Published June 29, 2021 | Version v1
Publication Open

ASSESSING THE PERFORMANCE OF SOME RE-SAMPLING METHODS USING LOGISTIC REGRESSION

Creators

  • 1. Ahmadu Bello University
  • 2. Usmanu Danfodiyo University

Description

This research reports on the performance of two re-sampling methods (Bootstrap and Jackknife) relationship and significance of social-economic factors (age, gender, marital status and settlement) and modes of HIV/AIDS transmission to the HIV/AIDS spread. Logistic regression model, a form of probabilistic function for binary response was used to relate social-economic factors (age, sex, marital status and settlement) to HIV/AIDS spread. The statistical predictive model was used to project the likelihood response of HIV/AIDS spread with a larger population using 10,000 Bootstrap re-sampled observations and Jackknife re-sampled. From the analysis obtained from the two re-sampling methods, we can conclude that HIV transmission in Kebbi state is higher among the married couples than single individuals and concentrate more in the rural areas.

⚠️ This is an automatic machine translation with an accuracy of 90-95%

Translated Description (Arabic)

يتناول هذا البحث أداء طريقتين لإعادة أخذ العينات (بوتستراب وجاكنايف) وأهمية العوامل الاجتماعية والاقتصادية (العمر والجنس والحالة الاجتماعية والتسوية) وطرق انتقال فيروس نقص المناعة البشرية/الإيدز إلى انتشار فيروس نقص المناعة البشرية/الإيدز. نموذج الانحدار اللوجستي، تم استخدام شكل من أشكال الوظيفة الاحتمالية للاستجابة الثنائية لربط العوامل الاجتماعية والاقتصادية (العمر والجنس والحالة الاجتماعية والتسوية) بانتشار فيروس نقص المناعة البشرية/الإيدز. تم استخدام النموذج التنبئي الإحصائي لإسقاط الاستجابة المحتملة لانتشار فيروس نقص المناعة البشرية/الإيدز مع عدد أكبر من السكان باستخدام 10000 ملاحظة تم إعادة أخذ عينات منها من Bootstrap وإعادة أخذ عينات من Jackknife. من التحليل الذي تم الحصول عليه من طريقتي إعادة أخذ العينات، يمكننا أن نستنتج أن انتقال فيروس نقص المناعة البشرية في ولاية كيبي أعلى بين الأزواج من الأفراد العازبين ويركز أكثر في المناطق الريفية.

Translated Description (English)

This research reports on the performance of two re-sampling methods (Bootstrap and Jackknife) relationship and significance of social-economic factors (age, gender, marital status and settlement) and modes of HIV/AIDS transmission to the HIV/AIDS spread. Logistic regression model, a form of probabilistic function for binary response was used to relate social-economic factors (age, sex, marital status and settlement) to HIV/AIDS spread. The statistical predictive model was used to project the likelihood response of HIV/AIDS spread with a larger population using 10,000 Bootstrap re-sampled observations and Jackknife re-sampled. From the analysis obtained from the two re-sampling methods, we can conclude that HIV transmission in Kebbi state is higher among the married couples than single individuals and concentrate more in the rural areas.

Translated Description (French)

This research reports on the performance of two re-sampling methods (Bootstrap and Jackknife) relationship and significance of social-economic factors (age, gender, marital status and settlement) and modes of HIV/sida transmission to the HIV/sida spread. Modèle de régression logistique, une forme de fonction probabiliste pour la réponse binaire a été utilisée pour relater les facteurs économiques sociaux (âge, sexe, statut marital et règlement) à la propagation du VIH/sida. The statistical predictive model was used to project the likelihood response of HIV/sida spread with a larger population using 10,000 Bootstrap re-sampled observations and Jackknife re-sampled. From the analysis obtained from the two re-sampling methods, we can conclude that HIV transmission in Kebbi state is higher among the married couples than single individuals and concentrate more in the rural areas.

Translated Description (Spanish)

This research reports on the performance of two re-sampling methods (Bootstrap and Jackknife) relationship and significance of social-economic factors (age, gender, marital status and settlement) and modes of HIV/AIDS transmission to the HIV/AIDS spread. Modelo de regresión logística, una forma de función probabilística para la respuesta binaria que se utiliza para relacionar los factores socioeconómicos (edad, sexo, estado marital y establecimiento) con la propagación del VIH/SIDA. The statistical predictive model was used to project the likelihood response of HIV/AIDS spread with a larger population using 10,000 Bootstrap re-sampled observations and Jackknife re-sampled. From the analysis obtained from the two re-sampling methods, we can conclude that HIV transmission in Kebbi state is higher among the married couples than single individuals and concentrate more in the rural areas.

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Additional details

Additional titles

Translated title (Arabic)
تقييم أداء بعض طرق إعادة أخذ العينات باستخدام الانحدار اللوجستي
Translated title (English)
ASSESSING THE PERFORMANCE OF SOME RE-SAMPLING METHODS USING LOGISTIC REGRESSION
Translated title (French)
ASSESSING THE PERFORMANCE OF SOME RE-SAMPLING METHODS USING LOGISTIC REGRESSION
Translated title (Spanish)
ASSESSING THE PERFORMANCE OF SOME RE-SAMPLING METHODS USING LOGISTIC REGRESSION

Identifiers

Other
https://openalex.org/W3173798490
DOI
10.33003/fjs-2021-0501-589

Is supplement to
https://openalex.org/W2370014976 (Other)
https://openalex.org/W2350399852 (Other)
https://openalex.org/W3047864323 (Other)
https://openalex.org/W1036777753 (Other)
https://openalex.org/W4379210352 (Other)
https://openalex.org/W4238714840 (Other)
https://openalex.org/W2994963386 (Other)
https://openalex.org/W3004700962 (Other)
https://openalex.org/W2088812990 (Other)
https://openalex.org/W2367020632 (Other)

GreSIS Basics Section

Is Global South Knowledge
Yes
Country
Nigeria

References

  • https://openalex.org/W2143982075
  • https://openalex.org/W2521635290