Obstetrics and Gynecology, Maternity and Midwifery, Complementary and Manual Therapy, Pediatrics
1
Scopus Publications
281
Scholar Citations
8
Scholar h-index
7
Scholar i10-index
Scopus Publications
Design of ensemble classifier model based on mlp neural network for breast cancer diagnosis Amin Rezaeipanah, Rahmad Syah, Siswi Wulandari, A Arbansyah Inteligencia Artificial, 2021 Nowadays, breast cancer is one of the leading causes of death women in the worldwide. If breast cancer is detected at the beginning stage, it can ensure long-term survival. Numerous methods have been proposed for the early prediction of this cancer, however, efforts are still ongoing given the importance of the problem. Artificial Neural Networks (ANN) have been established as some of the most dominant machine learning algorithms, where they are very popular for prediction and classification work. In this paper, an Intelligent Ensemble Classification method based on Multi-Layer Perceptron neural network (IEC-MLP) is proposed for breast cancer diagnosis. The proposed method is split into two stages, parameters optimization and ensemble classification. In the first stage, the MLP Neural Network (MLP-NN) parameters, including optimal features, hidden layers, hidden nodes and weights, are optimized with an Evolutionary Algorithm (EA) for maximize the classification accuracy. In the second stage, an ensemble classification algorithm of MLP-NN is applied to classify the patient with optimized parameters. Our proposed IEC-MLP method which can not only help to reduce the complexity of MLP-NN and effectively selection the optimal feature subset, but it can also obtain the minimum misclassification cost. The classification results were evaluated using the IEC-MLP for different breast cancer datasets and the prediction results obtained were very promising (98.74% accuracy on the WBCD dataset). Meanwhile, the proposed method outperforms the GAANN and CAFS algorithms and other state-of-the-art classifiers. In addition, IEC-MLP could also be applied to other cancer diagnosis.
RECENT SCHOLAR PUBLICATIONS
EFFECT OF PURPLE SWEET POTATO FIBER INTAKE ON BOWEL HABIT IMPROVEMENT IN PRESCHOOL CHILDREN S Wulandari, BM Utomo Journal for Quality in Women's Health 9 (1), 12-22 , 2026 2026
MAPPING DETERMINANTS OF COMPLIANCE WITH PARTOGRAPH DOCUMENTATION AND AMTSL IMPLEMENTATION IN CHILDBIRTH SERVICES S Aminah, F Laili, D Lutfiasari, S Wulandari Journal for Quality in Women's Health 9 (1), 23-35 , 2026 2026
EDUKASI PENCEGAHAN PREEKLAMASIA BERBASIS KELUARGA: KENALI TANDA BAHAYA DAN KEPATUHAN ANC DI KELAS IBU HAMIL S Wulandari, BM Utomo OPTIMAL: Jurnal Pengabdian Kepada Masyarakat Bidang Ilmu Kebidanan , 2026 2026
Edukasi Dan Praktik Gosok Gigi Untuk Anak Usia Prasekolah di TK Nidzamyah Kota Kediri S Wulandari, K Rofiah, MP Ardela, ME Fitriasnani, AN Nikmah BERNAS: Jurnal Pengabdian Kepada Masyarakat 7 (1), 361-368 , 2026 2026
Pengaruh pemberian sari kacang hijau terhadap perubahan kadar hemoglobin pada remaja putri dengan anemia K Rofiah, BS Nirwana, AN Nikmah, D Lutfiasari, S Wulandari Holistik Jurnal Kesehatan 19 (9), 2882-2888 , 2025 2025
The Relationship Between the Completeness of Medical Records and the Quality of Patient Care in Health Centers S Wulandari, BM Utomo, AT Arlik, M Sholihah, P Andriyani Research and Evidence on Knowledge in Administration and Management—Medical … , 2025 2025
Assessing the Quality Gap in Medical Record Data between Underdeveloped and Non-Underdeveloped Regions based on National Health Reporting Quality Indicators BM Utomo, S Wulandari, A Sukma, MY Dobhe, CA Galla Research and Evidence on Knowledge in Administration and Management—Medical … , 2025 2025
