TY - GEN
T1 - A survey of automated methods for sensemaking support
AU - Llinas, James
PY - 2014
Y1 - 2014
N2 - Complex, dynamic problems in general present a challenge for the design of analysis support systems and tools largely because there is limited reliable a priori procedural knowledge descriptive of the dynamic processes in the environment. Problem domains that are non-cooperative or adversarial impute added difficulties involving suboptimal observational data and/or data containing the effects of deception or covertness. The fundamental nature of analysis in these environments is based on composite approaches involving mining or foraging over the evidence, discovery and learning processes, and the synthesis of fragmented hypotheses; together, these can be labeled as sensemaking procedures. This paper reviews and analyzes the features, benefits, and limitations of a variety of automated techniques that offer possible support to sensemaking processes in these problem domains.
AB - Complex, dynamic problems in general present a challenge for the design of analysis support systems and tools largely because there is limited reliable a priori procedural knowledge descriptive of the dynamic processes in the environment. Problem domains that are non-cooperative or adversarial impute added difficulties involving suboptimal observational data and/or data containing the effects of deception or covertness. The fundamental nature of analysis in these environments is based on composite approaches involving mining or foraging over the evidence, discovery and learning processes, and the synthesis of fragmented hypotheses; together, these can be labeled as sensemaking procedures. This paper reviews and analyzes the features, benefits, and limitations of a variety of automated techniques that offer possible support to sensemaking processes in these problem domains.
UR - https://www.scopus.com/pages/publications/84906337261
U2 - 10.1117/12.2053877
DO - 10.1117/12.2053877
M3 - Conference contribution
AN - SCOPUS:84906337261
SN - 9781628410594
T3 - Proceedings of SPIE - The International Society for Optical Engineering
BT - Next-Generation Analyst II
PB - SPIE
T2 - Next-Generation Analyst II
Y2 - 6 May 2014 through 6 May 2014
ER -