The application of GIS-based logistic regression for landslide susceptibility mapping in the Kakuda-Yahiko Mountains, Central Japan
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Cites background from "The application of GIS-based logist..."
...Only after the year 2000, success/prediction rate (Chung and Fabbri, 1999, 2006) curves, and Receiver Operating Characteristic (ROC) curves, Ayalew and Yamagishi, 2005) have become popular, together with related indexes (Van Den Eeckhaut et al., 2006; Frattini et al., 2010; Rossi et al., 2010)....
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"The application of GIS-based logist..." refers background or methods in this paper
...The pseudo R value, which can be calculated from 1 (ln L/ln L0), cautiously indicates how the logit model fits the dataset (Menard, 1995)....
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...A mirror image will be obtained for a negative coefficient (Menard, 1995)....
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...The principle of logistic regression (LR) rests on the analysis of a problem, in which a result measured with dichotomous variables such as 0 and 1 or true and false, is determined from one or more independent factors (Menard, 1995)....
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"The application of GIS-based logist..." refers methods in this paper
...Landslide susceptibility mapping using either multivariate or bivariate statistical approaches analyzes the historical link between landslide-controlling factors and the distribution of landslides (Guzzetti et al., 1999)....
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...Hence, qualitative or semiquantitative methods are often useful for regional studies (Soeters and van Westen, 1996; Guzzetti et al., 1999)....
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...In the application for landslide susceptibility mapping, the common solution is to create layers of binary values (dummy variables) for each class of an independent parameter (Guzzetti et al., 1999; Lee and Min, 2001; Dai et al., 2001; Dai and Lee, 2002; Ohlmacher and Davis, 2003)....
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...In seeking a susceptibility map, the method adopted in literature is to divide the histogram of the probability map into different categories based on expert opinions (Guzzetti et al., 1999; Lee and Min, 2001; Dai and Lee, 2002; Ohlmacher and Davis, 2003)....
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...The process of creating these maps involves several qualitative or quantitative approaches (Soeters and van Westen, 1996, Aleotti and Chowdhury, 1999; Guzzetti et al., 1999)....
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1,549 citations
"The application of GIS-based logist..." refers methods in this paper
...Examples are the use of the analytic hierarchy process (AHP) of Saaty (1980) by Barredol et al....
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