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All Journal Indonesian Journal of Geography Jurnal Teknik Sipil dan Perencanaan Telematika Jurnal Edukasi dan Penelitian Informatika (JEPIN) Jurnal Informatika dan Teknik Elektro Terapan Sistemasi: Jurnal Sistem Informasi Bianglala Informatika : Jurnal Komputer dan Informatika Akademi Bina Sarana Informatika Yogyakarta Indonesian Journal on Software Engineering (IJSE) Perspektif : Jurnal Ekonomi dan Manajemen Universitas Bina Sarana Informatika Jurnal Teknik Komputer AMIK BSI Paradigma Jurnal Komputasi JITK (Jurnal Ilmu Pengetahuan dan Komputer) Techno Nusa Mandiri : Journal of Computing and Information Technology Jurnal Pengabdian Masyarakat AbdiMas Jurnal Manajemen Informatika ELITE Journal: Journal of English Linguistics, Literature, and Education Progresif: Jurnal Ilmiah Komputer Jurnal Manajemen Informatika dan Sistem Informasi Medika Kartika : Jurnal Kedokteran dan Kesehatan JATI (Jurnal Mahasiswa Teknik Informatika) JOURNAL OF INFORMATION SYSTEM RESEARCH (JOSH) Jurnal Infortech Jurnal Graha Pengabdian Jurnal Pengabdian kepada Masyarakat Nusantara Infotech: Jurnal Informatika & Teknologi Reputasi: Jurnal Rekayasa Perangkat Lunak Jurnal Saintekom : Sains, Teknologi, Komputer dan Manajemen JUSTIN (Jurnal Sistem dan Teknologi Informasi) Journal of Artificial Intelligence and Engineering Applications (JAIEA) Jurnal Komputer Teknologi Informasi Sistem Komputer (JUKTISI) JUSIFOR : Jurnal Sistem Informasi dan Informatika Ceddi Journal of Information System and Technology (JST) Jurnal Penelitian dan Pengabdian Masyarakat Jotika Jurnal Abdimas Maduma Journal of Entrepreneurship and Community Innovations Seshiski: Southeast Journal of Language and Literary Studies Secure And Knowledge-Intelligent Research in Cybersecurity And Multimedia (SAKIRA) Indonesian Community Service Journal of Computer Science (IndoComs) Jurnal Komputasi Jurnal Nasional Komputasi dan Teknologi Informasi
Ali Mustopa, Ali
Universitas Bina Sarana Informatika
Arts Humanities Automotive Engineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Dentistry Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Medicine & Pharmacology Social Sciences Veterinary Other

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Journal : telematika

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Convolutional Neural Networks for Classification of Lung Cancer Based on Histopathological Images Agustiani, Sarifah; Pribadi, Denny; Junaidi, Agus; Wildah, Siti Khotimatul; Mustopa, Ali; Arifin, Yoseph Tajul
Telematika Vol 16, No 2: August (2023)
Publisher : Universitas Amikom Purwokerto

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35671/telematika.v16i2.2356

Abstract

Lung cancer is one of the deadliest types of cancer characterized by the uncontrolled growth of cancer cells in the lung tissue due to the accumulation of carcinogens. Lung cancer ranks second in the most cases with 2.206 million new cases and ranks first in deaths. This lung cancer often does not cause symptoms in the early stages, because it only appears after the tumor is large enough or the cancer has spread to surrounding tissues or organs, so it is necessary to have early detests to prevent severity and determine follow-up treatment. This study aims to classify lung cancers using digital pathology images with data of 15000 images obtained from the LC25000 dataset containing 5,000 images for each class. The method used in this classification process uses convolutional neural networks (CNN) which is one of the implementations of Deep Learning used for digital image processing. Using this method, the doctor can diagnose and find out the type of lung cancer quickly without spending much time. Thus, the faster the prediction results received by the doctor / health expert, the faster the next action or handler will be, this study produces a fairly accurate accuracy value even though it uses a shallow CNN architecture because it only consists of 5 layers with 3 convolution layers and 2 fully connected layers, with the resulting accuracy value of 98.53%.
Co-Authors Abdul Hamid Abdul Latif Abdul Latif Abdul Latif Ade Hendini Adrianus Ixnasius Bedong Agung Baitul Hikmah Agung Baitul Hikmah Agung Sasongko Agus Junaidi Agustiani, Sarifah Ahmad Iklil Saifulloh Andi Saryoko Andriyan Dwi Putra Antonius Yadi Kuntoro Ari Cahyono Bayu Setiaji Deasy Purwaningtias Deasy Purwarningtias Dedi Jayanta, Ida Ketut Desyandri Desyandri Dewanto Yusuf Priyambodo DEWI RAHMAWATI Eri Bayu Pratama, Eri Bayu Fachrurozi, Ahmad Firmansyah, Herman firmansyah, Yoki Fitra Septia Nugraha Ganda Wijaya Ganda Wijaya, Ganda Hartono . Hendri Mahmud Nawawi Hendri Mahmud Nawawi Hermanto Hermanto Heryanto Kawisen Ikhsanda, Reza Insan, Siti Rahma JOKO DWI SANTOSO Khultsum, Umi Kukuh, Kukuh Kusnawi Kusnawi Lady Agustin Fitriana Laksono Trisnantoro Leo Kanda Prayoga Lilik Rita Lindayani Lisnawanty Lisnawanty Lukman Hakim M. Rangga Ramadhan Saelan Mahmud Nawawi, Hendri Maysaroh, Maysaroh Mochammad Abdul Azis Muhammad Fahmi Julianto Muhammad Iqbal Muhammad Iqbal Muhammad Nandi Buchari Muhammad Rezki Muhammad Rifqi Firdaus Muhammad Sony Maulana Mulyatun, Sri Mustika Dewi, Melany Namariq Maspupah Nanik Wuryani Nawawi, Hendri Mahmud Nuraeni Herlinawati Nuraini Sekarsih, Fitria Nurjannah Nurjannah Nurjannah Nurmalasari Nurmalasari Peronika Sari Pratiwi Retnaningdyah, Pratiwi Pribadi, Denny Pringgondani, Restu Purwaningtias, Deasy Putra Pratama Syahrival Rabiatus Saadah Rabiatus Sa’adah Rahmat Hidayat Raja Sabaruddin Rangga Sanjaya Ravi Manisha Reza Maulana Reza Maulana Risdiansyah, Deni Rizka Dahlia Rizky Ade Safitri Robial, Siti Muawanah Rusda Wajhillah, Rusda Sa'adah, Rabiatus Sekarsih, Fitria Nuraini Seniwati, Erni Setiawanto, Irwan Siti Khotimatul Wildah Sopiyan Dalis Sopiyan Dalis Steven Suhartono Suharyanto Suharyanto Suharyanto Supriatna, Agus Teofilus Tirta Jumata Tiara Maulida TONNY HIDAYAT Umi Khultsum Wadzifa Wadzifa Wahyu Nugraha Wahyutama Fitri Hidayat Windu Gata Windu Gata Yoki Firmansyah Yoseph Tajul Arifin Yudhistira Yudhistira