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A modified variance-based importance measure and its solution by state dependent parameter

Wenbin Ruan - Nama Orang; Zhenzhou Lu - Nama Orang;

To overcome the disadvantage of traditional variance-based importance measures, i.e. the effects of different realizations of input variables on output response may mutually counteract each other, a modified variance-based importance measure is presented for importance analysis of the input variables. The proposed measure analyses the importance of the input variables comprehensively in terms of the expectation and variance of the output response. Compared with the traditional variance-based importance analysis method, the modified importance measure indices not only reflect the old one, but also provide a very useful supplement for it. Furthermore, combined with the advantages of the state dependent parameter model, a solution to the proposed measure indices is provided. Several examples are introduced to show that the modified importance measure is more comprehensive and reasonable, and the solution based on the state dependent parameter method can improve computational efficiency considerably with acceptable precision.

Keywords Importance measure, conditional expectation, conditional variance, state dependent parameter


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Informasi Detail
Judul Seri
J Risk and Reliability
No. Panggil
-
Penerbit
: SAGE Publications Ltd., 2012
Deskripsi Fisik
J Risk and Reliability 227(1) 3–15 E, 2012
Bahasa
English
ISBN/ISSN
-
Klasifikasi
-
Tipe Isi
-
Tipe Media
-
Tipe Pembawa
-
Edisi
-
Subjek
TEKNIK
Info Detail Spesifik
-
Pernyataan Tanggungjawab
hasnidar/agus
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  • A modified variance-based importance measure and its solution by state dependent parameter
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