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Siswanto Siswanto
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Journal : JURNAL MATEMATIKA STATISTIKA DAN KOMPUTASI

 1 
Comparative Analysis of Ridge, LASSO, and Elastic Net Regularization Approaches in Handling Multicollinearity for Infant Mortality Data in South Sulawesi Arief Rahman Nur; Andi Kresna Jaya; Siswanto Siswanto
Jurnal Matematika, Statistika dan Komputasi Vol. 20 No. 2 (2024): JANUARY 2024
Publisher : Department of Mathematics, Hasanuddin University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.20956/j.v20i2.31632

Abstract

Infant mortality rate is a crucial indicator for assessing the health and infant care quality in a region. In the effort to reduce infant mortality rates, regression analysis serves as a tool to identify influential factors. However, regression analysis often encounters the challenge of multicollinearity, which involves high correlation among predictor variables. To address this issue, various regularization techniques can be applied, such as ridge regression, least absolute shrinkage and selection operator (LASSO), and elastic net. Ridge regression aims to control coefficient variance, while LASSO directs some coefficients to zero, functioning as variable selection. Elastic net combines the strengths of both methods by merging ridge and LASSO regularization. The objective of this research is to evaluate the performance of ridge regression, elastic net, and LASSO methods in handling multicollinearity issues, utilizing infant mortality rate data in South Sulawesi Province. The results indicate that the elastic net method outperforms both Ridge and LASSO methods. The best-performing model is obtained through elastic net with a coefficient of determination value of 60.81%, whereas ridge and LASSO methods yield coefficient of determination values of 54.11% and 58.18%, respectively. This demonstrates that the application of the elastic net method is capable of producing more accurate results in modeling the variables within the analysis of infant mortality rate data compared to other methods.
Co-Authors Abdul Rasyid Adam Hartono Ade Mustika Martin Aditya Sukrama Afifah Anggraeni Afrian Firnanda Agustinus Budi Santoso Ahmad Djalaluddin Ahmad Fajri Ahmad Ghatsaghautsan Ahmad Muhlisin Aidillah Fitria Akhmad Yusdi Fahrizal Alexander Jacky Cundawan Alfiana Antoh Alfiani Purnama Dewi Dewi Aliza Masayu Ramadhani Anak Agung Istri Sri Wiadnyani Andi Kresna Jaya Andrian Tamtama Syafutra Anggit Permana Aprian Harza Ardi Setyo Anggoro Ari Sandhyavitri Arie Perdana Putra Arief Firdani Arief Rahman Nur Arif Qisthon Arius Satoni Kurniawansyah Asriyadin Asriyadin Astuti Astuti Bagas Prakoso Bambang Subali Bella Septriana Boby Ziliwu Budi Ayuningsih Cecep Kusmana Christea F Dakhlan, Akhmad Damayanti, Elok David Imannuel Ketaren Dedi Rahmat Dent Siloana Destu Putra Rosmawan Desyi Astuti Devita Rahmani Ratri Dewi Inda Musni Dian Meliani Kusuma Dewi Dimas Wahyu Wibowo Dwi Aryanti Ega Trisna Rahayu Eko Supriyatno Eko