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All Journal Jurnal Ilmiah Akuntansi dan Humanika Prosiding Seminar Nasional MIPA Indonesian Journal on Computing (Indo-JC) JPPM (JURNAL PENELITIAN DAN PEMBELAJARAN MATEMATIKA) Tech-E al-Afkar, Journal For Islamic Studies Pendas : Jurnah Ilmiah Pendidikan Dasar EQIEN - JURNAL EKONOMI DAN BISNIS Jurnal Ilmiah Keperawatan Sai Betik PSYCHOPEDIA : Jurnal Psikologi Universitas Buana Perjuangan Karawang JURNAL PENDIDIKAN MIPA Jurnal Inovasi Teknik Kimia Reswara: Jurnal Pengabdian Kepada Masyarakat Al-Muaddib : Jurnal Kajian Ilmu Kependidikan Jurnal Pengabdian Polinema Kepada Masyarakat PROFICIO: Jurnal Pengabdian Masyarakat An-Nahdlah: Jurnal Pendidikan Islam Journal of Informatics and Communication Technology (JICT) Jurnal Pengabdian Multidisiplin English Language Teaching Journal NUSANTARA: Jurnal Pengabdian Kepada Masyarakat Info Kripto Edukasia: Jurnal Pendidikan dan Pembelajaran Empowerment Jurnal Mahasiswa Psikologi Universitas Buana Perjuangan Karawang Jurnal Ilmiah Administrasi Pemerintahan Daerah Jurnal Buana Pengabdian Journal of Social Empowerment Populer: Jurnal Penelitian Mahasiswa Tanzhimuna : Jurnal Manajemen Pendidikan Islam Jurnal Ilmiah Ilmu Pengetahuan Sosial Indonesia (JIIPSI) Proceeding Applied Business and Engineering Conference Ta'rim: Jurnal Pendidikan dan Anak Usia Dini eProceedings of Engineering Journal of Research and Publication Innovation Jurnal Pendidikan dan Pengabdian Masyarakat Jurnal Teknik Kimia dan Lingkungan Prosiding Seminar Nasional Pascasarjana Gudang Jurnal Multidisiplin Ilmu Jurnal Bima: Pusat Publikasi Ilmu Pendidikan Bahasa dan Sastra Buletin Ilmiah Ilmu Komputer dan Multimedia (BIIKMA) APPA : Jurnal Pengabdian Kepada Masyarakat Jurnal Ilmiah Mahasiswa Agrokomplek EduInovasi: Journal of Basic Educational Studies Mimbar Kampus: Jurnal Pendidikan dan Agama Islam Journal of Informatics and Communication Technology (JICT) Amandemen: Jurnal Ilmu Pertahanan, Politik dan Hukum Indonesia Business and Accounting Education Journal LEMBARAN PUBLIKASI MINYAK DAN GAS BUMI Idarotuna: Jurnal Manajemen Pendidikan Islam Khidmah Nusantara Jurnal Studi Islam dan Sosial J+Plus: Jurnal Mahasiswa Pendidikan Luar Sekolah Al I'tibar Jurnal Pendidikan Islam Prosiding Seminar Nasional Ilmu Sosial dan Teknologi (SNISTEK) International Conference on Digital Advanced Tourism, Management, and Technology Momentum International Journal of Civil Engineering (MIJCE)
Arif Rahman Hakim
Jurusan Teknik Kimia, Politeknik Negeri Malang
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Journal : Tech-E

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Type 2 Diabetes Mellitus Diagnosis Model Using the C4.5 Algorithm Ruaida Susanti; Dewi Marini Umi Atmaja; Arif Rahman Hakim; Amat Basri
Tech-E Vol. 7 No. 2 (2024): TECH-E (Technology Electronic)
Publisher : Fakultas Sains dan Teknologi-Universitas Buddhi Dharma

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31253/te.v7i2.2676

Abstract

Type 2 Diabetes Mellitus (DM) is a metabolic disorder characterized by elevated blood sugar resulting from decreased insulin secretion by pancreatic beta cells and/or impaired insulin function (insulin resistance). Over the last 50 years, there has been a rapid increase in the prevalence of diabetes, paralleling the rise in obesity rates. This study aims to develop a diagnostic model for type 2 DM using C4.5, incorporating feature selection and analyzing age and gender parameters of Type II DM patients. The research employs the Cross-Industry Standard Process for Data Mining (CRISP-DM). Based on the dataset used, the C4.5 model demonstrated superior performance compared to SVM and Random Forest, achieving an AUC value of 72.5%, indicating a reasonably good classification level. The predominant gender among Type II DM patients is female, comprising 210 patients or 54.8% in the age range of 18-94 years, while 173 male patients or 45.2% fall within the age range of 23-80 years.
Performance Analysis of Classification and Regression Tree (CART) Algorithm in Classifying Male Fertility Levels with Mobile-Based Arif Rahman Hakim; Dewi Marini Umi Atmaja; Amat Basri; Andri Ariyanto
Tech-E Vol. 7 No. 1 (2023): TECH-E (Technology Electronic)
Publisher : Fakultas Sains dan Teknologi-Universitas Buddhi Dharma

