Factors Influencing Specificity and Sensitivity of Injury Severity Prediction (ISP) Algorithm for AACN
To improve the accuracy of Injury Severity Prediction in the event of vehicle crash, a new methodology is proposed using the US vehicle accident database (NASS-CDS). This proposed method is an extension of the base algorithm introduced by Kononen et al. in which, some of the additional variables wer...
| Main Authors: | , , , , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Society of Automotive Engineers of Japan, Inc.
2016-01-01
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| Series: | International Journal of Automotive Engineering |
| Online Access: | https://www.jstage.jst.go.jp/article/jsaeijae/7/1/7_20164079/_article/-char/en |
| _version_ | 1797374059658346496 |
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| author | Chinmoy Pal Tomosaburo Okabe Vimalathithan Kulothungan Narahari Sangolla Jeyabharath Manoharan Wang Stewart John Combest |
| author_facet | Chinmoy Pal Tomosaburo Okabe Vimalathithan Kulothungan Narahari Sangolla Jeyabharath Manoharan Wang Stewart John Combest |
| author_sort | Chinmoy Pal |
| collection | DOAJ |
| description | To improve the accuracy of Injury Severity Prediction in the event of vehicle crash, a new methodology is proposed using the US vehicle accident database (NASS-CDS). This proposed method is an extension of the base algorithm introduced by Kononen et al. in which, some of the additional variables were introduced and branched logistic regression methodology was used. Results suggest that the proposed branching method has some advantage over the base algorithm due to better linearization of the complex multidimensional non-linear relationship of the input and output variables. |
| first_indexed | 2024-03-08T19:00:23Z |
| format | Article |
| id | doaj.art-f101398f72ba4f068a67d3f7c2f695d9 |
| institution | Directory Open Access Journal |
| issn | 2185-0992 |
| language | English |
| last_indexed | 2024-03-08T19:00:23Z |
| publishDate | 2016-01-01 |
| publisher | Society of Automotive Engineers of Japan, Inc. |
| record_format | Article |
| series | International Journal of Automotive Engineering |
| spelling | doaj.art-f101398f72ba4f068a67d3f7c2f695d92023-12-28T07:20:20ZengSociety of Automotive Engineers of Japan, Inc.International Journal of Automotive Engineering2185-09922016-01-0171152210.20485/jsaeijae.7.1_15Factors Influencing Specificity and Sensitivity of Injury Severity Prediction (ISP) Algorithm for AACNChinmoy Pal0Tomosaburo Okabe1Vimalathithan Kulothungan2Narahari Sangolla3Jeyabharath Manoharan4Wang Stewart5John Combest6NISSAN MotorNISSAN MotorRenault Nissan Technology Business CenterRenault Nissan Technology Business CenterRenault Nissan Technology Business CenterUniversity of MichiganNissan Technical Center North AmericaTo improve the accuracy of Injury Severity Prediction in the event of vehicle crash, a new methodology is proposed using the US vehicle accident database (NASS-CDS). This proposed method is an extension of the base algorithm introduced by Kononen et al. in which, some of the additional variables were introduced and branched logistic regression methodology was used. Results suggest that the proposed branching method has some advantage over the base algorithm due to better linearization of the complex multidimensional non-linear relationship of the input and output variables.https://www.jstage.jst.go.jp/article/jsaeijae/7/1/7_20164079/_article/-char/en |
| spellingShingle | Chinmoy Pal Tomosaburo Okabe Vimalathithan Kulothungan Narahari Sangolla Jeyabharath Manoharan Wang Stewart John Combest Factors Influencing Specificity and Sensitivity of Injury Severity Prediction (ISP) Algorithm for AACN International Journal of Automotive Engineering |
| title | Factors Influencing Specificity and Sensitivity of Injury Severity Prediction (ISP) Algorithm for AACN |
| title_full | Factors Influencing Specificity and Sensitivity of Injury Severity Prediction (ISP) Algorithm for AACN |
| title_fullStr | Factors Influencing Specificity and Sensitivity of Injury Severity Prediction (ISP) Algorithm for AACN |
| title_full_unstemmed | Factors Influencing Specificity and Sensitivity of Injury Severity Prediction (ISP) Algorithm for AACN |
| title_short | Factors Influencing Specificity and Sensitivity of Injury Severity Prediction (ISP) Algorithm for AACN |
| title_sort | factors influencing specificity and sensitivity of injury severity prediction isp algorithm for aacn |
| url | https://www.jstage.jst.go.jp/article/jsaeijae/7/1/7_20164079/_article/-char/en |
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