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Analysis of the Comparison Between Linear Regression, Random Forest, and Logistic Regression Methods in Predicting Crude Palm Oil (CPO) Price Wijaya, Surya; Fauziah
Brilliance: Research of Artificial Intelligence Vol. 3 No. 2 (2023): Brilliance: Research of Artificial Intelligence, Article Research November 2023
Publisher : Yayasan Cita Cendekiawan Al Khwarizmi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47709/brilliance.v3i2.3334

Abstract

This study compared the predictive capabilities of linear regression, random forest, and logistic regression models for forecasting crude palm oil prices. Utilizing historical data from 02/11/2020 to 13/11/2023, the dataset underwent training and testing with three scenarios: 90:10, 80:20, and 70:30. Evaluation metrics, including RMSE, MSE, and MAPE, assessed model performance. Each method had unique strengths and weaknesses, and the choice depended on application needs. The goal was to improve decision accuracy in predicting crude palm oil price trends. In the 90:10 scenario, random forest outperformed linear and logistic regression, yielding smaller MSE (43948.56), MAE (80.37), and RMSE (209.64). Similarly, in the 80:20 scenario, random forest had smaller MSE (137787.61), MAE (106.38), and RMSE (371.20). In the 70:30 scenario, random forest showed smaller MSE (107582.32), MAE (104.13), and RMSE (328). Overall, random forest consistently demonstrated better performance than linear and logistic regression.
Comparison Analysis of K-Means and DBSCAN Algorithms for Improving Budget Absorption Efficiency in EIS Fery Salman; Fauziah
Brilliance: Research of Artificial Intelligence Vol. 3 No. 2 (2023): Brilliance: Research of Artificial Intelligence, Article Research November 2023
Publisher : Yayasan Cita Cendekiawan Al Khwarizmi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47709/brilliance.v3i2.3373

Abstract

This study aims to analyze the comparison between the K-Means and DBSCAN clustering algorithms in budget absorption within the Executive Information System (EIS). Realized budget achievement data from regional devices serve as the primary dataset for analysis. Before conducting experiments, the data undergo a preprocessing stage to eliminate outliers and apply normalization processes, ensuring the data is ready for further analysis. Subsequently, both algorithms, K-Means and DBSCAN, are applied to the budget achievement data to generate clusters corresponding to their respective characteristics. The research anticipates that the results will unveil significant findings in comparing the performance of K-Means and DBSCAN algorithms in budget absorption within the EIS context, especially within the scope of this study. Therefore, this analysis is expected to provide valuable insights for stakeholders aiming to enhance the efficiency and effectiveness of budget management through the optimal utilization of clustering algorithms within the EIS.
The Influence of Work Competence and Work Environment on Employee Performance at PT Bank Mandiri Tbk Kerom Papua Branch with Job Satisfaction as a Mediating Variable Fauziah; Cecep Yoto Haryoto
Paradoks : Jurnal Ilmu Ekonomi Vol. 8 No. 4 (2025): Agustus - Oktober
Publisher : Fakultas Ekonomi, Universitas Muslim Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.57178/paradoks.v8i4.1934

Abstract

This study aims to analyze the influence of work competence and work environment on employee performance with job satisfaction as a mediating variable. While competence and the work environment are independent variables, employee performance is a dependent variable. The mediating variable is job satisfaction. 150 employees of the Kerom Branch of PT Bank Mandiri Tbk in Papua were given questionnaires to complete in order to gather data for the study. In this work, an associative research methodology was combined with a quantitative technique. The Partial Least Squares (SmartPLS)-based Structural Equation Modeling (SEM) method was used to analyze the data. Both skill (coefficient = 0.462) and the work environment (coefficient = 0.389) positively and significantly affect job satisfaction. Additionally, the work environment (coefficient of 0.198) and competence (coefficient of 0.172) both significantly and favorably affect employee performance. Employee performance is significantly and favorably impacted by work satisfaction, as seen by its 0.321 value. Additionally, both competence (coefficient of 0.236) and work satisfaction (coefficient of 0.217) have a significant and positive impact on employee performance.
THE INFLUENCE OF ACUPRESSURE ON MENSTRUAL PAIN IN FEMALE ADOLESCENT STUDENTS AT SMA NEGERI 5 BANDA ACEH Roskianiadin, Roskianiadin; Fauziah; Fazlylawati, Ellyza
Multidisciplinary Indonesian Center Journal (MICJO) Vol. 2 No. 4 (2025): Vol. 2 No. 4 Edisi Oktober 2025
Publisher : PT. Jurnal Center Indonesia Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62567/micjo.v2i4.1383

