Multi-dimensional analysis of political documents

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 7337 LNCS, Issue , 2012, Pages 11-22

  Stuckenschmidt, Heiner ^a   Zirn, Cäcilia ^a  

^a UNIVERSITY OF MANNHEIM   (Germany)

Author keywords

Political Science; Topic Models

Indexed keywords

AUTOMATIC CONTENT ANALYSIS; LATENT DIRICHLET ALLOCATION; POLITICAL SCIENCE; RESEARCH METHODS; TOPIC MODEL;

COMPUTATIONAL LINGUISTICS; INFORMATION SYSTEMS; SOCIAL SCIENCES; STATISTICS;

NATURAL LANGUAGE PROCESSING SYSTEMS;

EID: 84864022841     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-31178-9_2     Document Type: Conference Paper

References (13)

1. Andrzejewski, D., Zhu, X., Craven, M., Recht, B.: A framework for incorporating general domain knowledge into latent dirichlet allocation using first-order logic. In: Proceedings of the 22nd International Joint Conference on Artificial Intelligence, IJCAI 2011 (2011)
2. Benoit, K., Mikhaylov, S., Laver, M.: Treating words as data with error: Uncertainty in text statements of policy positions. American Journal of Political Science 53(2), 495-513 (2009)
3. Blei, D.M., Ng, A.Y., Jordan, M.I.: Latent dirichlet allocation. Journal of Machine Learning Research (JMLR) 3, 993-1022 (2003)
4. Casella, G., George, E.I.: Explaining the gibbs sampler. The American Statistician 46(3), 167-174 (1992)
5. Hearst, M.: Texttiling: Segmenting text into multi-paragraph subtopic passages. Computational Linguistics 23(1), 33-64 (1997)
6. Laver, M., Garry, J.: Estimating policy positions from political texts. American Journal of Political Science 44(3), 619-634 (2000)
7. Laver, M., Sergenti, E.: Party Competition: An Agent-Based Model. Princeton University Press (2011)
8. Lee, L.: On the effectiveness of the skew divergence for statistical language analysis. In: Artificial Intelligence and Statistics, pp. 65-72 (2001)
9. Pappi, F.U., Seher, N.M., Kurella, A.-S.: Das politikangebot deutscher parteien in den bundestagswahlen seit 1976 im dimensionsweisen vergleich: Gesamtskala und politikfeldspezifische skalen. Working Paper 142, Mannheimer Zentrum für Europäische Sozialforschung, MZES (2011)
10. Seher, N.M., Pappi, F.U.: Politikfeldspezifische positionen der landesverbände der deutschen parteien. Working Paper 139, Mannheimer Zentrum für Europäische Sozialforschung, MZES (2011)
11. Slapin, J.B., Proksch, S.-O.: A scaling model for estimating time-series policy positions from texts. American Journal of Political Science 52(3), 705-722 (2008)
12. Toutanova, K., Klein, D., Manning, C., Singer, Y.: Feature-rich part-of-speech tagging with a cyclic dependency network. In: Proceedings of HLT-NAACL 2003, pp. 252-259 (2003)
13. Volkens, A., Lacewell, O., Lehmann, P., Regel, S., Schultze, H., Werner, A.: The Manifesto Data Collection. Manifesto Project (MRG/CMP/MARPOR), Wissenschaftszentrum Berlin für Sozialforschung, WZB (2011)