Implementasi Program Edukasi dan Latihan Yoga Prenatal untuk Meningkatkan Kesejahteraan Ibu Hamil Trimester II dan III di Kota Kediri Tahun 2025 S Wulandari, BM Utomo, IT Wahyuni, S Aminah Jurnal Pengabdian Masyarakat Kesehatan 2 (1) , 2025 2025
Edukasi dan Pemberian Jus Tomat dan Stroberi sebagai Upaya Pencegahan Anemia pada Ibu Hamil Trimester Ketiga S Wulandari, R Faraswati, FD Afriliana Jurnal Relawan dan Pengabdian Masyarakat REDI 3 (1), 1-7 , 2025 2025
PENINGKATAN PENGETAHUAN EDUKASI CORRECT BREASTFEEDING TECHNIQUES PADA IBU PRIMIPARA DENGAN MEDIA AUDIOVISUAL IT Wahyuni, S Wulandari, AN Nikmah BERNAS: Jurnal Pengabdian Kepada Masyarakat 6 (3), 2026-2031 , 2025 2025
Deteksi Dini Neurophati Pada Lansia di Komunitas ED Ramayanti, S Wulandari, S Susmiati BERNAS: Jurnal Pengabdian Kepada Masyarakat 6 (3), 1910-1918 , 2025 2025
Optimalisasi Perkembangan Anak Pra-Sekolah Melalui Metode Finger Painting ASRM Nggiri, TG Dewi, S Wulandari, AN Widhi Jurnal Relawan dan Pengabdian Masyarakat REDI 2 (3), 36-40 , 2025 2025
PURPLE SWEET POTATO SUPPLEMENTATION: A COMMUNITY-BASED STRATEGY TO IMPROVE TODDLER WEIGHT S Wulandari, R Faraswati, RSN Rahmawati, BM Utomo Proceedings OPTIMAL , 2025 2025
Measuring the Meaning of More Protection for Victims of Sexual Violence with Disabilities: A Comparative Study of Indonesian and Mexican Regulations FN Wulandari, R Ragsanjani, A Oktafadilla, AA Nurfadilah, UTL Basyar, ... Disable: Law Review 1 (1), 1-18 , 2025 2025 Citations: 5
Optimalisasi Edukasi Skrining HIV Pada Ibu Hamil Dengan Media Video S Wulandari, EY Viridula, WT Purnani BERNAS: Jurnal Pengabdian Kepada Masyarakat 6 (2), 1321-1326 , 2025 2025 Citations: 1
Peran remaja dalam mengurangi risiko penyakit tidak menular melalui kebiasaan sehat di sekolah LWN Nadya, V Yulinda, SN Mose, S Wulandari, BM Utomo Jurnal Igakerta 2 (1), 8-14 , 2025 2025 Citations: 7
Efficiency of Fornas Drug Procurement via E-Catalogue: Comparative Analysis of Price and Stock Availability Before and After Mandate S Wulandari, BM Utomo Journal of Health Service Administration and Hospital Management 1 (1), 32-44 , 2025 2025
The Effectiveness of PMTCT Education in Increasing Pregnant Mothers' Knowledge on HIV/AIDS Prevention for Their Babies S Wulandari, BM Utomo Professional Evidence-based Research and Advances in Wellness and Treatment … , 2025 2025 Citations: 2
NUTRISI CINTA: BAGAIMANA BUAH NAGA MERAH MEMBANTU CALON PENGANTIN WANITA MENGHADAPI ANEMIA SST Siswi Wulandari, S Weni Tri Purnani Nuansa Fajar Cemerlang , 2025 2025
Screening Pemeriksaan Kesehatan Neurosirkulasi Pada Lansia Dengan Riwayat Demensia di Kelurahan Bujel Kota Kediri ED Ramayanti, S Wulandari, S Susmiati BERNAS: Jurnal Pengabdian Kepada Masyarakat 6 (1), 335-340 , 2025 2025
MOST CITED SCHOLAR PUBLICATIONS
Pengaruh Pemberian Air Rebusan Daun Mint Terhadap Frekuensi Emesis Pada Ibu Hamil Trimester I S Wulandari Jurnal kebidanan kestra (jkk) 3 (1), 61-66 , 2020 2020 Citations: 27
Design of Ensemble Classifier Model Based on MLP Neural Network For Breast Cancer Diagnosis AR Rahmad Syah, Siswi Wulandari, Arbansyah Inteligencia Artificial 24 (67), 147-156 , 2021 2021 Citations: 25
Analisis Hubungan Kecemasan Ibu Hamil Dengan Kesiapan Menghadapi Persalinan Di Masa Pandemi Covid-19 Di Kota Palembang S Wulandari, RJ Sitorus, P Noviadi Jambi Medical Journal: Jurnal Kedokteran dan Kesehatan 9 (3), 324-332 , 2021 2021 Citations: 19
