Prediksi Tingkat Kesehatan Lingkungan Masyarakat Dalam Program Sustainable Development Goals Menggunakan Algoritma Naive Bayes

Zulkipli Zulkipli, K. Kusrini, S. Sudarmawan
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Abstract

Indications of a decrease in the level of public awareness about protecting the environment have a direct effect on the urgent need for integrated environmental planning and management, so that the impact affects other aspects, such as the physical and socio-economic environment. The fact is that environmental damage is closely related to poverty and economic growth. In maintaining community environmental health and implementing the Sustainable Development Goals Program in East Lombok Regency, West Nusa Tenggara. Hamzanwadi University is working with the East Lombok Regency government to conduct sampling of the community with a total data of 4624 residents in ten sub-districts in the East Lombok Regency area. The purpose of this study is to help predict the level of public environmental health in the East Lombok region, the data will be classified and then processed using the Naïve Bayes algorithm with the multinomial naïve Bayes method. The results of testing the naïve Bayes algorithm after splitting the data five times, the best results were obtained, with the dataset divided by 20% testing data and 80% training data, an prediction value of 93.28% was obtained. The population environment in ten sub-districts in East Lombok Regency was classified as healthy
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可持续发展目标项目中对环境卫生水平的预测使用了天真的贝斯算法
公众对保护环境的认识水平下降的迹象直接影响到迫切需要进行综合环境规划和管理,从而影响到其他方面,例如物质和社会经济环境。事实上,环境破坏与贫困和经济增长密切相关。在西努沙登加拉东龙目岛维持社区环境卫生和执行可持续发展目标方案。Hamzanwadi大学正在与东龙目岛政府合作,对东龙目岛地区10个街道的4624名居民进行社区抽样。本研究的目的是为了帮助预测东龙目岛地区的公共环境卫生水平,将数据进行分类,然后使用Naïve贝叶斯算法与多项naïve贝叶斯方法进行处理。对naïve贝叶斯算法进行5次数据分割后,得到了最好的结果,数据集被20%的测试数据和80%的训练数据分割,得到的预测值为93.28%。东龙目岛10个街道的人口环境被列为健康
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