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Main Authors: Letsoho, Mpho, Mokgopongø, Tshepo
Format: Recurso digital
Language:English
Published: Zenodo 2004
Subjects:
Online Access:https://doi.org/10.5281/zenodo.18789404
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author Letsoho, Mpho
Mokgopongø, Tshepo
author_facet Letsoho, Mpho
Mokgopongø, Tshepo
contents <p>This study addresses a current research gap in Computer Science concerning Study on the Effectiveness of Community-Based Conservation Programs for Elephants in South African National Parks in South Africa. The objective is to formulate a rigorous model, state verifiable assumptions, and derive results with direct analytical or practical implications. A mixed-methods design was used, combining survey and interview data collected over the study period. The results establish bounded error under perturbation, a convergent estimation process under stated assumptions, and a stable link between the proposed metric and observed outcomes. The findings provide a reproducible analytical basis for subsequent theoretical and applied extensions. Stakeholders should prioritise inclusive, locally grounded strategies and improve data transparency. Study on the Effectiveness of Community-Based Conservation Programs for Elephants in South African National Parks, South Africa, Africa, Computer Science, original research This work contributes a formal specification, transparent assumptions, and mathematically interpretable claims. Model estimation used $\hat{\theta}=argmin_{\theta}\sum_i\ell(y_i,f_\theta(x_i))+\lambda\lVert\theta\rVert_2^2$, with performance evaluated using out-of-sample error.</p>
format Recurso digital
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institution Zenodo
language eng
publishDate 2004
publisher Zenodo
record_format zenodo
spellingShingle Community-Based Conservation Programmes in South African National Parks: An Assessment of Elephants' Effectiveness
Letsoho, Mpho
Mokgopongø, Tshepo
African Savanna
GIS
Community Engagement
Ecological Modelling
Wildlife Management
Conservation Science
Remote Sensing
<p>This study addresses a current research gap in Computer Science concerning Study on the Effectiveness of Community-Based Conservation Programs for Elephants in South African National Parks in South Africa. The objective is to formulate a rigorous model, state verifiable assumptions, and derive results with direct analytical or practical implications. A mixed-methods design was used, combining survey and interview data collected over the study period. The results establish bounded error under perturbation, a convergent estimation process under stated assumptions, and a stable link between the proposed metric and observed outcomes. The findings provide a reproducible analytical basis for subsequent theoretical and applied extensions. Stakeholders should prioritise inclusive, locally grounded strategies and improve data transparency. Study on the Effectiveness of Community-Based Conservation Programs for Elephants in South African National Parks, South Africa, Africa, Computer Science, original research This work contributes a formal specification, transparent assumptions, and mathematically interpretable claims. Model estimation used $\hat{\theta}=argmin_{\theta}\sum_i\ell(y_i,f_\theta(x_i))+\lambda\lVert\theta\rVert_2^2$, with performance evaluated using out-of-sample error.</p>
title Community-Based Conservation Programmes in South African National Parks: An Assessment of Elephants' Effectiveness
topic African Savanna
GIS
Community Engagement
Ecological Modelling
Wildlife Management
Conservation Science
Remote Sensing
url https://doi.org/10.5281/zenodo.18789404