Abstract

Menstrual pain, or dysmenorrhea, is a common menstrual disorder experienced by teenage girls that can disrupt daily activities. Menstrual pain management includes, but is not limited to, pharmacological and non-pharmacological approaches. One of the non-pharmacological treatments is called acupressure. This study aims to determine the effect of acupressure therapy on the intensity of menstrual pain among female students at SMA Negeri 5 Banda Aceh. The research employed a quantitative design with a one-group pretest and posttest quasi-experimental design. The population consisted of 153 girls, and 20 of them were selected as the sample using a purposive sampling technique. The data were collected using a Numeric Rating Scale (NRS) questionnaire from May 7th to 17th, 2025. Then, the data was analyzed using the Wilcoxon Test, which obtained a p-value of 0.000 <0.05. This result indicated there was an acupressure effect on menstrual pain. Therefore, this finding proved that the use of acupressure influenced menstrual pain among female students at SMA Negeri 5 Banda Aceh. This study recommends that female students familiarize themselves with and practice acupressure techniques as an effort to reduce menstrual pain without relying on medication. Furthermore, female students need to be more open to seeking information and natural solutions for controlling reproductive health at an early age.
Motivation as an Intervening Variable (Mediation) on Leadership Styles and Training in Performance Improvement Jatmiko, Novi Satria; Yunisa, Hermy; Fauziah
Nusantara Innovation Journal Vol. 2 No. 2 (2024): June
Publisher : Badan Pengembangan Sumber Daya Manusia Provinsi Kalimantan Timur

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.70260/nij.v2i2.39

Abstract

This study aims to determine the influence of Motivation as an intervening variable (mediation) on Leadership Style and Training in Performance Improvement. The population and the sample in this study were 38 participants in the Leadership Administrator Force X training of the East Kalimantan Provincial Government. The study was conducted quantitatively using questionnaires and processed using Smart PLS version 4. The direct influence results obtained were that X1 (Leadership Style) had a positive effect with a value of 0.408 but was not significant with a statistical T value of 1.944 or a P value of 0.052 on X3 (Motivation); X1 (Leadership Style) has a positive effect with a value of 0.088 but is not significant with a statistical T value of 0.412 or a P value of 0.680 on Y (Performance); X2 (Training) has a positive effect with a value of 0.483 and is significant with a statistical T value of 2.723 or a P value of 0.006 on X3 (Motivation); X2 (Training) has a negative effect with a value of -0.355 and is significant with a statistical T value of 2.601 or a P value of 0.037 on Y (Performance); X3 (Motivation) has a positive effect with a value of 0.990 and is significant with a statistical T value of 4.924 or a P value of 0.000 on Y (Performance). The indirect influence produced by X3 (Motivation) can mediate and increase the value of Y (Performance), where X1 (Leadership Style) on Y (Performance) through P value 0.044.X3 (Motivation) can be a mediation that increases the value of Y (Performance) and changes it from negative (opposite) to positive, where it has a value of 2.244 or a P value of 0.025. With the results of this research, it is important to pay attention to motivating and mediating leadership styles and training to improve employee performance.
Comparison of k-Nearest Neighbor (k-NN) and Support Vector Machine (SVM) Methods for Classification of Poverty Data in Papua Fauziah; Tiro, Muhammad Arif; Ruliana
ARRUS Journal of Mathematics and Applied Science Vol. 2 No. 2 (2022)
Publisher : PT ARRUS Intelektual Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35877/mathscience741

Abstract

Classification is a job of assessing data objects to include them in a particular class from a number of available classes. The classification method used is the k-Nearest Neighbor (k-NN) and Support Vector Machine (SVM) methods. The data used in this study is data on poverty in Papua with the category of the number of low/high level poor people. Of the 29 regencies/cities that were sampled, 15 regencies/cities represent the number of low-level poor people and 14 districts/cities are the number of high-level poor people. The results of the analysis obtained are the k-Nearest Neighbor (k-NN) method with a value of k=15 producing an accuracy of 58.62%, while the Support Vector Machine (SVM) method with Parameter cost = 1 using the RBF kernel produces an accuracy value. by 93.1%. The classification criteria to find the best method is to look at the Root Mean Square Error (RMSE) which states that the Support Vector Machine (SVM) method is better than the k-Nearest Neighbor (k-NN) method.
SOSIALISI PEMANFAATAN PLATFORM DIGITAL UNTUK MENINGKATKAN EKONOMI MASYARAKAT DI DESA DATAR Yanti, Fitri; Sabir, Arisman; Ridoh, Ahmad; Fauziah; Pilitan, Raja Bani; Putra, Thomas Adrino
BESIRU : Jurnal Pengabdian Masyarakat Vol. 1 No. 10 (2024): BESIRU : Jurnal Pengabdian Masyarakat, Oktober 2024
Publisher : Lembaga Pendidikan dan Penelitian Manggala Institute

