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ERIC Number: EJ878771
Record Type: Journal
Publication Date: 2010-Mar
Pages: 15
Abstractor: As Provided
Reference Count: 30
ISSN: ISSN-1076-898X
User Settings of Cue Thresholds for Binary Categorization Decisions
Botzer, Assaf; Meyer, Joachim; Bak, Peter; Parmet, Yisrael
Journal of Experimental Psychology: Applied, v16 n1 p1-15 Mar 2010
The output of binary cuing systems, such as alerts or alarms, depends on the threshold setting--a parameter that is often user-adjustable. However, it is unknown if users are able to adequately adjust thresholds and what information may help them to do so. Two experiments tested threshold settings for a binary classification task based on binary cues. During the task, participants decided whether a product was intact or faulty. Experimental conditions differed in the information participants received: all participants were informed about a product's fault probability and the payoffs associated with decision outcomes; one third also received information regarding conditional probabilities for a fault when the system indicated or did not indicate the existence of one (predictive values); and another third received information about conditional probabilities for the system indicating a fault, in the instance of the existence or lack thereof, of an actual fault (diagnostic values). Threshold settings in all experimental groups were nonoptimal, with settings closest to the optimum with predictive-values information. Results corresponded with a model describing threshold settings as a function of the conditional probabilities for the different outcomes. From a practical perspective, results indicate that predictive-values information best supports decisions about threshold settings. Consequently, for users to adjust thresholds, they should receive information about predictive-values, provided that such values can be computed. (Contains 3 tables and 13 figures.)
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Publication Type: Journal Articles; Reports - Research
Education Level: Higher Education
Audience: N/A
Language: English
Sponsor: N/A
Authoring Institution: N/A
Identifiers - Location: Israel