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Use of decision treesfor water qualityassessment: Analysisof key parameters :доклад, тезисыдоклада Glinscaya AnnaPanfilov IliaKukartsev Anatoliy2024 год

Use of decision trees for water quality assessment: Analysis of key parameters : доклад, тезисы доклада
доклад, тезисы доклада, статья из сборника материалов конференций

Дополнительные ссылки: eLibrary · Источник статьи
База данных: Каталог библиотеки СФУ
Библиографическое описание: Use of decision trees for water quality assessment: Analysis of key parameters : доклад, тезисы доклада / A. A. Glinscaya [et al.]. - [S. l. : s. n.], 2024. - Текст : непосредственный // BIO WEB OF CONFERENCES : International Scientific Conference on Biotechnology and Food Technology (BFT-2024) / International Scientific Conference on Biotechnology and Food Technology (BFT-2024) (2024 ; 03.09 - 06.09 ; Saint Petersburg). - Les Ulis, 2024. - 130. - P. 03002. - DOI 10.1051/bioconf/202413003002.
Аннотация: <jats:p>The paper investigates the application of the decision tree method for analyzing and predicting water quality. The main objective of the study is to identify the key physical and chemical parameters that affect the potability of water. The Decisive Tree Method is used to create a model capable of classifying water as suitable or unsuitable for drinking. The results of the study showed that the decisive trees model achieved an accuracy of 62.03% and F1 Score of 0.5292. The most important parameters affecting the model predictions include sulfate content, pH and water hardness. The error matrix and feature importance plot provided valuable information to further improve the model and understand the effect of different parameters on water quality.</jats:p>
Год издания: 2024
Авторы: Glinscaya Anna , Panfilov Ilia , Kukartsev Anatoliy , Suprun Elena , Boyko Andrey
Издательство: Les Ulis
Источник: BIO WEB OF CONFERENCES
Выпуск: 130
Мероприятие: International Scientific Conference on Biotechnology and Food Technology (BFT-2024) (Saint Petersburg, 2024 ; 03.09 - 06.09)
Номера страниц: 03002
Держатель оригинала документа: Bauman Moscow State Technical University (BMSTU), Reshetnev Siberian State University of Science and Technology, Siberian Federal University
Количество экземпляров:
Твёрдая копия издания отсутствует в фонде библиотеки

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