How the Presentation of Results from MLDL Models Cognitively Impacts Users
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Psychophysiology
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Social-Behavioral Modeling for Complex Systems
Much has been written on the potential for games to enhance our ability to study complex systems. In this chapter we focus on how we can use games to study national security issues. We reflect on the benefits of using games and the inherent difficulties that we must address. As a means of grounding the discussion, we will present a case study of a retrospective analysis of gaming data.
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Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
International nuclear safeguards inspectors visit nuclear facilities to assess their compliance with international nonproliferation agreements. Inspectors note whether anything unusual is happening in the facility that might indicate the diversion or misuse of nuclear materials, or anything that changed since the last inspection. They must complete inspections under restrictions imposed by their hosts, regarding both their use of technology or equipment and time allotted. Moreover, because inspections are sometimes completed by different teams months apart, it is crucial that their notes accurately facilitate change detection across a delay. The current study addressed these issues by investigating how note-taking methods (e.g., digital camera, hand-written notes, or their combination) impacted memory in a delayed recall test of a complex visual array. Participants studied four arrays of abstract shapes and industrial objects using a different note-taking method for each, then returned 48–72Â h later to complete a memory test using their notes to identify objects changed (e.g., location, material, orientation). Accuracy was highest for both conditions using a camera, followed by hand-written notes alone, and all were better than having no aid. Although the camera-only condition benefitted study times, this benefit was not observed at test, suggesting drawbacks to using just a camera to aid recall. Change type interacted with note-taking method; although certain changes were overall more difficult, the note-taking method used helped mitigate these deficits in performance. Finally, elaborative hand-written notes produced better performance than simple ones, suggesting strategies for individual note-takers to maximize their efficacy in the absence of a digital aid.
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
International nuclear safeguards inspectors are tasked with verifying that nuclear materials in facilities around the world are not misused or diverted from peaceful purposes. They must conduct detailed inspections in complex, information-rich environments, but there has been relatively little research into the cognitive aspects of their jobs. We posit that the speed and accuracy of the inspectors can be supported and improved by designing the materials they take into the field such that the information is optimized to meet their cognitive needs. Many in-field inspection activities involve comparing inventory or shipping records to other records or to physical items inside of a nuclear facility. The organization and presentation of the records that the inspectors bring into the field with them could have a substantial impact on the ease or difficulty of these comparison tasks. In this paper, we present a series of mock inspection activities in which we manipulated the formatting of the inspectors’ records. We used behavioral and eye tracking metrics to assess the impact of the different types of formatting on the participants’ performance on the inspection tasks. The results of these experiments show that matching the presentation of the records to the cognitive demands of the task led to substantially faster task completion.
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Journal on Policy and Complex Systems
In order to understand the effect of economic interdependence on conflict and on deterrents to conflict, and to assess the viability of online games as experiments to perform research, an online serious game was used to gather data on economic, political, and military factors in the game setting. These data were operationalized in forms analogous to variables from the real-world Militarized Interstate Disputes (MIDs) dataset. A set of economic predictor variables was analyzed using linear mixed effects regression models in an attempt to discover relationships between the predictor variables and conflict outcomes. Differences between the online game results and results from the real world are discussed.
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Springer Proceedings in Complexity
The doctrine of nuclear deterrence and a belief in its importance underpins many aspects of United States policy; it informs strategic force structures within the military, incentivizes multi-billion-dollar weapon-modernization programs within the Department of Energy, and impacts international alliances with the 29 member states of the North Atlantic Treaty Organization (NATO). The doctrine originally evolved under the stewardship of some of the most impressive minds of the twentieth century, including the physicist and H-bomb designer Herman Kahn, the Nobel Prize-winning economist Thomas Schelling, and the preeminent political scientist and diplomat Henry Kissinger.