dorsal/arxiv
View SchemaVariable selection based on entropic criterion and its application to the debris-flow triggering
| Authors | Chien-chih Chen, Chih-Yuan Tseng, Jia-Jyun Dong |
|---|---|
| Categories | |
| ArXiv ID | physics/0609252 |
| URL | https://arxiv.org/abs/physics/0609252 |
| DOI | 10.1016/j.enggeo.2007.06.004 |
| Journal | Engineering Geology 94, 19 (2007) |
Abstract
We propose a new data analyzing scheme, the method of minimum entropy analysis (MEA), in this paper. New MEA provides a quantitative criterion to select relevant variables for modeling the physical system interested. Such method can be easily extended to various geophysical/geological data analysis, where many relevant or irrelevant available measurements may obscure the understanding of the highly complicated physical system like the triggering of debris-flows. After demonstrating and testing the MEA method, we apply this method to a dataset of debris-flow occurrences in Taiwan and successfully find out three relevant variables, i.e. the hydrological form factor, numbers and areas of landslides, to the triggering of observed debris-flow events due to the 1996 Typhoon Herb.
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"abstract": "We propose a new data analyzing scheme, the method of minimum entropy\nanalysis (MEA), in this paper. New MEA provides a quantitative criterion to\nselect relevant variables for modeling the physical system interested. Such\nmethod can be easily extended to various geophysical/geological data analysis,\nwhere many relevant or irrelevant available measurements may obscure the\nunderstanding of the highly complicated physical system like the triggering of\ndebris-flows. After demonstrating and testing the MEA method, we apply this\nmethod to a dataset of debris-flow occurrences in Taiwan and successfully find\nout three relevant variables, i.e. the hydrological form factor, numbers and\nareas of landslides, to the triggering of observed debris-flow events due to\nthe 1996 Typhoon Herb.",
"arxiv_id": "physics/0609252",
"authors": [
"Chien-chih Chen",
"Chih-Yuan Tseng",
"Jia-Jyun Dong"
],
"categories": [
"physics.data-an",
"physics.geo-ph"
],
"doi": "10.1016/j.enggeo.2007.06.004",
"journal_ref": "Engineering Geology 94, 19 (2007)",
"title": "Variable selection based on entropic criterion and its application to the debris-flow triggering",
"url": "https://arxiv.org/abs/physics/0609252"
},
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