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Eka Susanti
Jurusan Matematika, Fakultas MIPA, Universitas Sriwijaya
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Journal : Kubik

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Improve of Multiobjective Model on the Classification Problem of Food Consumption Levels in Indonesia Susanti, Eka; Dewi, Novi Rustiana; Arsi, Arsi
KUBIK Vol 10, No 1 (2025): KUBIK: Jurnal Publikasi Ilmiah Matematika
Publisher : Jurusan Matematika, Fakultas Sains dan Teknologi, UIN Sunan Gunung Djati Bandung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15575/kubik.v10i1.40632

Abstract

Classification is the process of grouping objects based on similarities and differences. In this article, a multi-objective classification model is developed with three objective functions, namely the function that maximizes the values of accuracy, sensitivity and specificity. The developed model is applied to the problem of classifying meat, egg and fish consumption levels. The classification method used is K-Nearest Neighbor (KNN) with three objective functions and the addition of the GridSearchCV module to the KNN calculation. Completion of the multiobjective model using the weighting method and Particle Swam Optimization (PSO). Based on the data, with objective function weights of 1, 2 and 3 respectively being 0.7, 0.15 and 0.15, the results obtained for Rural Areas Meat, Fish and Egg Attributes of the model performance are in good criteria. for Urban Areas Attributes of Meat, Fish and Eggs the model's performance in the criteria is very good. Addition of the GridsearchCV module can facilitate the calculation of the KNN method classification because the model will provide the best k value without having to do repeated calculations.
Improve of Multiobjective Model on the Classification Problem of Food Consumption Levels in Indonesia Susanti, Eka; Dewi, Novi Rustiana; Arsi, Arsi
KUBIK Vol 10 No 1 (2025): IN PRESS
Publisher : Jurusan Matematika, Fakultas Sains dan Teknologi, UIN Sunan Gunung Djati Bandung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15575/kubik.v10i1.40632

