Augmenting the analyst via situation-dependent reasoning with trust-annotated facts

作者: Brian Ulicny , Gerald M. Powell , Chester Brown , Mieczyslaw M. Kokar , Christopher J. Matheus

DOI: 10.1109/COGSIMA.2011.5753441

关键词: Artificial intelligenceComputer scienceTask (project management)CognitionCredibilityReliability (computer networking)Intelligence amplificationData scienceMultitudeContext (language use)Semantic reasoner

摘要: We say that a computer program augments the analyst if it can infer facts are implicit in existing information, but may be relatively difficult for human to infer. Among multitude of reasons, analyst's task is because (1) reported information analyzed and reasoned about often cannot completely trusted (requiring verification attempts via further collection corroboration where not possible, and/or assumption-based reasoning) (2) evaluation trust (reliability, credibility) context (or situation) dependent. These two sources difficulty, possibility augmentation-generated false alarms, imply one wants employ capabilities an automatic reasoner, reasoner must able deal with these kinds complexities.

参考文章(18)
Matthew F Pottinger, Paul D Batchelor, Michael T Flynn, Fixing Intel: A Blueprint for Making Intelligence Relevant in Afghanistan ,(2010)
Mica R Endsley, Daniel J Garland, Theoretical Underpinnings of Situation Awareness, A Critical Review Situation Awareness Analysis and Measurement. pp. 23- 48 ,(2000) , 10.1201/B12461-7
Mieczyslaw M. Kokar, Scott C. McGirr, Christopher J. Matheus, David Tribble, Marion G. Ceruti, Towards a Formal Pedigree Ontology for Level-One Sensor Fusion ,(2006)
Keith Devlin, Logic and Information ,(1991)
Alexander Todorov, Evaluating Faces on Trustworthiness Annals of the New York Academy of Sciences. ,vol. 1124, pp. 208- 224 ,(2008) , 10.1196/ANNALS.1440.012
Rajeev Motwani, Terry Winograd, Lawrence Page, Sergey Brin, The PageRank Citation Ranking : Bringing Order to the Web the web conference. ,vol. 98, pp. 161- 172 ,(1999)
Mieczyslaw M. Kokar, Christopher J. Matheus, Kenneth Baclawski, Ontology-based situation awareness Information Fusion. ,vol. 10, pp. 83- 98 ,(2009) , 10.1016/J.INFFUS.2007.01.004
Jon Barwise, John Perry, Situations and Attitudes ,(1983)
Adam J. L. Harris, Ulrike Hahn, Bayesian rationality in evaluating multiple testimonies: incorporating the role of coherence. Journal of Experimental Psychology: Learning, Memory and Cognition. ,vol. 35, pp. 1366- 1373 ,(2009) , 10.1037/A0016567
Matthew L. Jensen, Judee K. Burgoon, Jay F. Nunamaker, Judging the Credibility of Information Gathered from Face-to-Face Interactions Journal of Data and Information Quality. ,vol. 2, pp. 1- 20 ,(2010) , 10.1145/1805286.1805289