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All Journal IAES International Journal of Artificial Intelligence (IJ-AI) Paradigma : Journal of Science, Religion and Culture Studies BULETIN OSEANOGRAFI MARINA PRISMA FISIKA Jurnal Sains dan Teknologi Islam Futura Journal of Educational Science and Technology JURNAL NASIONAL TEKNIK ELEKTRO Indonesia Chimica Acta SAINTIFIK@ : Jurnal Pendidikan MIPA Jurnal ELTIKOM : Jurnal Teknik Elektro, Teknologi Informasi dan Komputer JTT (Jurnal Teknologi Terpadu) Jurnal Ilmiah Peuradeun Jurnal Laut Khatulistiwa Sebatik Chemistry Indonesian Journal of Chemical Research JURNAL PENDIDIKAN TAMBUSAI JIKAP PGSD: Jurnal Ilmiah Ilmu Kependidikan Journal of Electronics, Electromedical Engineering, and Medical Informatics Jurnal Mekanova : Mekanikal, Inovasi dan Teknologi JURNAL ILMIAH OBSGIN : Jurnal Ilmiah Ilmu Kebidanan & Kandungan Jambura Journal of Electrical and Electronics Engineering Jurnal Pengabdian Masyarakat Sains Indonesia (Indonesian Journal Of Science Community Services) Bada'a: Jurnal Ilmiah Pendidikan Dasar Abdimas Toddopuli: Jurnal Pengabdian Pada Masyarakat Jurnal Teknik Elektro dan Komputasi (ELKOM) Jurnal Mnemonic JATI (Jurnal Mahasiswa Teknik Informatika) Jurnal Ilmiah Profesi Pendidikan Buletin KKN Pendidikan Budapest International Research and Critics Institute-Journal (BIRCI-Journal): Humanities and Social Sciences Jurnal Teknik Informatika (JUTIF) Community Empowerment jurnal dikdas bantara Journal of Applied Data Sciences PENGABDI: Jurnal Hasil Pengabdian Masyarakat Jurnal Dedikasi Bisnis Net : Jurnal Ekonomi dan Bisnis Arsitekno Journal of Community Development MUSHAF: Jurnal Tafsir Berwawasan Keindonesiaan LEARNING : Jurnal Inovasi Penelitian Pendidikan dan Pembelajaran Journal Peqguruang: Conference Series Al-Ashr : Jurnal Pendidikan dan Pembelajaran Dasar Share: Jurnal Ekonomi dan Keuangan Islam Jurnal Pendidikan dan Pembelajaran Sekolah Dasar (JPPSD) COVIT JITU (Jurnal Ilmiah Teknik Unida) Volksgeist: Jurnal Ilmu Hukum dan Konstitusi Jurnal Pendidikan Dasar dan Sosial Humaniora International Journal of Hydrological and Environmental for Sustainability Seminar Nasional Pengabdian Kepada Masyarakat Jurnal Pengabdian Mandiri JOMPA ABDI: Jurnal Pengabdian Masyarakat Journal of Agriculture (JoA) Global Journal Basic Education Jurnal Riset Agama Jurnal Bangun Abdimas Sambulugana Internet of Things and Artificial Intelligence Journal Jurnal Semiotika-Q: Kajian Ilmu al-Quran dan Tafsir Literasi: Jurnal Pengabdian Masyarakat dan Inovasi Economics and Business Journal JUQUTS Innovative: Journal Of Social Science Research Journal of Vocational Instruction Riset Informasi Kesehatan Jurnal Pengabdian Harapan Ibu (JPHI) Jurnal Ilmiah Mahasiswa Arsitektur dan Perencanaan Jurnal Pendidikan Kimia Unkhair (JPKU) JIM: Jurnal Ilmiah Mahasiswa Pendidikan Sejarah Riwayat: Educational Journal of History and Humanities Jurnal Cendekia Mengabdi Berinovasi dan Berkarya Aceh Journal of Electrical Engineering and Technology Infolitika Journal of Data Science Jurnal Keguruan dan Ilmu Pendidikan (JKIP) RESPON Jurnal Ilmiah Mahasiswa Ilmu Komunikasi Al-Balad : Jurnal Hukum Tata Negara dan Politik Islam Oseanologia AGROTEKBIS: Jurnal Ilmu Pertanian PROSIDING SEMINAR NASIONAL DAN INTERNASIONAL HIMPUNAN SARJANA-KESUSASTRAAN INDONESIA Al Iidara Balad : Jurnal Administrasi Negara JIMMI: Jurnal Ilmiah Mahasiswa Multidisiplin Macca: Science-Edu Journal Interaksi : Jurnal Pengabdian Kepada Masyarakat Indonesian Journal of Electronics, Electromedical Engineering, and Medical Informatics Jurnal RAUT Senarai: Journal of Islamic Heritage and Civilization J-CEKI Ulil Albab JILS (Journal of Indonesian Legal Studies)
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Journal : Journal of Electronics, Electromedical Engineering, and Medical Informatics