Abstract

Classification is the process of grouping objects based on similarities and differences. In this article, a multi-objective classification model is developed with three objective functions, namely the function that maximizes the values of accuracy, sensitivity and specificity. The developed model is applied to the problem of classifying meat, egg and fish consumption levels. The classification method used is K-Nearest Neighbor (KNN) with three objective functions and the addition of the GridSearchCV module to the KNN calculation. Completion of the multiobjective model using the weighting method and Particle Swam Optimization (PSO). Based on the data, with objective function weights of 1, 2 and 3 respectively being 0.7, 0.15 and 0.15, the results obtained for Rural Areas Meat, Fish and Egg Attributes of the model performance are in good criteria. for Urban Areas Attributes of Meat, Fish and Eggs the model's performance in the criteria is very good. Addition of the GridsearchCV module can facilitate the calculation of the KNN method classification because the model will provide the best k value without having to do repeated calculations.
Co-Authors ,S.T.,M.Kom., Sarjana A, Dhimas Abbas, Afida Sylvana Ade Wasti, Ade Adewasti, Adewasti Aditya Kurniawan Effendi Adityasmara, Dhimas Afifah, Nabila Yun Agnes Manik, Agnes Agus Suprijono Agus Wahyudin Ahmad Kurnain, Ahmad Alliya, Annisa Ul Ananda Faridhatul Ulva Angga Pratama Anggini, Nurasiah Anita Anita Anna Kania Widiatami Ansofino Ansofino Anwar, Hazril Fikri Apriliya, Cindy Apriliyani, Mila Nurul Aprilliya, Fitriani Apriyanto, Arie Fauzi Arif, Muhammad Fahrozi Arsi, Arsi Asmoro, Windu Azahra, Hafizza Azhariah, Rahmadiani Azizah Azra Ayunda Bambang Suprihatin Br Sitorus, Faradiza Ariska Budiman Budiman Cansa Fahima Ainnun Dafarius, Simson Albert Togar Damayanti, Desak Putu Des Alwine Zayanti, Des Alwine Dewi Pertiwi Dian Cahyawati Dimas, Dimas Dita Kamarul Fitriyah Eka Yusnaldi Ellya, Hikma Endro Setyo Cahyono, Endro Setyo Evi Yuliza, Evi Fadhila Chaniago, Redina An Fajriansyah, Muhammad Mizan Faritcan Siallagan, Timbo Fatin , Muhammad Hanif Fatkhur Rohman Fauza, Hendri Febina Sitompul, Ferren Audy Febriandi, Roni Fitri Maya Puspita Fitri, Layla Gani, Liyundzira Fikroh Gustiaranti, Audrey Agdennia Hairul Hudaya Hakim, Alif Man Halimatussa’diyah, R.A Hamidiyah, Masita Hapsi Puspita Adinda Hardiyansyah , Hardiyansyah Hariyen, Nori Harni, Tris Hartono, Agung Hasibuan, Ardina Khoirunnisa Herlina Hanum, Herlina Herlina, Eli Hesti W, Ariani Hesti Wulan S., A. Ariani Hidayat, Yulia Hizbullah, Gilang I Dewa Putu Pramantara Indah Sulistyarini Indah Yuliani Indiasti, Anitasiya Risky Indra Komara, Indra Indrawati Indrawati insani, trisna Irma Salamah irsyad, irsyad Irwansyah, Rudi Istiono, Heri Jaka Propika Jannah, Sholihatun Nur Jarot Tri Bowo Santoso Julaika, Siti Jumiati Marsha, Yummy Kartikasari, Galih Kemuning, Skar Khairani, Lutfi Putri Khairani, Rizki Putri Yunisa Kohar, Dadun Kresnawati, Yani Krissanti, Hanny Laila Kamilla Lelfita, Lelfita Liamsi, Heri Lindawati Lindawati Lubis, Rahma Fitri Yani Mahendra Nata, Eric Vianto Mahyuddin Barni Margaretha Maria Shinta Pratiwi Mariska, Zaenati Marniati , Yessy Martha C, Intan Meldawati Meldawati Missriani Missriani, Missriani Mubarok, Farid Widiyana Zamiul Mulyawan, Ronny Nafisah, Saniatun Napitupulu, Maya Farhanna Nasution, Ade Suriyani Nasution, Aida Suciyanti Nasution, Kartina Aggraini Nasution, Masriyanti Nasution, Nisa Fahria Nasution, Toni Natasya, Azzahra Nelfi Erlinda Ningsih, Riza Wati Silvia Noor, Ali Asikin Novi Rustiana Dewi Noviani, Noviani Nst, Anggi Rahmanida Nufita Sari, Nukhak Nur Ahyani Nur Hasanah Nuril Huda Nurlaila Nurlaila Nurul Silva Lestari, Nurul Silva Oki Dwipurwani Oktaviani, Utari Pamungkas, Megita Dwi Permata, Anggun Pitaloka, Dinda Dyah Prahesti, Wanodya Eka Prasetyo, Agus Edy Pupu Sopini Putra, Deri Ariandi Putri Sarah Khoiriah Putri, Ainia Fatiha Susilo PUTRI, TIARA Rachmadi, Moch Faizal Raharjo, Teguh Hardi Rahma Apriani, Rila Rahma Fitria, Rahma Rahmadhani, Putri Rizki Rakhmawati, Citra Ramadhan, Ahmad Farhan Ramadhan, Azhar Yusuf Ratih, Sasika Ratulangi, Anggi Relointri, Melna Evanti Retno Pangastuti Rifaldi, Kgs Muhammad Rindarto, Ahmad Rininingsih, Uning Rizky, Septiana Robinson Sitepu Rosyidah Alfitri Rumiasih, Rumiasih Sabila, Fadlah Putri Sabila, Sonia Safira, Indri Yune Said Nur Octavianto Salehudin, Salehudin Sallsa Billa, Isfie Salsabila, Nazwa Sambas, Ela Carmelia Mukti Samsul Huda Saputri, Annisa Mega Sari, Khoiriya Sari, Latifa Ika Saroni, Saroni Satrio, Anton Eko Sholihin Sholihin Siahaan, Rizki Putri Jasmin Simamora, Sari Kurniah Simanjorang, R. Mahdalena Sion, Androw Mikhov Sitompul, Eby Delyani situmorang, Jauharah Jilan Solin, Ramadhan Srg, Aisyah Rizqa Fitri Srg, Durrah Mawaddah Suendri Suendri, Suendri Sugianur, Sugianur Sugiono Sugiono Supadi, Siti Suzlin Suroso Suroso Suwarmi Syabila, Tiara Syabrina, Lulu Syafira, Syafira Syamsiar, Syamsiar Syamsudin, Septian Fajar Syaroh, Aini Tamalia, Ghita Triana, Diah Tussa'ddiyah, Ra Halimah Ubaedulah, Sigt Fajar Vanny, Saskia De W, Ariani Hesti Wahyudin Nur Nasution, Wahyudin Nur Wani, Anis Syafa Wijayana, Hendra Winata, Nana Triana Winta, Mulya Virgonita I Wiranda, Arya Wulandari Wulandari Yanisfa Septiarsilia Yanita, Nurul Fadhila Yasmin, Feby Annisa YI, T. Khoirunnisa. Yulisda, Desvina Yusnawati , Yusnawati Yusriani, Yusriani Zahra, Najra ZEFI, SUSAN Zuhriyah, Fitri