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Journal : Journal of Soft Computing Exploration

Car insurance segmentation prediction based on the most influential features using random forest and stacking ensemble learning Vianita, Etna; Wibowo, Adi; Surarso, Bayu; Widodo, Aris Puji
Journal of Soft Computing Exploration Vol. 2 No. 2 (2021): September 2021
Publisher : SHM Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52465/joscex.v2i2.39

Abstract

In addition to financial transaction services, the Bank also provides insurance services by conducting regular campaigns to attract new customers such as car insurance based on market segmentation, which is one of the main aspects of marketing used in financial services based on demographic data. One way to analyze the market is to predict the likely target market based on the campaign's target demographic data. Therefore, this study aims to find the best classification method for predicting campaign targets using historical data from 4000 customers of a bank in the United States. The market segmentation analysis process uses the best feature selection and ensemble learning. The best feature selection is selected using important features for Random Forest. The ensemble learning used is a stacking model consisting of the basic model of Logistic Regression, Support Vector Classifier, Gradient Boosting, Extra Tree, Bagging, Adaboost, Gaussian Naive Bayes, MLP, XBoost, LGBM, KNeighbors, Decision Tree, and Random Forest. The accuracy results of the stacking model can exceed the accuracy of the basic model with an accuracy rate of 78.80%.
Co-Authors Adiputera, Yusuf Fahmi Adiyono, Soni Agus Winarno, Agus Airawata, Chintya Puteri Akhmad Yun Jufan Amir Amir Andre Leander Anggraini, Kurnia Aprillia, Teya Aris Puji Widodo Aris Sugiharto Arista, Faza Ariyanti, Atika Ash Shidiq, Iqbal Putut Astuty, Yulia Indri Aulia Kumala, Shofa Baharun, Hasan Bayu Surarso Budi Warsito Cendani, Linggar Maretva Daimah Daimah Daimah, Daimah Djayanti Sari Dyna Marisa Khairina eka rahmawati Fajrul Falah, M Rizqi Faridah, Ida Firdonsyah, Arizona Gunanto, Sigit Handayani, Alfania Sarah Helmie Arif Wibawa HENDRI WASITO Hening Pratiwi, Hening Imam Ahmad Ashari, Imam Ahmad Indra Jaya Indrajaya, Indrajaya Ita Nurmalasari Junta Zeniarja Kamarudin, Norizah khusnul khotimah Khusnul Khotimah Kosasih, Eva Dania Kumala, Shofa Aulia Kuncoro Adi Pradono Kushartantya Kushartantya Leni Leni Lily Puspa Dewi Made Suadnyani Pasek Maori, Nadia Annisa Mardalena, Ayu Moh. Roqib Mohamad Madum Muhajir Muhajir, Muhajir Mulyani, Heny Muslihatin Nurhasanah Nia Kurnia Sholihat, Nia Kurnia Noor Azizah Nugroho, Adam Nur Hadian Nur, Agus Salim Nurmalasari, Ita Pratomo, Bhirowo Yudho Purwanto Purwanto Putro, Abraham Timotius Asmoro Rahmadi Rahmat Gernowo Rani Rubiyanti, Rani Ratih Permatasari Ratna Saraswati, Ratna Ribah, Muhammad Ato Ibnu Rini Nuraini, Rini Rizal, Himmatur Rofikatul Maula Roisu Eny Mudawaroch Rosyidy, Muhamad Khairul Roziana Roziana, Roziana Semedi, Jarot Mulyo Shintiani, Selly Siti Nur Hasanah, Siti Nur Slamet Riyanto Sobirin Sobirin Solihat, Nia Kurnia Sri, Tovani subur subur Suhartini Ismail, Suhartini Sunukanto, V S Supriatna, Supriatna, Department of Geography, Faculty of Mathematics and Natural Sciences, Universitas Indonesia Supriyatin, Tabah Suseno, Aji suswati suswati Sutikno Sutikno Tampubolon, Stefanus Binoto Tri, Indra Gaya Triraharjo, Bambang Vianita, Etna Wahyudi, Edi Wahyul Amien Syafei WARDAH, ZAHROTUL Whisnumurti Adhiwibowo Wiranjaya, I Wayan Satryadi Yoga Dwi Putra, I Kadek Yulia, Nunung Z, M Abdul Fatah Z, Muhammad Abdul Fatah Zahro, Haura