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Journal : International Journal of Quantitative Research and Modeling

Sentiment Analysis of Maxim App User Reviews in Indonesia Using Machine Learning Model Performance Comparison Saefullah, Rifki; Yohandoko, Setyo Luthfi Okta; Prabowo, Agung
International Journal of Quantitative Research and Modeling Vol 5, No 3 (2024)
Publisher : Research Collaboration Community (RCC)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.46336/ijqrm.v5i3.762

Abstract

User reviews can vary widely in language and writing style, which can make accurate sentiment modeling difficult. Selecting the right machine learning model and comparing performance between models can be challenging, given that each model has its own strengths and weaknesses. The method used involved data collection by scraping 5000 reviews from the Google Play Store, followed by data pre-processing including data cleaning, tokenization, stemming, and feature engineering using TF-IDF. The data was divided into training (70%) and testing (30%) sets, with the SMOTE oversampling technique applied to address class imbalance. Three machine learning models were used: Random Forest, Support Vector Machine (SVM), and Naive Bayes. The results showed that the majority of reviews were positive, with a high average app rating. Word cloud analysis revealed that “service”, “driver”, “price”, and “time” were the most frequently discussed aspects in the reviews. In terms of model performance, SVM performed the best with an accuracy of 91.3%, followed by Random Forest (89%) and Naive Bayes (78%). Maxim was generally well received by users in Indonesia, with the majority of reviews being positive. The SVM model proved to be the most effective in classifying review sentiment, outperforming other models in accuracy and precision.
Multiple Linear Regression Analysis of Factors Influencing Human Development Index By Regency/City in East Java Province in 2024 Itsnaini, Nurul; Prabowo, Agung; Amitarwati, Diah Paramita
International Journal of Quantitative Research and Modeling Vol. 6 No. 3 (2025): International Journal of Quantitative Research and Modeling (IJQRM)
Publisher : Research Collaboration Community (RCC)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.46336/ijqrm.v6i3.1078

