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All Journal Seminar Nasional Aplikasi Teknologi Informasi (SNATI) Prosiding Seminar Nasional Sains Dan Teknologi Fakultas Teknik Prosiding SNATIF JURNAL PASTI (PENELITIAN DAN APLIKASI SISTEM DAN TEKNIK INDUSTRI) Annual Research Seminar JITTER (Jurnal Ilmiah Teknologi Informasi Terapan) KOMIK (Konferensi Nasional Teknologi Informasi dan Komputer) JUMANJI (Jurnal Masyarakat Informatika Unjani) MIND (Multimedia Artificial Intelligent Networking Database) Journal Jurnal Manajemen Informatika Jurnal ICT : Information Communication & Technology Jurnal Mnemonic JOINT (Journal of Information Technology jurnal syntax admiration Innovation in Research of Informatics (INNOVATICS) Informatics and Digital Expert (INDEX) Jurnal SAINTIKOM (Jurnal Sains Manajemen Informatika dan Komputer) International Journal of Informatics, Information System and Computer Engineering (INJIISCOM) Journal of Informatics and Communication Technology (JICT) Prosiding Seminar Nasional Teknik Elektro, Sistem Informasi, dan Teknik Informatika (SNESTIK) Prosiding Seminar Nasional Sisfotek (Sistem Informasi dan Teknologi Informasi) Indonesian Journal of Informatic Research and Software Engineering IJESPG (International Journal of Engineering, Economic, Social Politic and Government) journal Enrichment: Journal of Multidisciplinary Research and Development
Hadiana, Asep Id
Universitas Jenderal Achmad Yani
Aerospace Engineering Humanities Automotive Engineering Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Mathematics Mechanical Engineering Social Sciences Transportation

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Journal : Innovation in Research of Informatics (INNOVATICS)

 1 
Air Quality Classification Using Extreme Gradient Boosting (XGBOOST) Algorithm Albi Mulyadi Sapari; Asep Id Hadiana; Fajri Rakhmat Umbara
Innovation in Research of Informatics (INNOVATICS) Vol 5, No 2 (2023): September 2023
Publisher : Informatika Universitas Siliwangi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37058/innovatics.v5i2.8444

Abstract

Air pollution is a serious issue caused by vehicle exhaust, industrial factories, and piles of garbage. The impact is detrimental to human health and the environment. To quickly and accurately monitor classification, techniques are used. One efficient and accurate classification algorithm is XGBoost, a development of the Gradient Decision Tree (GDBT) with several advantages, such as high scalability and prevention of overfitting. The parameters used in the classification include (PM10), (PM2,5),(SO2),(CO),(O3) and (NO2). This study aims to classify air quality into three labels or categories: good, moderate, and unhealthy. In the dataset used to experience an imbalance class, to overcome the imbalance class, techniques will be carried out, namely SMOTE, Random UnderSampling, and Random OverSampling, by producing an accuracy of up to 98,61% with the SMOTE technique for class imbalance. Testing the level of accuracy is done by using the Confusion Matrix.TRANSLATE with x EnglishArabicHebrewPolishBulgarianHindiPortugueseCatalanHmong DawRomanianChinese SimplifiedHungarianRussianChinese TraditionalIndonesianSlovakCzechItalianSlovenianDanishJapaneseSpanishDutchKlingonSwedishEnglishKoreanThaiEstonianLatvianTurkishFinnishLithuanianUkrainianFrenchMalayUrduGermanMalteseVietnameseGreekNorwegianWelshHaitian CreolePersian //  TRANSLATE with COPY THE URL BELOW Back EMBED THE SNIPPET BELOW IN YOUR SITE Enable collaborative features and customize widget: Bing Webmaster PortalBack//
Co-Authors Abidillah, Gunawan Adelia Siti Rukoyah Agri Yodi Prayoga Agus Komarudin Agus Komarudin Agus Komarudin Albi Mulyadi Sapari Anggoro, Sigit Anggun Titah Islamiyyah Azy Mushofy Anwary Begawan Raka Sakti Sakti Dewi Marini Umi Atmaja Dewi Ratnasari DEWI RATNASARI Diah Tri Wahyuni Eddie Khrisna Putra Faiza Renaldi Faiza Renaldi Fajri Rakhmat Umbara Fajri Rakhmat Umbara Fajri Rakhmat Umbara Fajri Rakhmat Umbara Fajri Rakhmat Umbara Fajri Rakhmat Ferdiansyah Ferdian Ferina Nur Maulidya Firman Alamsyah Galih Yuga Pangestu Engko M Grace Christian M. Purba Gunawan Abdillah Gunawan Abidillah Hadi Apryana Helsa Hawariyah Hovi Sohibul Wafa Hovi Idham Pratama Putra Indah Putriani Fajar Sidik Ipan Sugiana Irma Santikarama Irma Setiawati Kasyidi, Fatan Lugina Masri Mahbub Arrozi As As Melina Melina Melina Melina Muhamad Eka Purnama Rijaludin Muhammad Hasan Thoriq Almuwaffaq Thoriq Pryma Saputra Ginting Puspita Nurul Sabrina Puspita Nurul Sabrina Puspita Nurul Sabrina Puspita Putra, Eddie Krishna Putri Eka Prakasawati Rafli Firdaus Raflialdy Raksanagara Rezki Yuniarti Rezky Yuniarti Ria Amelia Junandes Ridwan Ilyas Rifaldi Elpry Rizal Rizal Dwiwahyu Pribadi Rizal Febrian Fahrezi Rizky Bayu Oktavian Rizky Fauzi Achman Rukoyah, Adelia Siti Salsa Safira Nur Syamsi Sevty Nourmantana Shisi Prayesti Siti Rohaeni Siti Widiani Syechru Denny Irja Gotama Tacbir Hendro P Tacbir Hendro P Tacbir Hendro P Tacbir Hendro Pudjiantoro Tacbir Hendro Pudjiantoro Tacbir Hendro Pudjiantoro Tacbir Hendro Pudjiantoro Tacbir Pudjiantoro Hendro Tachbir Hendro Taufiq Akbar Herawan Thomas Adi Nugroho Tulus Harry Lamramot Tulus Wahyuni Rodiyah Risfianti Wina Witanti Wina Witanti Wina Witanti Wina Witanti Wina Witanti Wina Witanti Wina Witanti Wina Witanti Wina Winalia Winalia Winta Witanti Yudi Setiadi Permana Yulianto Dwi Saptohadi Yulison H Chrisnanto Yulison H. Chrisnanto Yulison Herry Chrisnanto Yulison Herry Chrisnanto Yulison Herry Chrisnanto