Application Of SMOTE To Address Class Imbalance In Diabetes Disease Classification Utilizing C5.0, Random Forest, And SVM M. Khairul Rezki; Mazdadi, Muhammad Itqan; Indriani, Fatma; Muliadi, Muliadi; Saragih, Triando Hamonangan; Athavale, Vijay Annant
Journal of Electronics, Electromedical Engineering, and Medical Informatics Vol 6 No 4 (2024): October
Publisher : Department of Electromedical Engineering, POLTEKKES KEMENKES SURABAYA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35882/jeeemi.v6i4.434

Abstract

The implementation of SMOTE to tackle class imbalance in classification frequently results in suboptimal outcomes, owing to the intricacy of the dataset and the multitude of attributes at play. Consequently, alternative classification models were explored through experimentation to gauge their precision. This research aims to compare the precision of C5.0, Random Forest, and SVM classification models both with and without SMOTE. The methodology encompasses dataset selection, an overview of classification algorithms (C5.0, Random Forest, SVM), SMOTE technique, validation via split validation, preprocessing involving min-max normalization, and execution evaluation utilizing confusion matrices and AUC analysis. The dataset was sourced by Kaggle, specifically to rectify class imbalance in a diabetes dataset using SMOTE, consisting of 768 instances, with 268 samples for diabetic cases and 500 samples for non-diabetic cases. Prior to SMOTE application, the classification precision for C5.0, Random Forest, and SVM were 0.714, 0.733, and 0.746 respectively, with corresponding AUC values of 0.745, 0.824, and 0.799. Post-SMOTE, the precision depicts for the same techniques were 0.603, 0.727, and 0.727, with AUC values of 0.734, 0.831, and 0.794 respectively. It can be inferred that there's minimal impact post-SMOTE across the three classification models due to potential overfitting on the dataset, leading to excessive reliance on synthesized data for minority classes, resulting in diminished model execution, precision, and AUC scores.
Classification of Lung Disease in X-Ray Images Using Gray Level Co-Occurrence Matrix Method and Convolutional Neural Network Nurcahyati, Ica; Saragih, Triando Hamonangan; Farmadi, Andi; Kartini, Dwi; Muliadi, Muliadi
Journal of Electronics, Electromedical Engineering, and Medical Informatics Vol 6 No 4 (2024): October
Publisher : Department of Electromedical Engineering, POLTEKKES KEMENKES SURABAYA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35882/jeeemi.v6i4.457

Abstract

The lungs are a very important part of the human body, as they serve as a place for oxygen exchange. They have a very complex task and are susceptible to damage from the polluted air we breathe every day, which can lead to various diseases. Lung disease is a very common health problem that can be found in everyone, but there are still many people who do not pay attention to their lung health, making them vulnerable to lung disease. One of the methods used to detect lung disorders is by examining images obtained from X-rays. Image processing is one of the techniques that can also be used for lung disease identification and is most commonly used in medical images. Therefore, the purpose of this research is to implement image processing to determine the accuracy of lung disease identification using deep learning algorithms and the application of feature extraction. In this research, there are two experiments conducted consisting of the application of the classification method, namely Convolutional Neural Network and Gray Level Co-Occurrence Matrix feature extraction with CNN. The results show that the CNN model gets a precision of 0.92, recall of 0.92, f1-score of 0.92, and average accuracy of 0.92. The combination of the GLCM method with CNN produces a precision of 0.87, recall of 0.87, f1-score of 0.87, and average accuracy of 0.87. The results of this study indicate that the use of CNN in the lung disease classification model based on X-ray images is superior to the GLCM-CNN method.
