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- W4313495915 abstract "Genji-firefly has been one of the key symbols of rural environmental conservation. The species lives underwater as larvae, in the soil when they pupate, and emerges on the ground as adults. Because the habitat conditions of larvae and adults differ greatly, the habitat requirement of Genji-firefly must be clarified over a wide range from instream to the surrounding riparian environment. In this study, we developed a habitat suitability model for Genji-firefly by relating the number of individuals to local landscape features surveyed in a small river in an agricultural watershed. For habitat modelling, Random Forests, a well-known highly predictive machine learning method, was used to model species distributions and to extract quantitative information on their ecological characteristics. As a result, a good agreement was found between observed and modelled number of individuals, although some issues still remain for the test data. We were able to extract local landscape features that characterize the habitat suitability of adult firefly. In future, we plan to deepen our habitat suitability assessment by taking into account uncertainties such as noise originated from absent data." @default.
- W4313495915 created "2023-01-06" @default.
- W4313495915 creator A5033136679 @default.
- W4313495915 creator A5039610573 @default.
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- W4313495915 date "2022-11-29" @default.
- W4313495915 modified "2023-09-23" @default.
- W4313495915 title "Modelling the relationships between local landscape features and habitat suitability of Genji-firefly Luciola cruciata using Random Forests" @default.
- W4313495915 cites W2508948298 @default.
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- W4313495915 doi "https://doi.org/10.1109/scisisis55246.2022.10001898" @default.
- W4313495915 hasPublicationYear "2022" @default.
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