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What is ROC Curve

Analyzing Data Through Probabilistic Modeling in Statistics
Receiver operating characteristic curve is a graph that shows the performance of a classification model at all classification thresholds.
Published in Chapter:
Determination of Poverty Indicators Using Roc Curves in Turkey
Zübeyde Çiçek (Süleyman Demirel University, Turkey) and Hakan Demirgil (Suleyman Demirel University, Turkey)
Copyright: © 2021 |Pages: 24
DOI: 10.4018/978-1-7998-4706-9.ch001
Abstract
The present study was conducted to determine the reasons affecting poverty in Turkey and specify the level of significance of these reasons to explain poverty. The data which was analyzed in the study were retrieved from the Household Budget Research which was published by the Turkish Statistical Institute. In the study, logit models have been established by taking into account the demographic and socioeconomic indicators and the characteristics of the household. For each of these models, ROC curves were drawn, and the best model was found with the help of the areas under the curve. The results showed that the model which was developed based on the variables related to housing and the model according to consumption expenditure were determined to be more significant to explain poverty. Also, the rental value of the house, the floor type of the house and household's head educational level were found to be the most significant determinants of poverty according to the analysis of the results.
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More Results
Using Receiver Operating Characteristic (ROC) Analysis to Evaluate Information-Based Decision-Making
A curve that plots a diagnostic test’s sensitivity versus its false positive rate across all possible threshold values for defining positivity.
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The Clinical Utility of Psychometric Tests: A Real-Data Approach From a Study Including Children With ADHD
A descriptive graph that shows the relationship between sensitivity (TPR) (y-axis) and FPR (1-specificity, x-axis) for every possible cutoff point of a test.
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Using Receiver Operating Characteristic (ROC) Analysis to Evaluate Information -Based Decision-Making
A curve that plots a diagnostic test’s sensitivity versus its false positive rate across all possible threshold values for defining positivity.
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ROC Analysis in Business Decision-makings
a curve that plots a diagnostic test’s sensitivity versus its false positive rate across all possible threshold values for defining positivity.
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Decision Fusion of Multisensor Images for Human Face Identification in Information Security
Receiver Operating Characteristics (ROC) curve is especially useful in pattern recognition problem for evaluating the performance of the classifier in terms of false positive rate and true positive rate.
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On the Evaluation of Early Warning Models for Financial Crises
The acronym stands for Receiver Operating Characteristic curve. It illustrates the performance of an EWM by plotting the true positive rate against the false positive rate associated with various warning thresholds.
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Digital Recognition of Breast Cancer Using TakhisisNet: An Innovative Multi-Head Convolutional Neural Network for Classifying Breast Ultrasonic Images
A receiver operating characteristic (ROC) curve is a graph showing the performance of a classification model at all classification thresholds. This curve plots two parameters: True Positive Rate vs. False Positive Rate.
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