Implementation of Extreme Learning Machine Method with Particle Swarm Optimization to Classify of Chronic Kidney Disease Muhammad Mursyidan Amini; Mazdadi, Muhammad Itqan; Muliadi, Muliadi; Faisal, Mohammad Reza; Saragih, Triando Hamonangan
Journal of Electronics, Electromedical Engineering, and Medical Informatics Vol 6 No 4 (2024): October
Publisher : Department of Electromedical Engineering, POLTEKKES KEMENKES SURABAYA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35882/jeeemi.v6i4.561

Abstract

Kidney Disease (CKD) appears as a pathological condition due to infection of the kidneys and blockages due to the formation of kidney stones. In the Indonesian context, kidney disease is the second most common disease after heart disease based on BPJS Health data. Notably, in this scenario, medical practitioners and individuals with specialized knowledge in the field are still faced with challenges in effectively classifying CKD cases, thereby making them vulnerable to erroneous diagnostic conclusions. The main objective underlying this particular research effort revolves around increasing the level of accuracy that characterizes the CKD classification process by orchestrating the incorporation of Particle Swarm Optimization (PSO) techniques into the operational framework of Extreme Learning Machines (ELM) with the aim of ensuring optimal results. Configuration of input weights and critical biases to achieve superior diagnostic results. The results obtained from the investigation process include many numerical parameters including but not limited to determining the ideal number of hidden nodes set at 11, population size 80, identification of the most preferred number of iterations denoted by the Best value of 20, aggregate inertia weight assessed at 0.5, along with the constants 1 (c1) and 2 (c2) each registering a value of 1, culminating in the achievement of an accuracy metric pegged at an impressive level of 98.50%. Consequently, the implications obtained from this empirical investigation strengthen the assertion that the use of PSO optimization strategies within the operational framework of ELM has the potential to yield major advances in the classification evaluation domain related to CKD diagnosis.
Co-Authors . Apriansyah .B, Sunarti A, Abd Kadir A. Kushadiwijayanto, Arie A.Nurrahman, Yusuf Abbas Baco Miro Abd, Misswar Abd. Kadir Abdal, Nurul Mukhlisah Abdilah, Muhammad Fariz Fata Abdul Aziz Abdul Hafid Abdul Majid Abdurahman Abdurrahman Abdurahman, Uray Muchlis Ade Irawan, Muhammad Adelia Liemansyaputri , Maudy Adha, Zuhra Adiba, Fhatiah affrian, reno Afrin, Rezuana Agus Fardesi Agus Perdana Windarto Agus Salim Agus Wahyudi Agustina, Sella Ahdan, Ahdan Ahmad Ahmad Ahmad Muchsin Jayali Ahmad Srinaldi Ahmad Watsiq Maula Ahmed, Ahmed Aida Silfia Aiman Abu Khair Ainun Mardiah Al Ghifari, Faishal Alamudin, Muhammad Faiq Alfany, Chalida Alfiati, Helmi Alkhairi, Putrama Almas, Almas Alyah, Nurul