Abstract

The Human Development Index (HDI) is an indicator used to assess the success of human development. The Human Development Index (HDI) is used to measure the impact of efforts to improve basic human capital capabilities. Based on BPS data, the HDI in East Java has consistently increased and has reached a high category, however, when compared to DKI Jakarta and DI Yogyakarta, the HDI in East Java is still relatively low. This study aims to determine the factors that influence the HDI in East Java Province. The research data are the 2024 HDI data for East Java Province obtained from the BPS of Lamongan Regency and the BPS website of East Java Province. This study uses the multiple linear regression method with RStudio software. Based on the results of the study, the multiple linear regression model with HLS, RLS, UHH, and GK factors has an influence of 97.94% on the HDI in East Java Province, while the TPT does not show a significant influence on the HDI in East Java Province.
Co-Authors ., Rusliyawati A.A. Ketut Agung Cahyawan W Abd. Rasyid Syamsuri Abdul Halim, Nurfadhlina Abdul Muis Abdul Muis ABDUL MUIS Abdul Syukur Achmad Ridwan Achmad Ridwan, Achmad adi surya antara, adi surya Adiati, Ani Aglia, Arla Agus Sugandha Agustini Tripena Br Surbakti Ahmad Fadli Akbar Idaman Al-Ghifari, Muhammad Aziz Abdullah Amal, Moh Alfi Amar Luthfi Amitarwati , Diah Paramita Amitarwati, Diah Paramita Amrullah Andini, Kiki Andini Andoko Andoko, Andoko Andriawan, Deden Andryani Handrayani Putri Angelica Sitanggang, Tiffany Maria Arditianto, Yanuar Ari Purwanti Ari Wardayani, Ari Arif Wibawa Arrosyid, Muhammad Daffa Arumingtyas, Felinda Arumningtyas, Felinda Azahra, Astrid Sulistya bin Mamat, Mustafa binti Abdullah Suhaimi, Nurnisaa Bukit, Dimas Dimanta Candra candra Choirunisa, Erika Nurul Chun wang Dei Alibazah, Terra Delima Sitanggang, Delima Dharma Ajie Nur Rois Diki Hidayat Duran, Filbert Dwi Abadi, Medi Trilaksono Eldo, Handry Elisa, Syifa Fadlilah, Fajar Nur Fahreza, Muhammad Naufal Firdaus, Muhammad Ilham Gea, Radiman Ginting, Riski Titian Govandy Gurning, Rosintan Guswanto, Bambang Hendriya Halawa, Hendi Jaya Hamisu Kankarofi, Rabiu Hamka, Achmad Chaerul Handry Eldo Haryadi - Hati, Primanda Berlian Hendriva Guswanto, Bambang Henry Chandra Herol, Herol Heru Suryanto HS, Christnatalis Hulu, Yakin Rianto Hutasoit, Feliks Daniel I Wayan Arsa Suteja Ida Wiendijarti Idha Sihwaningrum Ika Safitri Windiarti Immanuel Sinaga, Ferdy Indah, Sika Nur Indra Surjati Irman, Dede Istikanaah, Najmah Itsnaini, Nurul Janna, Nur Jorgi L.Tobing, Stefanus Juliza, Melda kalfin Kalfin Kamal Prohandani Karpriana, Angga Permadi Ketaren, Faisal Haries Khairunisyah, Sevia Tri Kireina, Michiko Komalasari Komalasari Kusumo, Yudhy Widya Lianingsih, Nestia Mala Nurilmala Manday, Dhanny Rukmana Marsanda, Mareta Mashuri Mashuri Mawaddah Harahap, Mawaddah Meilia Wulansari Mendrofa, Fide Moses Monica Dwi Kusumaningsih Mufidah, Afifah Muhamad Awiet Wiedanto Prasetyo Muhammad Haris Qamaruzzaman Muhammad Rizki Muhsin Muhsin Mukarromah, Zulfatul Muliady, Jefry Muntafi’ah, Naailah Muzakki, Muhammad Sulthan Naibaho, Sona Halomoan Nazira, Aisy Azra Norhalisa, Siti Norhayati Novia Novita Eka Chandra, Novita Eka Nur Amel Fitriyan Nur Heri Cahyana Nur Jannah Nurnisaa Binti Abdullah Suhaimi Nuroso, Dwiyani Larasati Putri Oliver Samuel Simanjuntak Pakuan, Gani Muhammad Pasaribu, Tessa Vena Melinda Perangin Angin, Despaleri Pirdaus, Dede Irman Pramesty, Elya Arum Prasetya, Riduwan Pratama, Anugrah Robby PUJI LESTARI Purba, Rian Elby Putri, Cici Ramadhan, Abil Retno Hendariningrum Rini Cahyandari Rini Wahyu Sayekti Rita Sari Riyanto Haribowo Ryan Rinaldi Hadistio Saefullah, Rifki Saputra, Jumadil Sari, Fitra Bona Sehah Sehah Sembiring, Icha Dwi Putri Br Shihah, Hanna Dzawish Sidi, Pramono Sidiq, Fahmi Simbolon, Marco Duran Sinaga, Alfrendo Sinaga, Bram Dimpos Fajar Sinarpaska, Stefany Mahatma Siregar, Saut Dohot Soemitro Padmowijoto Suhaimi, Nurnisaa binti Abdullah Suhariman, Fikrianto Sukono . Sulthan Izbik Riska Alfaridzi Sunoko , Ray Aksan Suratno Suratno Suroto suroto Suroto Suroto Suroto Suroto Syamsul Arifin Tambunan, Fiktor Januari Tar Muhammad Raja Gunung Tarigan, Nathanael Atan Baskita Tarigan, Perwira Togar Timoteus Gultom Tri Ayu Mulyani Triandi Triandi Tripena, Agustina Uswatun Chasanah Velicia, Lorraine Putri Vimelia, Willen Wahyuni, Nur Maulida Wahyuni, Olivia Nindi WARDANI, SUMITA Wijaya, Frederico Wilbert Solo, Eddrick Wisnalmawati Wisnalmawati Yakubu, Usman Abbas Yansyah, Deli Yasmin, Arla Aglia Yaza Azzahara Ulyana Yenni Sri Utami Yenni Sri Utami, Yenni Sri Yennimar, Yennimar Yhenis Apriliana Yohana Vivit Yohandoko, Setyo Yohandoko, Setyo Luthfi Okta Yuningsih, Siti Hadiaty Zaenal Bachruddin Zahra, Alika Zinedine Amalia Noor Mauludy Reihan Zulfahmi, Muhammad Hafidz