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62335/t0qbc308

Abstract

Pada era digital saat ini, teknologi informasi memainkan peran penting dalam menggerakkan pertumbuhan ekonomi, khususnya di wilayah pedesaan. PKMini bertujuan untuk menganalisis dampak sosialisasi pemanfaatan platform digital terhadap peningkatan ekonomi masyarakat di Desa Datar. Sosialisasi dilakukan melalui pelatihan dan pendampingan penggunaan berbagai platform digital seperti e-commerce, media sosial, dan aplikasi finansial untuk memperluas akses pasar, meningkatkan keterampilan digital, dan memperkenalkan konsep ekonomi digital. Metode PKMyang digunakan adalah pendekatan kualitatif dengan teknik wawancara dan observasi. Hasil PKMmenunjukkan bahwa pemanfaatan platform digital mampu meningkatkan pendapatan masyarakat dengan memperluas jaringan pemasaran produk lokal, meningkatkan efisiensi usaha, serta membuka peluang kerja baru di sektor digital. Namun, terdapat tantangan dalam hal literasi digital dan akses infrastruktur yang perlu diatasi agar manfaat teknologi digital dapat dirasakan secara merata. Dengan demikian, diperlukan dukungan berkelanjutan dari pemerintah dan pihak terkait untuk memastikan keberhasilan program ini dalam jangka panjang.
THE RELATIONSHIP BETWEEN SELF-CARE MANAGEMENT AND DECLINING OF BLOOD PRESSURE AMONG HYPERTENSIVE PATIENTS IN SUKAMAKMUR COMMUNITY HEALTH CENTER ACEH BESAR Durratulhikmah; Fauziah; Nurul Amna
Multidisciplinary Indonesian Center Journal (MICJO) Vol. 2 No. 4 (2025): Vol. 2 No. 4 Edisi Oktober 2025
Publisher : PT. Jurnal Center Indonesia Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62567/micjo.v2i4.1446

Abstract

Hypertension is a non-communicable disease indicated by high blood pressure above 140/90 mmHg. This condition leads to major complications if treatment is not received. As a result, managing health is essential to control hypertension. The study aims to investigate the relationship between self-care and the decrease in blood pressure among hypertensive patients in Sukamakmur Public Health Center. The population was 110 hypertensive patients, and 86 respondents were selected as the sample using a random sampling technique. The research was conducted from 15 to 21 April 2025. A quantitative correlational research design was used with a cross-sectional approach. The research instruments were the Hypertension Self-Management Behavior Questionnaire (HSMBQ) and blood pressure assessed using a digital sphygmomanometer. The data that was analyzed from the Chi-Square test analysis showed a p-value of 0.020 (p<0.05). This finding indicated a relationship between self-care management and blood pressure decline in hypertensive patients at the Sukamakmur Community Health Center. This study suggests that patients should be more active and consistently do self-care management to help maintain stable blood pressure levels.
The Relationship Between Adherence to Taking Medication with the Level of Knowledge and Family Support in TB Patients at Kroya Health Centre, Cilacap Regency Riyadi, Hidayat Sugeng; Fauziah; Silma Kaaffah
Viva Medika Vol 17 No 3 (2024)
Publisher : Universitas Harapan Bangsa Purwokerto

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35960/vm.v17i3.1604

Abstract

TB (Tuberculosis) patients in Indonesia are the 2nd highest in the world after India. The large number of TB patients in Indonesia is due to the lack of success in TB treatment due to patient non-compliance with medication regularly. Factors that affect non-compliance are low knowledge of TB patients and lack of family support. This study aims to determine the level of family knowledge and support, medication adherence, and determine the relationship between the level of knowledge and family support to medication adherence in TB patients at the Kroya Health Center, Cilacap Regency in 2024. This study uses a non-experimental method with cross-sectional data collection conducted in April-May 2024. The study population is all TB patients totaling 130 respondents who underwent treatment at the Kroya Health Center, Cilacap Regency from November 2023 to May 2024, and the research sample was 56 respondents. The conclusion of this study is that the knowledge level of TB respondents is the highest at 37.5% and 55.4%, and the adherence to taking medication at the Kroya Health Center is 30.4% and 57.1%. In this study, the highest TB patients were at a moderate level of knowledge (55.4%); family support is not supportive (96.4%) and medication adherence is low (30.4%) to moderate (57.1%). Testing with the chi-square method there was a relationship between the level of knowledge and medication adherence in TB patients (p-value 0.000), but there was no relationship between family support and medication adherence (p-value 0.268) in patients at the Kroya Health Center, Cilacap Regency with a r value of 0.541. The limitation of this study is that there is no follow-up on the respondents such as monitoring TB drugs so that the existing data is only data taken when filling out the questionnaire.
Fungsi Kepala Desa Dalam Pembinaan Kemasyarakatan Di Kecamatan Utan Kabupaten Sumbawa Fauziah; Sofwan, Sofwan; Basniwati, AD
Jurnal Diskresi Vol. 2 No. 2 (2023): Jurnal Diskresi
Publisher : Bagian Hukum Tata Negara Fakultas Hukum, Ilmu Sosial, dan Ilmu Politik Universitas Mataram