The Effect of Consumption Dark Chocolate Against Primary Dismenore Pain for Girls Teenager at Kediri 5 High School S Wulandari, FD Afriliana Indian Journal of Medical Specialities 4 (2), 17-24 , 2017 2017 Citations: 17
Adaptasi Anatomi Dan Fisiologi Dalam Kehamilan, Kelahiran Dan Persalinan YT Purba, S Wulandari, E Silvia, ECG Andani, R Fatriani, CS Ferdina, ... Get Press Indonesia , 2023 2023 Citations: 15
Hubungan antara Jarak dan Status Gizi dengan Kejadian Pre Eklamsi pada Ibu Hamil di RS Aura Syifa Kediri: The relationship between distance and nutritional status with the … S Wulandari Jurnal Kebidanan Midwiferia 2 (1), 11-20 , 2016 2016 Citations: 15
Pengetahuan, Sikap dan Perilaku Pencegahan Infeksi Menular Seksual pada Ibu Rumah Tangga S Wulandari, BM Utomo, K Meireza, PR Safika Jurnal Bidan Pintar 2 (1), 227-238 , 2021 2021 Citations: 10
Comparation of Effectivity From Consumption Tomato Juice and Strawberry Juiceagainst Level of Haemoglobin in Third Trimester of Pregnant Woman S Wulandari, N Amlia Dewi, F Dwi Afriliana, R Faraswati Int J Med Res Pharm Sci 4 (1), 42-54 , 2017 2017 Citations: 8
Ajunnisa.(2016) The Effect OfConsumption Strawbeery JuiceAgainst Level OfHaemoglobin In ThirdTrimester Of Pregnant S Wulandari International Journal of Medical Research and Pharmaceutial Sciences 3, 76-82 , 2016 2016 Citations: 8
Peran remaja dalam mengurangi risiko penyakit tidak menular melalui kebiasaan sehat di sekolah LWN Nadya, V Yulinda, SN Mose, S Wulandari, BM Utomo Jurnal Igakerta 2 (1), 8-14 , 2025 2025 Citations: 7
Effectiveness of Preoperating Teaching with Anxiety Levels in Preoperating Sectio Caesarea Patients S Wulandari, EY Viridula, WT Purnani, V Yulinda Journal for Quality in Public Health 6 (2), 352-364 , 2023 2023 Citations: 7
Analisa Faktor Psikososial Ibu Dengan Kejadian Post Partum Blues S Wulandari, BM Utomo, F Laili, K Novita, R Sucma Jurnal Ilmu Keperawatan dan Kebidanan 14 (1), 148-153 , 2023 2023 Citations: 7
Epidemiologi Kesehatan Reproduksi DR Lubis Get Press Indonesia , 2023 2023 Citations: 7
Edukasi Tentang Obat Herbal (Untuk Demam) Berdasar Formularium Ramuan Obat Tradisional Indonesia (Froti) S Wulandari, AN Widhi, NS Larasati, JP Handayani BERNAS: Jurnal Pengabdian Kepada Masyarakat 3 (4), 507-512 , 2022 2022 Citations: 7
Pengaruh konsumsi telur ayam kampung rebus terhadap perubahan kadar hemoglobin pada ibu hamil trimester III di Kediri S Wulandari Jurnal Bidan Komunitas 4 (1), 17-24 , 2021 2021 Citations: 7
Hubungan Antara Tingkat Pendidikan Dengan Sikap Pasangan Usia Suburtentang Pemeriksaan Inspeksi Visual Asam Acetat (Iva) S Wulandari, EY Viridula, PE Nuridani Jurnal Bidan Pintar│ Vol 4 (1) , 2023 2023 Citations: 6
Pengaruh Senam Kaki terhadap Sensitivitas Kaki pada Penderita Diabetes Melitus tipe II ED Ramayanti, S Susmiati, S Wulandari, KIN Rahayu Nursing Sciences Journal 6 (1), 33-39 , 2022 2022 Citations: 6
Measuring the Meaning of More Protection for Victims of Sexual Violence with Disabilities: A Comparative Study of Indonesian and Mexican Regulations FN Wulandari, R Ragsanjani, A Oktafadilla, AA Nurfadilah, UTL Basyar, ... Disable: Law Review 1 (1), 1-18 , 2025 2025 Citations: 5
Pengaruh Pelatihan Perawatan Tali Pusat Terhadap Keterampilan Ibu Dalam Perawatan Tali Pusat Pada Ibu Nifas Di Masa Pandemi S Wulandari, LS Kusumawati Jurnal Bidan Pintar 1 (2), 150-160 , 2020 2020 Citations: 5
Penggunaan Jahe Merah Untuk Menurunkan Intensitas Nyeri Haid Pada Remaja S Wulandari Jurnal Kesehatan Masyarakat 17 (2), 136-236 , 2018 2018 Citations: 5
