Title :
Receiver operating characteristic laboratory (ROCLAB): Software for developing decision strategies that account for uncertainty
Author_Institution :
Div. of Comput. Res. & Technol., Nat. Inst. of Health, Bethesda, MD, USA
Abstract :
Receiver operating characteristic (ROC) methodology evaluates how well a decision strategy classifies retrospective dichotomous or fuzzy events. It also provides a rational basis for designing decision strategies for classifying prospective events. ROCLAB is a public domain software package written in Microsoft QuickBASIC for PC microprocessors that computes ROC functions and their useful derived features for discrete and fuzzy class membership data. Decision strategies that account for uncertainties related to prevalence, false classification costs, and fuzzy class membership are easily constructed with ROCLAB. ROC methodology is explained and ROCLAB features are demonstrated with examples from clinical medicine
Keywords :
decision support systems; fuzzy control; software packages; uncertainty handling; Microsoft QuickBASIC; PC microprocessors; clinical medicine; decision strategy; false classification costs; fuzzy class membership; fuzzy class membership data; fuzzy events; public domain software package; retrospective dichotomous events; uncertainty; Cost function; Data analysis; Decision making; Electrocardiography; Error analysis; Laboratories; Packaging; Sensitivity and specificity; Testing; Uncertainty;
Conference_Titel :
Uncertainty Modeling and Analysis, 1993. Proceedings., Second International Symposium on
Conference_Location :
College Park, MD
Print_ISBN :
0-8186-3850-8
DOI :
10.1109/ISUMA.1993.366750