Suryana Eli Susanti Eli Susanti Eli Trisnowati Endang Pudjihartati Esti Utarti Evriandy Evriandy F Fajarudin Fahrudin Fahrudin Farizki Afdalindra Ihsan Febi Kurniawan Feri Candra Firda DIMAWARNITA Fitra Humala Hasibuan Fitria Fitria Frenky Fernando Fuad Riyadhi Gata, Windu Ghalib Rizky Fajar Hafid Muhaimin Hasward Hari Aspri yono Harry Dias Darmawan Hartono Hartono Haryo Tejo PRAKOSO Hay's, Riyan Naufal Heryenzus Heryenzus I Gede Soma I Kadek Dwi Agus Candra Wijaya I Nyoman Sulabda I Putu Yogi Saputra I Wayan Sudira Ifnaldi Ifnaldi Ifnaldi Ifnaldi Imam Suprayogi Iman Hernaman Iman Suprayogi Indah Yuliana Ismani Ismani Jhoanne Fredricka Karsan Suryana Kasep Agrapta Khaira Nova Larasati Larasati Leni Natalia Zulita Lina Madyastuti Rahayuningrum Lita Darmayanti Luluk Luluk Lutfi Anggraini M F Fajarudin M Murni M. Adlan Al Hawari Nasution M. Anif M. Tauchid Noor Madi Hartono Mahdarena Mahdarena Majid Karim Pane Mandela, Wennie Manyuk Fauzi Marcelinus Saptono Mardiansyah Mardiansyah Maria Aneka Sari Marzuki Noor Masturi Masturi Maya Selvia Laurin Maya Utami Dewi Minda Tuwaring Putri Moch. Malik Al Firdaus Mokhamad Aiyon Suharis Mudjiatko Mudjiatko Muh Arzad Muhamad Djazuli Muhamad Sidik Muhamad Zainal Abidin Muhammad Habsyie Ravie Muhammad Rhico Syandhiva Munzir Munzir Mury Safei Mustika Kurniawati Nanti Kumelasri Nasruddin Nasruddin Ngatono Nirna Lensi Nirwani Mintanawati Nofriza Ismerella Simarmata Nora Idiawati Nugroho Nugroho Nurul Sahria Pandu Hudiiasto Pija Ramadhani Priyadarshini, Rossyda Purnama Edy Santosa Purnama Sari Rachmad Persada Rahmia Fauziah Rangga Saputra Pratama Rayhan Ahmadi REKHA RATRI JULIANTI Reni Rahmawati Reno Supardi Renold Almadya Revina Coenraad Reza Firmansyah Rezky Ardillah Rezza Ruzuqi Rian Tri komara Iriana Ricky Zulfiandry Rico Ardiansyah Amri Ridho Setianovan Rinaldi Rinaldi Rinto Alexandro Riyan Irawan Rizka Tri Alinse Roger R Tabalessy Ronny Tanjung Rudy Sutrisna Ruslan Abdul Gani Sadewa Sabihi Sakroni Sakroni Samidi Febri Saputra Sandria Samosir Sapri Sapri Saptono Putro Satriyas Ilyas Sattya Arimurti Seli Sepiyanti Septria Dwi Hawari Seroja Puji Shepri Manggala Singgih Pranowo Singgih, Suwito Soekarno Miswana Putra Sofwan Noerwidi Sofwan Noerwidi Sondang Suriati Sri Haryati Sri Haryati Sri Suharyati Sri Wahyuni Subali Subali Sudarmanto Sudarmanto Sudarsono Suharto Suharto Sukarno Sukarno Sumi Sumarni Suryadiwansa Harun Sutarti Sutarti Sutarto Sutarto Sutikno, Sigit Sutoyo Sutoyo Suyoto Suyoto Su’udah Hasanah Tabrani Tabrani Tantri Raras Ayuningtyas Tidi Dhalika Tina Puspita Titi Nuramalia Trimaijon Trimaijon Untung Bijaksana Utama, Gunawan Pria Venny Novita Sari Viera Wardhani Wahidin Wahidin Wahyu Purnomo Aji Wartini Wartini Whendy Trissan Windy Wahyuni Wiratno Wiratno Wulan Intalia Yanuar Burhanuddin Yesi Susanti Yoga Yuniadi Yohana Lilis Handayani Yohanes Narendra Darma Atmaja Yohanna Lilis Handayani Yopi Merlina Yora FARAMITHA Yulita Asmara Dewi Yundy Hafizrianda Yuni Novia yupianti yupianti Yusiran Yusiran, Yusiran Yusril Abdul Azis Zaki Sudirman Zara Suriza