Amelia, Rezi Amin, Kasma F. Amin, Nurtaqwa Amir Machmud, Amir Amna, Nurlaila Amran, Muhammad Amrina Yusra Andi Farmadi Andi Ihwan Andriani, Cut Yessi Annisa Annisa Annisa, Dira Ayu Anshari, Muhammad Ridha Anton Widyanto Aprilia, Nuraqila Apriliansyah, Feby Arafat, Pratitou Arianto Arianto Arief Setya Budi Arif Saputra, Arif Arista, Alfina Dian Arpandi, Arpandi Ashari, Hilda Asio Asio, Asio Asni Asni Asyadi, Teuku Murisal Athavale, Vijay Anant Athavale, Vijay Annant Aulia Nanda, Hafidz Aulia, Ivan Awalia , Reski Awaluddin Muin, Awaluddin Ayuni, Nurul Alifa Azkar, Nurul Azmi, Pendi Nurul Badarudin Bahaking Rama Bara, Unsi Andal Basimin, Mudzuna Quraisyah Baturante, Nur Jannah Bayu Rangga Julian Berlin, Wisnu Sanjaya Bukhari Bukhari Busro, B. Caesary MP , Nurfadillah Cahya Wulandari Cecep Edi Hidayat Cendana, Adji Saputra Choiriyah Widyasari Cut Daili Dahlawy, Arriz Daili, Cut Dede Puspa Pujia Dedi Iskandar DH, Satriani Dimas Chaerul Ekty Saputra Djalal Fuadi Dwi Kartini, Dwi Dwi Wulan Sari Dyah. P, RR. Ratnasari Ediwan, Ediwan Edy Sofyan, Edy Eka Prasetia Hati Baculu, Eka Prasetia Erwina Erwina, Erwina Eva, Theresia F. Amin, Kasma Fadillah, M. Surya Fahrezy, Irgy Ahmad Fahrul Rozi Farid Husni Husni Fatiha , Nurul Fatma Indriani Fauzi Fauzi Febrianti, Sri Fiansi, Fiansi Firdaus Firdaus Firdayanti, Firdayanti Firmansyah, Aidil Firwan Moesnadi Fitri S Kasim Fitriani S.B Friska Abadi Fuad Ansyari*, Ahmad Gazi, Sydur Rahman Gunawan, Khairol Guntara, Erda Hadawiah, Hadawiah Hadi, Rizal Hafid, Abd Hafsyaridewi, Hafsyaridewi Hakkun Elmunsyah Halimah Halimah Hanapi, Hariani Haritani, Hartini Haritani - Harun Joko Prayitno Hearnisa, Hearnisa Helena, Shifa Herteno, Rudy Hidayah, M. Fariq Hizir Sofyan Husaini Ibrahim, Muh. Rayes Idawati, Nora Idham Halid Idul Adnan Ikha Safitri Irfana Diah Faryuni Irfandi Irfandi, Irfandi Irwan Budiman Irwan Nurdiansyah, Sy. ISLAMIYAH, NUR Isnandar Isrori, Indah Nahdiat Jamal Aswijar Joko Sampurno Jumadi Mabe Parenreng Jumarang, Muh Ishak Junaidi Kamal, Saiful Kasmawan Khairul, Moh Kholik Prasojo Khotimah, Yulia Azmi Khulaikah, Asnah Zul Komara, Osfir Candikia Rara Kruba, Rumaisa Kurniawan, Moh Rizky Kushadiwijayanto, Arie Antasari Kushadiwiojayanto, Arie Antasari La Ode Reskiaddin Landu, Anti Latifa, Latifa Lestari, Putri Riya Lia, Resky Amalia Liestianty, Deasy Linasari, Linasari M. Khairul Rezki Mahalla, Mahalla Mahalla, Mahalla Mahmuddin Marbun Maimun Maimun Maisa Maisa, Maisa Majid , Abd Majid, Abd. Mardalena, Selvi Mardiana Mardiana Marlinda Marlinda Martunis - Marwan, T Masdar Djamaluddin Masrukhi Masrukhi MAULA, PUTRINDA INAYATUL Maulana, Agung Lan Maulana, Riyan Mawaddah, Siti Afifah Md. Hossain Khan, Abu Abdulla Al-Mamun Miharja, Muhammad Hidayat Jaya Minsas, Sukal Mirna Mirna Mislaini Mislaini Mohammad Irfan Farraz Haecal Muh. Ishak Jumarang Muhammad Amin Muhammad Arif Muhammad Fauzi Muhammad Idris Muhammad Ilham Muhammad Itqan Mazdadi Muhammad Mursyidan Amini Muhammad Raudhi