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Taufik Ridwan, Taufik
Universitas Pendidikan Indonesia
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Journal : JOURNAL OF APPLIED INFORMATICS AND COMPUTING

 1 
Application of Decision Tree Algorithm for Edible Mushroom Classification Afika Rianti; Taufik Ridwan; Suprih Widodo; Rian Andrian
Journal of Applied Informatics and Computing Vol 6 No 1 (2022): July 2022
Publisher : Politeknik Negeri Batam

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30871/jaic.v6i1.4087

Abstract

The purpose of this research is to classify the mushroom based on its characteristic to be in an edible class or poisonous one using the Decision Tree Algorithm. The result showed that odor is the most important attribute to classify the mushroom. Mushrooms which have almond and anise odors are edible, while the rest of it, such as pungent, foul, creosote, fishy, spicy, and musty are poisonous which means they can't be eaten. For mushrooms that have no odor, there are some attributes to be checked such as spore-print-color, gill-size, gill-spacing, and population. At first, overfitting happened. To overcome this, the researcher used Random Sampling Techniques until got better accuracy. The most accurate sample is 99,9% using sample 6 or 2000 data.
Co-Authors Ade Andri Hendriadi Adhi, Himmawan Sapta Adiwinata, Kris Afika Rianti Afika, Afika Ahmad Khusaeri Ali Ridha, Azhari Ana, Putri Ananta, Falih Andika Prasetyo Andrian, Rian Andrian, Rian Andrian Anjani, Amelia Rahma Dwi Apriade Voutama Arif Rohman Hakim Arifin, Poppy F. Ayi Suherman Ayu Pangestu Daniel William Tucunan, Hans Dedy Setiawan Delin Apriyani Delin Apriyani Diah Anariah Dian Permata Sari Diky Zakaria Dimas Setiawan Dwi Putri Haryanto, Gebby Dwi, Ratih Endang Hidayat Fadillah, Ega Nur Faisal, Sopyan Faiza, Lucky Lia Faizatulatifah, Faizatulatifah Fathiarahma, Arsya Fathurrohman, Yoga Fauzi Ahmad Muda Fiki Amali Fiki Amali H, Hannie Hadi Putri, Dewi Indriati Hanan, Muhammad Raihan Ijlal Heri setiawan Heryana, Nono Heykal, Muhammad Hidayat, Endang Hikmawan, Rizki Irmanida Batubara Isnaeni Fajri, Rizqi Kadarisman Kadarisman Kadarisman Kadarisman Karlina Karlina Karna Sopandi Kusmiati, Santi Labisal Fitri Al Qolbi Lailasari, Ita latifah K Darusman Lena Nuryanti Luthfiyyah, Ibtihal Qomariyyah Maulana, Dimas Fajar Maulana, Rihan mawardi, Ahmad Ma’sum, Aziz Miladia Nurunnisa Mirza Erwanda MUHAMMAD FAHMI Muhammad Fajar Munawaroh Munawaroh Muqoyim, Muhammad Mutakin, Imam Nasrulloh, iman Naura Meyriska Nina Sulistiyowati Nina Sulistyowati Nugraha, Bagja Nugraha, Geralda L. Nugroho, Teguh Panji Nurfitriana, Diana Nursyifa, Selly Nuur Wachid Abdul Majid Pedro, Nardo Prasasti, Ian Harum Putra, Fery Anuar Ramadhan Rafi, Ghani Noer Rahayu, Widya Dwi Putri RAIS HIDAYAT, RAIS Ramadhan, Muhamad Irwan Ramadhan, Novanto Rian Andrian Rian Andrian Riani, Adella Putri Ridha, Azhari Ali Rifqi Ambari Robby Akbar Robi Ah Al Adawiyah Rohmat Hidayat, Agus Rosiana, Puput Silva Salsabila, Farras Salsabila, Irma Nuraeni Santika, Rani Sholihah, Primanita sigit prasojo Siti Helmyati Siti Maesaroh Siti Nurmaulida Suhandi Suhandi Suharaputri, Rachmawati Sulaeman, Dedi Sulis Setiawati Sulistianingsih Sulistianingsih Susilowidodo, Raphael Aswin Syauqi, Moh. Trifena, Mayland Umam, M. Khotibul Waras Nurcholis Widoseno, Daffa Wisastra, Rosalina Yasin, Aldi Yasmin, Aysia Fatmi yulia, Ririn Zaenal Abidin