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All Journal International Journal of Electrical and Computer Engineering Journal of the Medical Sciences (Berkala Ilmu Kedokteran) Bulletin of Electrical Engineering and Informatics Medical Journal of Indonesia Jurnal Riset Kesehatan Jurnal Pengabdian Kepada Masyarakat (Indonesian Journal of Community Engagement) Journal Of Vocational Health Studies Jurnal Kesehatan Vokasional Communications in Science and Technology Biosaintifika: Journal of Biology & Biology Education International Journal of Applied Sciences and Smart Technologies Indonesian Journal of Cancer JHeS (Journal of Health Studies) Indonesian Journal of Biomedicine and Clinical Sciences
Lina Choridah
Department Of Radiology, Faculty Of Medicine, And Public Health, And Nursing, Universitas Gadjah Mada/Dr. Sardjito General Hospital, Yogyakarta, Indonesia
Agriculture, Biological Sciences & Forestry Humanities Biochemistry, Genetics & Molecular Biology Computer Science & IT Decision Sciences, Operations Research & Management Education Electrical & Electronics Engineering Energy Engineering Health Professions Immunology & microbiology Industrial & Manufacturing Engineering Medicine & Pharmacology Neuroscience Nursing Public Health

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Journal : International Journal of Electrical and Computer Engineering

 1 
Feature Selection Mammogram based on Breast Cancer Mining Shofwatul Uyun; Lina Choridah
International Journal of Electrical and Computer Engineering (IJECE) Vol 8, No 1: February 2018
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (621.742 KB) | DOI: 10.11591/ijece.v8i1.pp60-69

Abstract

The very dense breast of mammogram image makes the Radiologists often have difficulties in interpreting the mammography objectively and accurately. One of the key success factors of computer-aided diagnosis (CADx) system is the use of the right features. Therefore, this research emphasizes on the feature selection process by performing the data mining on the results of mammogram image feature extraction. There are two algorithms used to perform the mining, the decision tree and the rule induction. Furthermore, the selected features produced by the algorithms are tested using classification algorithms: k-nearest neighbors, decision tree, and naive bayesian with the scheme of 10-fold cross validation using stratified sampling way. There are five descriptors that are the best features and have contributed in determining the classification of benign and malignant lesions as follows: slice, integrated density, area fraction, model gray value, and center of mass. The best classification results based on the five features are generated by the decision tree algorithm with accuracy, sensitivity, specificity, FPR, and TPR of 93.18%; 87.5%; 3.89%; 6.33% and 92.11% respectively.
Co-Authors Abdi Alhaq Ahmad Hamim Sadewa Ajeng Viska Icanervilia Alberta Vania Handoko Amnesti, Merry Andrew Nobiantoro Gunawan Anita Ekowati Anwar, Sumadi Lukman Ardiyanto, Jeffry Arif Faisal Bambang Supriyadi Bening Rahimi Titisari Bestari Ariningrum Setyawati Brigitta Natasya Halim Catharina R., Celine Dewajani Purnomosari Dewi Susanto, Revina Dian Angraeni Didik Setyo Heriyanto Endang Mahati Evi Artsini Ferronika, Paranita Frinces, Freshilla Sonia Gilang Argya Dyaksa Gusti, Abdi Marang Hanung Adi Nugroho Harry Nugroho Eko Surniyantoro Hasnely, Hasnely Herianto . Hermina Sukmaningtyas Huwaida, Azizah Ignatius Riwanto, Ignatius Indrawati Khusnul Ain Kuntjoro, Lydia Purna Kusumasari, Dyan Pramandita Windu Kusumawardani, Aurisa Winda Mohammad Rizki Pratama Muqmiroh, Lailatul Naela Himayati Afifah Nastiti Rahajeng Noor Akhmad Setiawan Nugroho, Anan Nur Arfian Nurhuda Hendra Setyawan Pravitha, Clarissa Aulia Pribadi, Amri Wicaksono Rahajeng, Nastiti Rahman, Afif Rengganis, Anggraeni Ayu Riries Rulaningtyas Rita Cempaka Ryan Feraldy Haroen Serfina F., Eunike Setyawan, Nurhuda Hendra Shofwatul ‘Uyun Siti Masrochah SOFIATI PURNAMI Sofiati Purnami Sri Dwidanarti Suhartono Sumoro, William Sunu Wibirama Suprayitno Suprayitno Surniyantoro, Harry Nugroho Eko Teguh Aryandono Tjandra, Kevin Christian Torana Kurniawan Vincent Laiman Vincent Lau Viria Agesti Suvifan Viria Agesti Suvifan widyasari, dina Wigati Dhamiyati Windarta, Budi Yan Wisnu Prajoko Yana Supriatna Yanti Lusiyanti Yanti Lusiyanti Yosef Agung Cahyanta Yudistiarta, Devina Yuliana F., Ayu