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31253/te.v7i1.2110

Abstract

Fertility is the ability to produce offspring in a man or the ability of the reproductive organs to work optimally in fertilization. Fertility rates have declined drastically in the last fifty years. Machine Learning is a field devoted to understanding and building learning methods. This study will use machine learning algorithms to classify male fertility levels, namely the Classification and Regression Tree (CART) algorithm and the K-Fold Cross Validation validation method. The fertility dataset used in this study was obtained from the UCI Machine Learning website, with a total of 100 data and the variables used are Age, Childish diseases, Accident or serious trauma, Surgical intervention, High fevers in the last year, Frequency of alcohol consumption, Smoking habit, Number of hours spent sitting per day and Diagnosis. K-Fold Cross Validation can be used together with CART to measure the performance of the CART model on different data, so as to avoid overfitting or underfitting the CART model. Based on the calculation of the CART algorithm and the K-Fold Cross Validation validation method (K = 1 to K = 9), the average accuracy value for training data is 98.70% and the average accuracy value for testing data is 81.16%. The results of this study have proven that the CART algorithm can be used to classify the level of fertility in men well. In addition, the classification model formed can be implemented into a mobile application (android) so that it is easy to use and understand.
Co-Authors Achmad Sjaifullah Adang Hambali Adela Abigail Widiasari Putri Adi Nur Cahyono Adiwar Agung Kurniawan Ahmad Fuad Fadhil Ahmad Fu’adi Ahmad Levy Fachrul Avivy Ahmad Tohirin Aini Wandari Alfi Fadli Amalia Alfitrianingrum Amalia Nur Hanisah Amalia Nurhanisah Amaliah Nurhanisah Gultom Amanda Rizki Agustian Amat Basri Ananda Naufal Rahmatullah Andewi Suhartin Andewi Suhartini Andi Sulastri Andri Ariyanto Andyan Lutfahyanto Andyan P.L Ari Susanti Arif Rio Kari Arifatun Nisa Mardhotilah Arlina Ashidiqie, Haidar Fikri Khairunnida Ashidiqie Bakti Berlyanto Sedayu Bambang Widiono Basuki Danang Endarto Putro Daniel Oktavianus Kristian S Deki Satria Deny Haryadi Desi Sabtina Dewi Marini Umi Atmaja Diana Rachmawati Dimala, Cempaka Putrie Donna Boedi Maritasari Dwi Nur Luthfiah Eli Tasya Wulandari Erlina Putri Siskawati Erzi Hidayat Esti Agriyani Bawaulu Fadeli Ehsan Hanafi Fahri Yusuf farida, lasmi Fauzan Azhar Alhadi Fauziah Shanti CSM Firman Arizandi Fithri Asmelia Frado Dymas Prasetyo Fridya Nirwana Gea Desta Rini Giri Loviansyah Giri Wahyu Putra H. Supiana Haditsa Qur'ani Nurhakim Haekal Mauludin Hakim Giraldi Saputra Haniek Listyorini Hardjono Hardjono Hardjono Haryono, Wasis Hofidatul maulana Hasby Holy Greata Singadimedja Hurun In I Gusti Ayu Purnamawati I Wayan Sudika Idawati Manurung Ikah Mudrikah Ilyas Rohili Indah Nur Azizah Intan Nurfitasari Ipung Yuwono Irmayani Isnan Rojibillah Jeklin Darsono Sidebang Jvana Wahyu Pratami Khaidah Try Apnisyah Sitorus Kharisma Nurmalitasari Khoirunnisa Maharani Kisman Laela Kamila M. Tohimin Apriyanto Mahfud Al Hayat Mahmud Masulin MAMAT RAHMAT Marhisar Simatupang, Marhisar Matori Matori Meilita Karenda Putri Mijahamuddin Alwi Mochammad Agung Indra Iswara Mohammad Aditya Kurniawan Mohammad Asikin Mufid Mufid Muhamad Farhan Muhammad Akbar Thoha Muhammad Fahmi Hidayatullah Muhammad Rifky Fauzan Muhammad Sururuddin Muhammad Zacky Muharsih, Lania Munthe, Agyanata Tua Mutia Lina Dewi Nadif Ali Wasil Laeli napis Napis Napis Nur Ainy Sadijah Nur Asiah Nur Ikhsan Kharisma Sitorus Nurwajdah Ahmad Priyadi Priyadi Puji Rahayu Putri Aprilia Daniatul M Qilbaaini Effendi Muftikhali Qiqi Yuliati Zakiah Qiqi Yuliati Zakiyah Rahmat Fauzi Rahmatulloh Rahmatulloh Rahmatulloh Raka Sebastian Fajardika Rana Zaini Fathiyana Randwitya Ayu Ganis Regi Ramadan Ria Lusiyani Rida Aulia Rusli Ridho Nurardiansyah Riki Aprijal Rini Amelia Siagian Risa Umami Risky Yunitasari Riswanto Halim Riza, Wina Lova Rizki Akbar Syabani Rizky Akbar Syabani Rohmatil Laili Roi Riski Fauzi Ruaida Susanti Sahidin . Salwa Azizah Rahman Samsul Wadi Sang Kompiang Wirawan Sigit Hadiantoro, Sigit Siregar, Linda Mora Siti Ardiyanti Subanji Subanji Suklani Sulistyanta Sulistyanta Supiana Suryandari, Ade Sonya Suwaryo, Niko Swasono Raharjo Syariah Hafizhoh Takwanto, Anang Wafi Dhiya Ulhak Wahyu Tri Handoyo Wahyu Wahidin Windi Taruna Agustin Windi Zamrudy Yerin Tri Agustina Yolanda Nindy Hermawan Yudha Adrianto Yuflinawati Away Yuniar Lestarini Yuniastini Yuniastini Zalia Muspita Zenita Claudia Salsabillah Zulaekah Zulkarnain Muhammad Ali