Multivariate logistic regression approach for landslide susceptibility assessment of Antipolo, Rizal (Record no. 83734)

000 -LEADER
fixed length control field 01718nab a22001577a 4500
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20230117084611.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
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100 1# - MAIN ENTRY--PERSONAL NAME
Preferred name for the person Victor, Jaime Angelo S.
Relator term author
245 10 - TITLE STATEMENT
Title Multivariate logistic regression approach for landslide susceptibility assessment of Antipolo, Rizal
264 #4 - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Date of publication, distribution, etc 2018
520 3# - SUMMARY, ETC.
Summary, etc Slope instability associated with heavy rainfall or earthquake is a familiar geotechnical problem in the Philippines. This study aims to perform a detailed landslide susceptibility assessment of Antipolo City using a statistical approach. In this study, morphologic and non-morphologic factors contributing to landslide occurrence and their corresponding spatial relationships were considered. The multivariate logic regression was performed in randomly selected datasets based on the landslide inventory. These were divided into training and test data sets based on K-cross fold validation scheme resulting to different models. The model selected for the final implementation has an overall accuracy of 91.66%, AUROC of 0.908, standard error of 0.002 and RMSE of 0.2478. Cross validation with deterministic approach using physically based slope stability models were performed, where there was no significant difference between the two approaches in identifying areas of highly and very highly susceptible to landslide occurrence. The study also shows that almost 40% of Antipolo City has been assessed to be potentially dangerous areas in terms of landslide occurrence.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Multivariate analysis
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Zarco, Mark Albert H.
Relator term author
773 ## - HOST ITEM ENTRY
Title Philippine Engineering Journal
Relationship information vol. 39, no. 2: (December 2018), pages 27-40
942 ## - ADDED ENTRY ELEMENTS
Source of classification or shelving scheme
Item type JOURNAL ARTICLE
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          COLLEGE LIBRARY COLLEGE LIBRARY PERIODICALS 2023-01-17 2023-01-17 2023-01-17 JOURNAL ARTICLE