Automatically extracting frames from media content using syntacting analysis

Content analysis of media framing is difficult to do using keyword or dictionary approaches. This paper presents an automatic Semantic Network Analysis method for extracting framing. This method consists of four steps. (1) Sentences are analysed syntactically; (2) Semantic relations are extracted from the syntactic structure; (3) actors and issues are identified in these semantic relations yielding a semantic network of relations between actors and issues; and (4) the frames are extracted from this semantic network. The method is tested by analysing the framing of the 2008-2009 Gaza war by the international news media, comparing the automatically extracted frames with a manually coded gold standard. Three of four frames had strong reliability (α > .7) and one frame had moderate reliability (α = 0.58). This paves the way for more large scale quantitative content analysis studies of framing effects and dynamics.

[1]  Christopher D. Manning,et al.  Generating Typed Dependency Parses from Phrase Structure Parses , 2006, LREC.

[2]  Roy C. Anderson Out of order , 1998, Nature.

[3]  B. Jones,et al.  Punctuated Equilibrium in Comparative Perspective , 2009 .

[4]  Shaul R. Shenhav,et al.  Mediated Public Diplomacy in a New Era of Warfare , 2009 .

[5]  C. D. Vreese,et al.  News framing: Theory and typology , 2005 .

[6]  Philip A. Schrodt,et al.  Cluster-Based Early Warning Indicators for Political Change in the Contemporary Levant , 2000, American Political Science Review.

[7]  M. de Rijke,et al.  Graph transformations for natural language processing , 2006 .

[8]  Dustin Hillard,et al.  Computer-Assisted Topic Classification for Mixed-Methods Social Science Research , 2008 .

[9]  Wouter van Atteveldt,et al.  Global Angling with a Local Angle: How U.S., British, and Dutch Newspapers Frame Global and Local Terrorist Attacks , 2007 .

[10]  James N. Druckman,et al.  The Implications of Framing Effects for Citizen Competence , 2001 .

[11]  J. R. Landis,et al.  The measurement of observer agreement for categorical data. , 1977, Biometrics.

[12]  Philip J. Stone,et al.  Extracting Information. (Book Reviews: The General Inquirer. A Computer Approach to Content Analysis) , 1967 .

[13]  Dan Klein,et al.  Accurate Unlexicalized Parsing , 2003, ACL.

[14]  P. Valkenburg,et al.  Framing European politics: a content analysis of press and television news , 2000 .

[15]  Bryan D. Jones,et al.  Comparative studies of policy agendas , 2006 .

[16]  Tamir Sheafer,et al.  Mediated Public Diplomacy: A Strategic Contest over International Agenda Building and Frame Building , 2009 .

[17]  Hinrich Schütze,et al.  Book Reviews: Foundations of Statistical Natural Language Processing , 1999, CL.

[18]  Charles J. Fillmore,et al.  The Structure of the Framenet Database , 2003 .

[19]  Klaus Krippendorff,et al.  Content Analysis: An Introduction to Its Methodology , 1980 .

[20]  Robert M. Entman,et al.  Projections of power : framing news, public opinion, and U.S. foreign policy , 2003 .

[21]  K. Krippendorff Reliability in Content Analysis: Some Common Misconceptions and Recommendations , 2004 .

[23]  Wouter van Atteveldt,et al.  Parsing, Semantic Networks, and Political Authority Using Syntactic Analysis to Extract Semantic Relations from Dutch Newspaper Articles , 2008, Political Analysis.

[24]  A. Tversky,et al.  The framing of decisions and the psychology of choice. , 1981, Science.

[25]  Philip A. Schrodt,et al.  Validity Assessment of a Machine-Coded Event Data Set for the Middle East, 1982-92 , 1994 .

[26]  Marshall S. Smith,et al.  The general inquirer: A computer approach to content analysis. , 1967 .

[27]  Christiane Fellbaum,et al.  WordNet and FrameNet as Complementary Resources for Annotation , 2009, Linguistic Annotation Workshop.

[28]  B. Hamm Projections of Power: Framing News, Public Opinion, and U.S. Foreign Policy , 2004 .

[29]  Robert M. Entman,et al.  Framing: Toward Clarification of a Fractured Paradigm , 1993 .

[30]  Wouter van Atteveldt,et al.  Global Angling with a Local Angle , 2006 .

[31]  Robert M. Entman,et al.  Theorizing Mediated Public Diplomacy: The U.S. Case , 2008 .