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All Journal Bulletin of Electrical Engineering and Informatics Proceedings Konferensi Nasional Sistem dan Informatika (KNS&I) InfoTekJar : Jurnal Nasional Informatika dan Teknologi Jaringan IJCIT (Indonesian Journal on Computer and Information Technology) Technomedia Journal Jurnal Nasional Komputasi dan Teknologi Informasi Journal of Education Technology Aptisi Transactions on Management Aptisi Transactions on Technopreneurship (ATT) CCIT (Creative Communication and Innovative Technology) Journal INFOMATEK: Jurnal Informatika, Manajemen dan Teknologi SENSITEK ICIT (Innovative Creative and Information Technology) Journal Journal Sensi: Strategic of Education in Information System CICES (Cyberpreneurship Innovative and Creative Exact and Social Science) Journal Cerita: Creative Education of Research in Information Technology and Artificial Informatics Computer Science and Information Technologies International Journal of Marine Engineering Innovation and Research ADI Bisnis Digital Interdisiplin (ABDI Jurnal) JINAV: Journal of Information and Visualization Journal of Applied Data Sciences IAIC Transactions on Sustainable Digital Innovation (ITSDI) Jurnal Manajemen Retail Indonesia (JMARI) ADI Pengabdian kepada Masyarakat Jurnal (ADIMAS Jurnal) MAVIB Journal : Jurnal Multimedia Audio Visual and Broadcasting Indonesian Journal Accounting (IJAcc) Startupreneur Business Digital (SABDA Journal) Universal Raharja Community (URNITY Journal) Jurnal MENTARI: Manajemen, Pendidikan dan Teknologi Informasi International Transactions on Education Technology (ITEE) Blockchain Frontier Technology (BFRONT) International Transactions on Artificial Intelligence (ITALIC)
Po Abas Sunarya
Universitas Raharja
Aerospace Engineering Arts Humanities Automotive Engineering Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Neuroscience Physics Social Sciences Transportation Other

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Journal : Bulletin of Electrical Engineering and Informatics

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Framework for developing algorithmic fairness Dedy Prasetya Kristiadi; Po Abas Sunarya; Melvin Ismanto; Joshua Dylan; Ignasius Raffael Santoso; Harco Leslie Hendric Spits Warnars
Bulletin of Electrical Engineering and Informatics Vol 9, No 4: August 2020
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (260.228 KB) | DOI: 10.11591/eei.v9i4.2028

