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All Journal Laa Maisyir Jurnal Ekonomi Islam KONTEMPLASI: JURNAL ILMU-ILMU USHULUDDIN JITROKOM Arabi : Journal of Arabic Studies Humanistika : Jurnal Keislaman Arabiyatuna : Jurnal Bahasa Arab Ganaya: Jurnal Ilmu Sosial dan Humaniora Jesya (Jurnal Ekonomi dan Ekonomi Syariah) JURNAL MANAJEMEN BISNIS Jambura Economic Education Journal Jurnal Tabarru': Islamic Banking and Finance JPEK (Jurnal Pendidikan Ekonomi dan Kewirausahaan) Jurnal Ilmu Manajemen SERAMBI: Jurnal Ekonomi Manajemen dan Bisnis Islam Journal of Enterprise and Development (JED) Quantitative Economics and Management Studies Journal La Sociale Akuntansi Bisnis & Manajemen (ABM) Mejuajua Edu Society: Jurnal Pendidikan, Ilmu Sosial dan Pengabdian Kepada Masyarakat Harvester: Jurnal Teologi dan Kepemimpinan Kristen Moneter : Jurnal Keuangan dan Perbankan Innovative: Journal Of Social Science Research Kartika: Jurnal Studi Keislaman Madani: Multidisciplinary Scientific Journal Jurnal Informatika Ekonomi Bisnis Majapahit Journal of Islamic Finance dan Management At- Ta'lim : Jurnal Pendidikan Majapahit Journal of Islamic Finance dan Management ZONA: Jurnal Pengabdian Masyarakat Jurnal Akuntansi Hukum dan Edukasi J-CEKI
Budi Harianto, Budi
Fakultas Ushuludin, Adab, dan Dakwah, IAIN Tulungagung
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Mathematics Medicine & Pharmacology Physics Public Health Social Sciences Other

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Journal : JITROKOM

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Using Quadratic Regression Technique for Pre-Processing Unit in The Fuzzy Logic Consumer Spending Behaviour Predictor Engine Harianto, Budi; Pinem, Maksum; Rambe, Ali Hanafiyah; Yusof, Rubiyah
JITROKOM Vol 1, No 1 (2015)
Publisher : JITROKOM

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Abstract

Abstract - In this paper, we propose a quadratic regression technique to predict types of products that consumer prefer to purchase based on his/her demographic background. The proposed technique is employed as a pre-processing for predicting the consumer spending behavior predictor system. The quadratic regression technique is developed based on the market survey data of the U.S. Bureau of Labour Statistics (BLS) data. The market survey data are sets of consumers that categorized in various demographics based on their spending on the various products. In the pre-processing unit, best customers (indexed spending) and biggest customers (market share) are used as the input and average spending as the output reference for every demographic information. In the experiment, the predicting result is compared between fuzzy logic technique and regression technique for pre-processing in fuzzy logic predictor. The experiment result shows that the prediction performance by using the quadratic regression technique is better against various techniques i.e. linear regression, purequadratic regression and fuzzy logic. Keywords: Quadratic Regression, Fuzzy Logic, Mean Squared Error (MSE), Ordinal Structure Fuzzy Logic (OSFL), U.S. Bureau of Labour Statistics (BLS), Consumer Behaviour Prediction
Co-Authors AA Sudharmawan, AA Adenan Adenan, Adenan Afifah, Fika Nur Aghni Afriani, Lilia Ahmad Nurcholis Ahmad Sumantri - Ali Hanafiyah Rambe, Ali Hanafiyah Andri Soemitra Andrian Syaputra Anwar Syahputra, Syofyan Aprilia, Nadia Aqwa Naser Daulay Ardiani, Seli Muna Arifuddin, Nur Azzahra, Alivia Biqi Asshafah Zain Bunda, Yola Permata Erlina Erlina Esti Rahayu Fadhila Rahma, Tri Inda Fahmi, Muhammad Ikhwan Fani, Mukhammad As Alukal Huda Mei Hamdi, Syaibatul Hapzi Ali Hendrawan, Yoni Herri Trisna Frianto, Herri Trisna Hidayatullah, Syaikhu Ihsan Ila Nasution Indra, Ahmad Perdana Intan Zarina binti Raja Zaki Hashim, Raja Irawan, Ryan Isra Hayati Katimin, Katimin Kumala, Rahima Lestari, Arini Lubis, Amyra Zhahra M. Yogi Riyantama Isjoni Maidalena Maidalena, Maidalena MAKSUM PINEM Meidi Wani Lestari, Meidi Wani Meliyani Muhajir, As'aril Muhammad Arif Muhammad Fadlan Siregar Muliza Muliza, Muliza Mustapa  Khamal  Rokan Nafis, Fauzan Nasution , Muhammad Lathief Ilhamy Nasution , Yenni Samri Juliati Nasution, M. Cholis Pandapotan Nurhasanah, Upik Nuri Aslami Nursantri Yanti Nurul Jannah Nurul Syalafiyah Putera, Faga Pandunata Putri, Dwita Agustina Rahmi Syahriza, Rahmi Ritonga, Ainun Jakia Ritonga, Nurul Amelia Pratiwi Romi Nasution, Muhammad Rubiyah Yusof, Rubiyah Sarah Sabila, Sarah Sastika, Mila Shinta, Jeesica Sirad, Mochamad Chobir Sirait, Hikman Siregar, Anri Akta Perdana Siregar, Jainuddin Parlindungan Subandi Subandi Sumardi Efendi Syafril Syafril Syahputra, Syofyan Anwar Syahriza, Rami Timbul, Timbul Trisna Frianto, Herri Tuti Anggraini YENNI SAMRI JULIATI NASUTION, YENNI SAMRI JULIATI