Forecasting locations of forest fires in indonesia through nonparametric predictive inference with parametric copula: a case study
Wildfires caused major damage and incurred high restoration costs. Despite numerous predictive studies in this field, wildfire management still had uncertainties. The machine learning technique was popular on this topic, but it portrayed gaps of non-generalisable and inaccuracy possibilities. This s...
| Main Authors: | , , , , |
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| Format: | Article |
| Language: | English |
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Penerbit Universiti Kebangsaan Malaysia
2025
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| Online Access: | http://journalarticle.ukm.my/25780/ http://journalarticle.ukm.my/25780/1/237-251%20-.pdf |
| _version_ | 1848816447521816576 |
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| author | Amirah Hazwani Roslin, Noryanti Muhammad, Evizal Abdul Kadir, Warih Maharani, Hanita Daud, |
| author_facet | Amirah Hazwani Roslin, Noryanti Muhammad, Evizal Abdul Kadir, Warih Maharani, Hanita Daud, |
| author_sort | Amirah Hazwani Roslin, |
| building | UKM Institutional Repository |
| collection | Online Access |
| description | Wildfires caused major damage and incurred high restoration costs. Despite numerous predictive studies in this field, wildfire management still had uncertainties. The machine learning technique was popular on this topic, but it portrayed gaps of non-generalisable and inaccuracy possibilities. This study intended to apply nonparametric predictive inference (NPI) with a parametric copula to predict the next wildfire location using the coordinate parameters. The NPI quantifies the uncertainties via imprecise probabilities, ( |
| first_indexed | 2025-11-15T01:06:01Z |
| format | Article |
| id | oai:generic.eprints.org:25780 |
| institution | Universiti Kebangasaan Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T01:06:01Z |
| publishDate | 2025 |
| publisher | Penerbit Universiti Kebangsaan Malaysia |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | oai:generic.eprints.org:257802025-08-20T03:07:54Z http://journalarticle.ukm.my/25780/ Forecasting locations of forest fires in indonesia through nonparametric predictive inference with parametric copula: a case study Amirah Hazwani Roslin, Noryanti Muhammad, Evizal Abdul Kadir, Warih Maharani, Hanita Daud, Wildfires caused major damage and incurred high restoration costs. Despite numerous predictive studies in this field, wildfire management still had uncertainties. The machine learning technique was popular on this topic, but it portrayed gaps of non-generalisable and inaccuracy possibilities. This study intended to apply nonparametric predictive inference (NPI) with a parametric copula to predict the next wildfire location using the coordinate parameters. The NPI quantifies the uncertainties via imprecise probabilities, ( Penerbit Universiti Kebangsaan Malaysia 2025-03 Article PeerReviewed application/pdf en http://journalarticle.ukm.my/25780/1/237-251%20-.pdf Amirah Hazwani Roslin, and Noryanti Muhammad, and Evizal Abdul Kadir, and Warih Maharani, and Hanita Daud, (2025) Forecasting locations of forest fires in indonesia through nonparametric predictive inference with parametric copula: a case study. Journal of Quality Measurement and Analysis, 21 (1). pp. 237-251. ISSN 2600-8602 https://www.ukm.my/jqma/ |
| spellingShingle | Amirah Hazwani Roslin, Noryanti Muhammad, Evizal Abdul Kadir, Warih Maharani, Hanita Daud, Forecasting locations of forest fires in indonesia through nonparametric predictive inference with parametric copula: a case study |
| title | Forecasting locations of forest fires in indonesia through nonparametric predictive inference with parametric copula: a case study |
| title_full | Forecasting locations of forest fires in indonesia through nonparametric predictive inference with parametric copula: a case study |
| title_fullStr | Forecasting locations of forest fires in indonesia through nonparametric predictive inference with parametric copula: a case study |
| title_full_unstemmed | Forecasting locations of forest fires in indonesia through nonparametric predictive inference with parametric copula: a case study |
| title_short | Forecasting locations of forest fires in indonesia through nonparametric predictive inference with parametric copula: a case study |
| title_sort | forecasting locations of forest fires in indonesia through nonparametric predictive inference with parametric copula: a case study |
| url | http://journalarticle.ukm.my/25780/ http://journalarticle.ukm.my/25780/ http://journalarticle.ukm.my/25780/1/237-251%20-.pdf |