Leveraging Visualization to Improve Sensemaking within a Computational RPD Model A Military Perspective
نویسندگان
چکیده
Motivation – To explore the concept that knowledge visualization would improve sensemaking within the scope of a NDM model; specifically the agent-based R-CAST system derived from Klein’s Recognition-Primed Decision (RPD) Model. Research approach – In order to evaluate the effectiveness of the visual sensemaking extension to gain better situation awareness and team performance, we are taking an experimental approach. Research limitations/Implications – This is an ongoing effort with results of planned experiment expected in early 2009. Originality/Value – The knowledge visualization concept offered in this effort is based on a hybrid dimensionality reduction technique and the aggregated similarity measures of an RPD experience space. The results of the knowledge visualization will likely improve the perception, comprehension and projection associated with an RPD experience space. Take away message – Processes that support a decision maker’s sensemaking and situational awareness to solve problems are inadequate. Extending RPD with knowledge visualization may significantly improve the decision making process.
منابع مشابه
Can a Composite Agent Be Used to Implement a Recognition-Primed Decision Model
Legacy constructive military simulation systems such as the Corps Battle Simulation (CBS) and the Joint Theater Level Simulation (JTLS) have simple models of military commanders and their decision-making process. It would be useful to the military community to advance the robustness and the realism of these decision models. To improve human decisions in a simulation we need better models of hum...
متن کاملEnhanced Military Decision Modeling Using a MultiAgent System Approach
The U.S. military uses modeling and simulation as a tool to help meet its warfighting needs. A key element within military simulations is the ability to accurately represent human behavior. This is especially true in a simulation's ability to emulate realistic military decisions. However, current decision models fail to provide the variability and flexibility that human decision makers exhibit....
متن کاملSensemaking and Visualization for Situation Cognition
Motivation – The study describes an on-going effort to develop empirically-based operational visualization concepts and their implementations to support sensemaking skills in ill-structured problem situations. Research approach –Military officers with command experiences are used to conduct sensemaking exercises in simple and moderately complex scenarios. Findings/Design –The study is a 2X 2 be...
متن کاملA Sensemaking Experiment – Enhanced Reasoning Techniques to Achieve Cognitive Precision
The purpose of this research was to conduct a pilot study of techniques from Klein Associates and Cognitive Edge to improve military sensemaking, specifically in the area of Cognitive Precision – FSD defines it as the “collection and connection of the right dots”, i.e. relevant data. Several obstacles to cognitive precision were identified in the areas of seeing information (info overload, patt...
متن کاملData visualization & social data analysis
Analysts in all areas of human knowledge, from science and engineering to economics, social science and journalism are drowning in data. New technologies for sensing, simulation, and communication are helping people to both collect and produce data at exponential rates. In order to produce real value from data, we must make sense of it. Such sensemaking – turning data sets into knowledge – is t...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2009