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Journal : Journal of Soft Computing Exploration

Breast tumor classification using adam and optuna model optimization based on CNN architecture Sari, Christy Atika; Rachmawanto, Eko Hari; Daniati, Erna; Setiawan, Fachruddin Ari; Hyperastuty, Agoes Santika; Mintorini, Ery
Journal of Soft Computing Exploration Vol. 5 No. 2 (2024): June 2024
Publisher : SHM Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52465/joscex.v5i2.373

Abstract

Breast cancer presents a significant challenge due to its complexity and the urgency of the intervention required to prevent metastasis and potential fatality. This article highlights the innovative application of Convolutional Neural Networks (CNN) in breast tumor classification, marking substantial progress in the field. The key to this advancement is the collaboration among medical professionals, scientists, and artificial intelligence experts, which maximizes the potential of technology. The research involved three phases of training with varying proportions of training data. The first training phase achieved the highest accuracy rate of 99.72%, with an average accuracy of 99.05% in all three phases. Metrics such as precision, recall, and F1 score were also highly satisfactory, underscoring the model's efficacy in accurately classifying breast tumors. Future research aims to develop more complex and precise predictive models by incorporating larger and more representative datasets. This progression promises to improve understanding, prevention, and management of breast cancer, offering hope for significant advances in 2024 and beyond.
Co-Authors Abadi, Ahmad Fajar Abadi, Kevin Risky Abimanyu, Dimas Abu Tholib Achmad, Ridho Adam, Rizal Syihab Saputra Afrinza, Laurenhia Salsabella Afrizal Ahmad Bayu P Agata, Cristina Juwita Agustama, Andri Tri Agustin, Enggar Rahma Agustin, Rizma Aidina Ristyawan Aidina Ristyawan, Aidina Aji Prasetya Wibawa Akbar, Muhammad Farizal Akmal Hisyam Pradhana Alamsyah, M Alfianto Alfarisi, Adam Risqi Ali Imron Aliyyah Fitri Nur'aini Alja, Farhan Maulana Amarya, Theo Krisna Amelia Nur Fadhila Ameliya, Putri Amri, Khoiri Aditya Anas, Yulva Irfan Andy G, Asye Candra Anita Sari Wardani ANUARIDLO, Mochamad Aldi Yusuf Anusua Ghosh, Anusua Ardiansyah , Bima Ardyansyah, Fikri Arie Nugroho, Arie Arie, Theo Yan ARMYANTO, JODI Arti Romansa, Shasya Aryadi, Dicky Aulia, Ewanda Herdika Septa Aulia, Nurun Nihayatur Rifqiyah Azis, Mochamad Abdul Azzahra, Salsabila Dini Azzahro, Zia Ulhaq Bachti, Achmad Syauqi Bastian Dwiki Prasetyo Bilbina, Arinda Sekar Christy Atika Sari Cintiana Adisti, Talita Dewanti, Suci Dewi, Candrika Arlita Diah Kurniawati, Virginia Dwi Hariani Dwi Harini Dwi Harini Dzatama, Krisna Fahrizal Efendi, Moh. Hasan Eka Fauziah Eko Hari Rachmawanto Ery Mintorini Fadhila, Amelia Nur Fadli Hidayat, M Noer Fadli Hidayat, M. Noer Faisal, Mohammad Farhan Gagat Retnanto Faruq, Umar Al Faruqziddan, Muhammad Fatayasya, Ikhfal fatmawati, Anita Fauzi, Mohammad Ainun Naja Felmidi, Ferdian Ahmat Ferdiansyah, Rayhan Firlian, Rina Firmansyah, Achmad Ali Fitriono, Deri Hastari Utama Herdika Septa Aulia, Ewanda Huda, Miftaqul Hyperastuty, Agoes Santika Ilahi, Ferlita Putri Anugerah Intan Aprilia Rahman Irfa’udin, Muhammad Islami, Bifadhlillah Marsheila Jauhar, Moh. Iqbal Iqza Juniati, Wiwik Kamilatutsaniya, Nila Khalid, Muhammad Iqbal Laila, Anis Faizul Latifah, Umul Leonel Hernandez, Leonel Lestari, Afifah Kurnia Lukman, Muhammad Abi Maemunah, Mei Maha Shelin Sahira Masruro, Ahlihi Moh Kusen Mufid, Muhammad Fauzan Aditiya MUHAMMAD FAHMI Muhammad Fikri Pratama Muhammad Imron Amrulloh Muhammad Najibulloh Muzaki Mustofa, Mohammad Annan Makruf Mutia, Sherla Dian Muzaki, Muhammad Reza Nafalski, Andrew Nanda, Thoyib Fernanda Ningrum, Dea Yuliana Ayu Nngrum, Dea Yuliana Ayu Nugroho , Arie Nugroho, Andhi Gunawan Nugroho, Arie Nur Alamsyah, Nur Nurfajriana, Intan Melinda Nurlailli, Mediana Oka Satria, Yongki Dyno Penengah, Pita Permadani, Trisna Wahyu Intan Pradhana, Akmal Hisyam Pramudya, Yoga Reksa Prasetya, Dika Adi Pratama, Ady Yoga Pratama, Irwanto Pratama, Wildan Septian Prayitna, Jovan Putra Prayogi, Anindita Puspa Ayu Priyanto, Evania Putra, Regi Candra Purnama Putri Wahyuni, Hesti Putri, Fitria Dessela Putri, Thisya Aisyah Putriani, Dewi Ramadhan, Erlangga Fajar Ratih Kumalasari Niswatin Respati, Aditya Arya Resty Wulanningrum Rina Firliana Rini Indriati Rini Indriati Rino Adi Kurniawan Ristiyawan, Aidina Ristyawan , Aidina Rizki Wahyu Nugroho Rizqulloh, Naufal Rosyidah Jayanti Vijaya, Rosyidah Jayanti rozikin, Moh.khoirur Sahira, Maha Shelin Sakin, Kharisma Santoso, Heru Teguh Saputra, M. Abdilah Saputri, Cindy Avitaselly Bambang Sari Wardani, Anita Sasongko, Muhammad Zuhdi Setiawan, Fachruddin Ari Setiawan, Galang Setiawan, Heris Setiawan, Moch. Andri Shella, Shella Ayu Shofyana, Altha Inas Sri Ngudi Wahyuni, Sri Ngudi Sucipto Sucipto sugandhi sugandhi saputra Sulistyowati, Intan Supri yono Supri Yono, Supri Syafa’at, Achmadhin Tristan Syahputra, Firdita Rizky Syahrul S, Ditto Teguh Andriyanto Teguh Andriyanto Teguh Andriyanto, Teguh Theo Krisna Amarya Tiara, Sherly Dian UBAIDILAH, M. DIMAS Utama, Hastari Varuq, M Nizar Bahri Al Wahiid, Hermawan Nur Wahyu Sakti Gunawan Irianto Wardana, Aldestra Bagas Wardani , Anita Sari Wardani, Anita Sari Wardani, Saylendra Arga Wardhani, Aurel Fransisca Kusuma Wibisono, Angga Wijayanto, Ardhi Feisal Wiranata, Hadi Wulandari, Putri Widya Ayu Septi Wulandari, Rindi Febri Yustiar, Muhammad Hafiz Yuszril Herdianzah Yuszril Zuhriya, Tasbi Khatuz