Rapid modeling and analyzing networks extracted from pre-structured news articles

Computational and Mathematical Organization Theory

Volumn 18, Issue 3, 2012, Pages 280-299

  Pfeffer, Jürgen ^a   Carley, Kathleen M ^a  

^a CARNEGIE MELLON UNIVERSITY   (United States)

Author keywords

Dynamic networks; Network text analysis; Rapid assessment; Rapid network analysis; Two mode networks; Weighted networks

Indexed keywords

EID: 84865415721     PISSN: 1381298X     EISSN: 15729346     Source Type: Journal    
DOI: 10.1007/s10588-012-9122-1     Document Type: Article

References (31)

1. Apte C, Damerau F, Weiss S (1994) Automated learning of decision rules for text categorization. ACM Trans Inf Syst 12(3): 233-251.
2. Batagelj V, Mrvar A, Zaversnik M (2002) Network analysis of texts. In: Proceedings B of the 5th international multi-conference information science, pp 143-148.
3. Bertrand A, Cellier JM (1995) Psychological approach to indexing: effects of the operator's expertise upon indexing behaviour. J Inf Sci 21(6): 459-472.
4. Bonacich P (1972) Factoring and weighting approaches to status scores and clique identification. J Math Sociol 2: 113-120.
5. Borgatti SP, Everett MG (1997) Network analysis of 2-mode data. Soc Netw 19(3): 243-269.
6. Brandes U (2001) A faster algorithm for betweenness centrality. J Math Sociol 25(2): 163-177.
7. Carley KM (1997) Network text analysis: the network position of concepts. In: Text analysis for the social sciences: methods for drawing statistical inferences from texts and transcripts. Roberts CW (ed) Lawrence Erlbaum Associates, Mahwah.
8. Carley KM (2002a) Summary of key network measures for characterizing organizational architectures. Unpublished document, CMU 2002, Carnegie Mellon University, SCS/ISR.
9. Carley KM (2002b) Smart agents and organizations of the future. In: Lievrouw LA, Livingstone S (eds) The handbook of new media. Sage, Thousand Oaks.
10. Carley KM, Columbus D (2011) Basic lessons in ORA and AutoMap 2011. Technical report, CMU-ISR-11-109, Carnegie Mellon University, SCS/ISR.
11. Carley KM, Bigrigg M, Papageorgiou C, Johnson J, Kunkel F, Lanham M, Martin M, Morgan G, Schmerl B, van Holt T (2011a) Rapid ethnographic assessment: data-to-model. In: Proceedings of HSCB focus 2011: integrating social science theory and analytic methods for operational use.
12. Carley KM, Reminga J, Storrick J, Columbus D (2011b) ORA user's guide 2011. Technical report, CMU-ISR-11-107, Carnegie Mellon University, SCS/ISR.
13. Chickering D, Heckerman D, Meek C (1997) A Bayesian approach for learning Bayesian networks with local structure. In: Proceedings of thirteenth conference on uncertainty in artificial intelligence.
14. Davis A, Gardner B, Gardner M (1941) Deep south: a social anthropological study of caste and class. University of Chicago Press, Chicago.
15. Diesner J, Carley KM (2004) Using network text analysis to detect the organizational structure of covert networks. In: Proceedings of the North American association for computational social and organizational science NAACSOS.
16. Diesner J, Carley KM (2005) Revealing social structure from texts: meta-matrix text analysis as a novel method for network text analysis. In: Narayanan VK, Armstrong DJ (eds) Causal mapping for information systems and technology research. Idea Group Publishing, Harrisburg.
17. Diesner J, Carley KM (2008) Conditional random fields for entity extraction and ontological text coding. J Comput Math Organ Theory 14: 248-262.
18. Diesner J, Carley KM (2010) Mapping socio-cultural networks of Sudan from open-source, large-scale text data. In: Proceedings of the 29th annual conference of the Sudan studies association.
19. Dumais S, Platt J, Heckerman D, Sahami M (1998) Inductive learning algorithms and representations for text categorization. In: Proceedings of the 7th international conference on information and knowledge management.
20. Faust K (1997) Centrality in affiliation networks. Soc Netw 19(2): 157-191.
21. Freeman LC (1977) A set of measures of centrality based on betweenness. Sociometry 40: 35-41.
22. Freeman LC (1979) Centrality in social networks: conceptual clarification. Soc Netw 1: 215-239.
23. Garlan D, Carley KM, Schmerl B, Bigrigg M, Celiku O (2009) Using service-oriented architectures for socio-cultural analysis. In: Proceedings of the 21st international conference on software engineering and knowledge engineering.
24. Harris KJ, Jerome NW, Fawcett SB (1997) Rapid assessment procedures: a review and critique. Human Organ 56(3): 375-378.
25. Holsti OR (1969) Content analysis for the social sciences and humanities. Addison-Wesley, Reading.
26. Hotho A, Jäschke R, Schmitz C, Stumme G (2006) BibSonomy: a social bookmark and publication sharing system. In: Proceedings of the conceptual structures tool interoperability workshop at the 14th international conference on conceptual structures, pp 87-102.
27. Howe J (2008) Crowdsourcing: why the power of the crowd is driving the future of business. Three Rivers, New York.
28. Mayfield J, McNamee P, Costello C, Piatko C, Banerjee A (2002) JHU/APL at TREC 2001: experiments in filtering and in Arabic, video, and web retrieval. In: Proceedings of the tenth text retrieval conference, NIST special publication.
29. Tsvetovat M, Reminga J, Carley KM (2004) DyNetML: interchange format for rich social network data. Technical report, CMU-ISRI-04-105, Carnegie Mellon University, SCS/ISR.
30. Wasserman S, Faust K (1995) Social network analysis, methods and applications. Cambridge University Press, Cambridge.
31. Wei W, Pfeffer J, Reminga J, Carley KM (2011) Handling weighted, asymmetric, self-looped, and disconnected networks in ORA. Technical report, CMU-ISR-11-113, Carnegie Mellon University, SCS/ISR.