2005 referendum on the European Constitutional Treaty: Second-order model, anti-establishment attitudes and the end of the alternative European utopia . West European Politics , 29 ( 1 ) : 47 – 69 .
  • Kinder , D. R. 2007 . Curmodgeonly advice . Journal of Communication , 57 : 155 – 162 .
  • Kintsch , W. 1998 . Comprehension: A paradigm for cognition , Cambridge , , England : Cambridge University Press .
  • Kintsch , W. 2005 . An overview of top-down and bottom-up effects in comprehension: The CI perspective . Discourse Processes , 39 ( 2 ) : 125 – 128 .
  • Kleinnijenhuis , J. and Fan , D. P. 1999 . Media coverage and the flow of voters in multiparty systems: The 1994 national elections in Holland and Germany . International Journal of Public Opinion Research , 11 : 233 – 256 .
  • Lakoff , G. 2004 . Don't think of an elephant? , White River Junction , VT : Chelsea Green .
  • Landauer , T. K. and Dumais , S. T. 1997 . A solution to Plato's problem: The latent semantic analysis theory of acquisition, induction, and representation of knowledge . Psychological Review , 104 ( 2 ) : 211 – 240 .
  • Leydesdorff , L. 2008 . On the normalization and visualization of author co-citation data: Salton's cosine versus the jaccard index . Journal of the American Society of Information Science and Technology , 59 ( 1 ) : 77 – 85 .
  • Leydesdorff , L. 2011 . ‘Meaning’ as a sociological concept: A review of the modeling, mapping and simulation of the communication of knowledge and meaning . Social Science Information , 50 : 391 – 413 .
  • Lowe , W. 2001 . Towards a theory of semantic space , In 21st Annual Conference of the Cognitive Science Society .
  • Lucio-Arias , D. 2010 . Modelling and measuring the dynamics of scientific communication. (Doctoral dissertation) , Amsterdam , , the Netherlands : University of Amsterdam .
  • Maitlis , S. 2005 . The social process of organizational sensemaking . Academy of Management Journal , 48 : 21 – 49 .
  • Matthes , J. and Kohring , M. 2008 . The content analysis of media frames: Toward improving reliability and validity . Journal of Communication , 58 : 258 – 279 .
  • Miller , M. M. , Andsager , J. L. and Riechert , B. P. 1998 . Framing the candidates in presidential primaries: Issues and images in press releases and news coverage . Journalism & Mass Communication Quarterly , 75 ( 2 ) : 312 – 324 .
  • Moloney , G. and Walker , I. 2000 . Messiahs, pariahs, and donors: The development of social representations of organ transplants . Journal for the Theory of Social Behaviour , 30 ( 2 ) : 203 – 227 .
  • Moloney , G. and Walker , I. 2002 . Talking about transplants: Social representations and the dialectical, dilemmatic nature of organ donation and transplantation . British Journal of Social Psychology , 41 : 299 – 320 .
  • Moscovici , S. 1961 . La psychanalyse, son image et son public , Paris , , France : P.U.F .
  • Moscovici , S. 1986 . “ L’ère des représentations sociales ” . In L’étude des représentations sociales , Edited by: Doise , W. and Palmonari , A. 34 – 80 . Neuchâtel , , France : Delachaux & Niestlé .
  • Motta , G. 2009 . Evolutionary factor analysis. (Doctoral dissertation) , Louvain-la-Neuve , , Belgium : Université Catholique de Louvain, Institut de Statistique .
  • Motta , G. , Hafner , C. and von Sachs , R. 2011 . Locally stationary factor models: Identification and nonparametric estimation . Econometric Theory , 27 : 1279 – 1319 .
  • Osgood , C. E. , Suci , G. J. and Tannenbaum , P. H. 1957 . The measurement of meaning , Urbana , IL : University of Illinois Press .
  • Pan , Z. and Kosicki , G. M. 2001 . “ Framing as a strategic action in public deliberation ” . In Framing public life , Edited by: Reese , S. D. , Jr , Gandy , Oscar , H. and Grant , A. E. 35 – 66 . Mahwah , NJ : Erlbaum .
  • Pennington , N. and Hastie , R. 1986 . Evidence evaluation in complex decision making . Journal of Personality and Social Psychology , 51 ( 2 ) : 242 – 258 .
  • Price , V. and Tewksbury , D. 1997 . “ News values and public opinion: A theoretical account of media priming and framing ” . In Progress in the communication sciences , Edited by: Barnett , G. A. and Boster , F. J. Vol. 13 , 173 – 212 . Greenwich , CT : Ablex .
  • Rhee , J. W. 1997 . Strategy and issue frames in election campaign coverage: A social cognitive account of framing effects . Journal of Communication , 47 ( 3 ) : 26 – 48 .
  • Scheufele , B. T. 2004 . Framing-effects approach: A theoretical and methodological critique . Communications , 29 : 401 – 428 .
  • Scheufele , B. T. 2006 . Frames, schemata, and news reporting . Communications , 31 : 65 – 83 .
  • Schultz , F. , Kleinnijenhuis , J. , Utz , S. , Oegema , D. and van Atteveldt , W. 2011 . Frame-dynamics in second-order-agenda-building. The communicative kill of the media spill , Boston , MA : Paper presented at the 61th ICA Annual Conference .
  • Steyvers , M. and Tenenbaum , J. B. 2005 . The large-scale structure of semantic networks: Statistical analyses and a model of semantic growth . Cognitive Science , 29 : 41 – 79 .
  • Takens , J. 2006 . A negative campaign? A study of the news coverage of the European Constitution and its effects. (Unpublished master's thesis) , Free University Amsterdam .
  • Tewksbury , D. and Scheufele , D. A. 2009 . “ News framing theory and research ” . In Media effects: Advances in theory and research , Edited by: Bryant , J. and Oliver , M. B. 17 – 33 . New York , NY : Routledge .
  • Valkenburg , P. M. , Semetko , H. A. and de Vreese , C. H. 1999 . The effects of news frames on readers’ thoughts and recall . Communication Research , 26 ( 5 ) : 550 – 569 .
  • Vliegenthart , R. 2007 . Framing immigration and integration: Facts, parliament, media and anti-immigrant party support in the Netherlands. (Doctoral dissertation) , Amsterdam , , the Netherlands : Free University Amsterdam .
  • Vliegenthart , R. and van Zoonen , L. 2011 . Power to the frame: Bringing sociology back to frame analysis . European Journal of Communication , 26 ( 2 ) : 101 – 115 .
  • Weick , K. E. 1995 . Sensemaking in organizations , Thousand Oaks , CA : Sage .
  • Wetherell , M. and Potter , J. 1988 . “ Discourse Analysis and the identification of interpretative repertoires ” . In Analysing everyday explanation: A casebook of methods , Edited by: Antaki , C. London , , England : Sage .
  • Woltz , D. J. 1996 . Perceptual and conceptual priming in a semantic reprocessing task . Memory & Cognition , 24 ( 4 ) : 429 – 440 .

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.