Abstract

In a world where the algorithm can control the lives of society, it is not surprising that specific complications in determining the fairness in the algorithmic decision will arise at some point. Machine learning has been the de facto tool to forecast a problem that humans cannot reliably predict without injecting some amount of subjectivity in it (i.e., eliminating the “irrational” nature of humans). In this paper, we proposed a framework for defining a fair algorithm metric by compiling information and propositions from various papers into a single summarized list of fairness requirements (guideline alike). The researcher can then adopt it as a foundation or reference to aid them in developing their interpretation of algorithmic fairness. Therefore, future work for this domain would have a more straightforward development process. We also found while structuring this framework that to develop a concept of fairness that everyone can accept, it would require collaboration with other domain expertise (e.g., social science, law, etc.) to avoid any misinformation or naivety that might occur from that particular subject. That is because this field of algorithmic fairness is far broader than one would think initially; various problems from the multiple points of view could come by unnoticed to the novice’s eye. In the real world, using active discriminator attributes such as religion, race, nation, tribe, religion, and gender become the problems, but in the algorithm, it becomes the fairness reason.
Co-Authors Abbas, Maulana Abdillah, Mohamad Faisal Abdul Mukarobi Qodratullah Achmad Rachmat S Adam Faturahman Adrian Sean Bein Adrian Sean Bein Ahmad Roihan Ajeng Toyibah, Restu Aji Kusuma Wardana Al- Bahra Alexander Williams Alfiah Khairunisa Alfiah Khoirunisa Alfiah, Fifit Ali Djamhuri Alwiyah Alwiyah Aminuyati Andi Nugroho Andi Nugroho, Andi Andreansyah, Tedy Andri Cahyo Purnomo Angel, Mary Ani, Nyree Anita Restuintin Annisa, Shifa Dini Any, Berlin Apriliasari, Dwi Arief Saptono Arief Saptoro Asep Saifudin Asri, Moke Aulia Anjani, Sheila Bayu Porsea Yudha Bennet, Daniel Benny Mutiara Bernard, Doucette David Bibils, Natalie Canara, Clarosa Chen, Shih Chih Cholisoh, Novi Cucut Susanto Damanik, Dian Maharani Danny Manongga Deddy Rusdiansyah Dedy Prasetya Kristiadi Delfi Martika Sari Delhi, Ariana Desy Apriani Devana, Viola Tashya Devi Rositawati Devi, Lakshmi Diah Aryani, Diah Dina Satriani Dinda suci pratiwi Djulian Daniel Dwi Oktavionita, Siti Dian Cahya Eduard Hotman Purba Ega Novita Andriani Eka Budiarto Eka Putra, Fajar Januar Ely Nuryani Erick Febriyanto Erick Fernando B311087192 Fachri Bayu Wardana Fahmi Husaini Fajar, Alfie Aulia Fatima, Kaniya Agi Fauzan, Jimmy Fauziyyah Husna Nurdiayanah Lestari Filza Harry Prayogo Firda Nopia Andini Firiza, Muhammad Daffa Fitri Ayu Febriani Fitriawati, Nora Friandi, Sendy Zul Fuji Yono George Iwan Marantika Giandari Maulani, Giandari Godwin, Gelard Harahap, Eka Purnama Hardjanto Nusantoro Hardjanto Nusantoro Haris Haris hega lutfilah juniar Henderi . Hermawan, Pandu Hikam, Ihsan Nuril Hua, Chua Toh Ifran Sanni Ignasius Raffael Santoso Ignatius Joko Dewanto Ignatius Joko Dewanto Ignatius Joko Dewanto Ihsan Nuril Hikam Ikraman, Ikraman Ilamsyah Ilamsyah Immaniar, Dewi Indra Susilawati Insanahsan, Muhammad Irma Ayu Rodatin, Irma Ayu Isrial Isrial Jasmine Dara Assyifa Jenny Januarini Joshua Dylan Julianingsih, Dwi Junaidi Junaidi Juwita, Ratu Nanda Khairul Khairul Krisandi Aprilyanto Lee Kyung Choi Leli Lestari Santoso, Nuke Puji Lic, Yung-Ming Lim, Clara Pasha Lisa Anisah Lola Sartika Lusyani Sunarya Lusyani Sunarya M Farhan Al Fakhriza Madani, Muchlishina Maisuri Tri Dayanti Marviola Hardini Maulana, Sabda Mawar Indah Septiani Melvin Ismanto Meri Mayang Sari Meri Mayang Sari Milani Milani Millah, Shofiyul Mintauli Debataraja Mochamad Heru Riza Chakim Mohd Nasrun Mohd Nawi Muhamad Iqbal Wahib Muhamad Yusup Muhammad Fakhrezzy Mulyati Mulyati Mulyati Mustofa, Kenny Ilyas Mustopa, Muhamad Ikhsan Mutiara Triana Sany Neli Widi Astuti Nicola, Gabriela Nina Rahayu Ninda Lutfiani Nitema Gulo Novi Cholisoh Nuke Puji Lestari Santoso Nur Azizah Nur Azizah Nur Salman Padeli Padeli Pangestu, Prisilia Santoro Partono Siswosuharjo Pasaribu, Johni S Permono, Tinton Yuan Pipit nursaputri Prabowo, Dimas Aditya Prihandoko . Qurotul Aini Qurotul Aini Rafika, Ageng Setiani Rahayu, Nina Rakhmansyah, Mohamad Rasyid Tarmizi Rawat, Bhupesh Reynoldus Andrias Sahulata Ria Dwi Anjani Ricka Anggie Fadyla Rise Wijoyo Jati Romdoni, Mochamad Yusuf Ruhiawati, Irma Yunita Ruli Supriati, Ruli Sabda Maulana Salim, Muhammad Fadli Salsabillah Devia Khansa Samuel David Tiwa Sandro Alfeno Santoso, Nuke Puji Lestari Saputra, Subhan Ahmad Sayyida Sayyida Shofiyul millah Sholeh, Oleh Shylvia Ratna Dewi Sihotang, Sondang Visiana Silawati, Nur Siti Dian Cahya Dwi Oktavionita siti Nurindah Sari Siti Nurindah Sari Sri Rahayu Sri Rahayu Suci Fitriyani Drajat Sudaryono Sudaryono Sugeng Santoso Sugeng Widada Sugina Sugina Sunandar, Endang Sunarya, Lusyani Sunengsih, Meriyana Suryaman, Fitria Marwati Susanto, Sugeng Susetyono, Eko Tinton Yuan Permono Tri Cahyo Nugroho Triyono . Tuti Nurhaeni Untung Rahardja Vertika Agarwal Warnars, Harco Leslie Hendric Spits Warseno Xolani, Zanele Yono, Fuji Yudha Abimanyu Yudha, Bayu Porsea Zaenudin, Muhammad Zebua, Selamat Zucheng Peh