Azmi Muhammad Reza Faisal, Muhammad Reza Muhammad Riza Pahlevi Muhammad Zuhdi Muhardi Muhardi Muhardi Mujahidah Mujahidah Mujibul Ikhsan Mulkan, Andi Mulyadi Mulyadi Munandar, Tri Imam Musldalifah, Andi Muslimin, Abdul Azis Mustafa, Linda Kurnia Muttaqin Mustari , Andi Muzdalifa, Eccy Sitti N. Nazaruddin Nasruddin Nasruddin Nazaruddin, Nazaruddin Nur Afnih, Dwi Nuraini - - nuramalia, Tri Nurcahyati, Ica Nurdiansyah Nurdiansyah Nurdiansyah, Syarif Irwan Nurfadillah Nurfadillah Nurfatimah Sugrah Nurhalizah, Siti Nurinsan , Muh. Rifky NURLIANA NURLIANA Nurmawaddah , Nurmawaddah Nurmiani, Nurmiani Nurul Fuadi Nurul Islam Nuzulul, Ririn Chintia Padlurrahman, Padlurrahman Perdana, Radhitya Perdhana, Radhitya Pratama, Farhan Pratiwi, Elok Surya Pratiwi, Nabella Dwi Prayitno, Dwi Imam prayoga, Akbar Pristi, Eka Destriyanto Purnomowati, RR Ratnasari Dyah Putra, Andi Asril Mandala Putri, Adelia Kurnia Putri, Andini Aurelia Putri, Ulayya Radityo Adi Nugroho Rahim, Rahim Rahman , Abdul Rahmat Rahmat Rahmi Dewanti Palangkey Rajai, Afdhalul Ramadansyah, Agung Ramadeska, Siti Ramadhan, Aldy Ramadhan, Maidy Ramadhan, Rafsanjani Rasmi Rasmi, Rasmi Reca Reca Reskika, Sari Rezki Pratama Putra , Andi Riana Nurmalasari Ribuan, Ribuan Ridwan Arifin Ridwan, M. Arif Rifai, Riski Thamrin G. Riska, Muhammad Risko, Risko Risnayanti, Risnayanti Riza Adriat Rizal, Agus Rizki Afriadi Rohmah, Nanda Dwi Rohman Rohman Rohman, Hizqil Fadl Rosmalah Rosmalah, Rosmalah Rozaq, Hasri Akbar Awal Rukayah Rukayah Rukhayati, Rukhayati Ruslan Ruslan Rusliana, Iu S.J Sofiana, Mega Sabir, Achmad Safa, Nur Safitri, Desti Suci Sahdan, Putri Said, Rusli Saleh, Ramlah Salsabila Nurul Imam, Jahira Salsabila, Anisa Samsuria, Samsuria Saputra, Irka Saragih, Triando Hamonangan Sasmita, Novi Reandy Satriani Dh, Satriani Dh Satriani Satriani Sel, Selvi Shamim Al Mamun, Shamim Al Siti Suwadah Rimang, Siti Suwadah Sitti Jauhar Sitti Jauhar, Sitti Solikhun Solikhun, Solikhun Suara, M. Teguh Jaka Satya Samudra Jati Subhan Subhan Sudarto Sudarto Sudirman Sudirman Sudirman Sudirman, Sudriman Suhartono Sujarwan, Fahrul Sukarsih Sukarsih, Sukarsih Sulistina, Sulistina surayah, surayah Syaadah, Himatus Syahrial Ayub, Syahrial syamsidar syamsidar Syamsuddin Syamsuddin Syamsul Hadi Syarafina, Risky Haezah Syukri Syukri Syukri Syukri Syukri Syukri Syukri Tasya Putri Nurhayat Taufiq, Wildan Taufiq, Wildan Tazkiyatunnafs Elhawwa Teuku Mahmuda Rahmat Rezki Teuku Multazam Teuku Rizky Noviandy Teuku Sufriadi Ramadhani Teuku Zulfadli Thaha, Abd Rahim Tonengan, Margaretha Trisnadi, Yogi Septia Ulpa, Mirnawati Ulya, Azizatul Usman, Harlina Utami, Reksi Wahyuni , Maya Sari Warsidah, Warsidah Widiantoro, Aldy Wiguna , Anggri Sartika Windiahsari, Windiahsari Wulandari, elysa Yahya Yahya Yanny, Yanny Yarmaliza YILDIZ, Oktay Yoga Satria Putra Yuris Sutanto Yusuf Arief Nurrahman Zahirah, Putri Zahriah, Zahriah Zelfia Zulfian Zulfian Zulfikri Zulfikri, Zulfikri `B Aritonang, Anthoni