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29303/diskresi.v2i2.3668

Abstract

Penelitian ini bertujuan untuk mengetahui bagaimana pelaksanaan fungsi Kepala Desa dalam pembinaan kemasyarakatan dan mengetahui faktor pendukung dan penghambat pelaksanaan pembinaan kemasyarakatan di Kecamatan Utan Kabupaten Sumbawa, dengan mengambil 3 sampel desa. Yakni desa terdekat yaitu desa Jorok,desa tertengah yakni desa Stowebrang, dan desa terjauh yakni desa Sabedo. Metode yang digunakan yaitu metode empiris yang menggunakan teknik analisis deskriptif yakni menggambarkan dan meringkas kondisi suatu variabel. Teknik pengumpulan data menggunakan daftar kuesioner, wawancara,dan observasi. Terdapat dua kelompok populasi yaitu perangkat desa dan masyarakat, perangkat desa , dalam penentuan sampel menggunakan purposive sampling untuk perangkat desa dan masyarakat menggunakan teknik random sampling. Jenis dan sumber data menggunakan data primer,sekunder dan tersier. Berdasarkan teknik analisis yang dilakukan maka hasil dari penelitian menyatakan bahwa pelaksanaan fungsi kepala desa dalam pembinaan kemasyarakatan di Kecamatan Utan Kabupaten Sumbawa cukup terlaksana. Cukup terlaksana ini diartikan bahwa pelaksanaan pembinaan kemasyarakat di Kecamatan utan sudah dilaksanakan namun masih belum optimal. Faktor pendukung pelaksanaan pembinaan kemasyarakatan yakni partisipasi masyarakat yang aktif, sumberdaya manusia yang berkualitas, kelembagaan dan regulasi yang efektif, keterampilan dan pengetahuan kepala desa yang memadai serta kerjasama dengan pemerintah daerah.Adapun faktor penghambat yang tediri dari partisipasi masyarakat yang masih minim kepeduliannya,ketersediaan fasilitas yang masih belum memadai, pengarahan dan sosialisi yang dilakukan oleh pemerintah desa masih belum optimal, dan sumber daya manusia yang masih kurang.
Co-Authors Aah Sumiah Abdul Aziz Alfarizy AD. Basniwati Adhisty, Weny Anggraini Aditya Rizky Fajriansyah Adriani, Azmalina Agus Ria Kumara Agusten, Dina Ahista Rifhal Ahmad Ridoh Ahmad Suryadi, Ahmad Ahmad Talib Akbar, Sulistia Akhmad Fajar Prasetya Alam Pangestu, Shakti Aldisa , Rima Tamara Alice Salendu Alif Muarifah Alizaldi, Annisa Nadialifuzana Alwi, Nur Amahar Riadi Amal Hayati, Amal Amalia Amanda Putri Lestari Amelia Sari Amelia Sari, Amelia Andika, Ayu Annastasya Anggi Maulana Nasution Anisa, Darania Apriyanto Ardhana, I Putu Primanda Dodi Ardhy, Andi Anugrah Surya Arie Gunawan Arlin, Delia Asmauli, Siti Ayu Anora Azfat, Fatmawati Baharuddin Cahya Nur Hidayat Cecep Yoto Haryoto Chaidir Cut Mutia, Cut Dani Maholi Mehanggo Tumanggor Dasril David Panjaitan Dea Damarista Tarigan Dede Irawan Desmana, Satriawan Desti Nurhayati Devina Maharani Dhini Mufti Dian Fidya Dina Agusten Dinda Dwi Puspita Dody Hartanto Drianto Durratulhikmah Eci, Retchi Efridani Lubis Elfariyanti, Elfariyanti Elistus Liwaherilla, Niki Erlinda Simbolon Erni Astuti evawaty Evi Nurlaela Evita Fitri Anggraini Fadila Husnul Khatimah Fadli, Muh Farha, Nabilla Fitri Assy Farihen Fatika, Amelia Nur Fazlylawati, Ellyza Febi Andani Fenti Rahmadan Fery Salman Firidameka Koswara Firman Firman Fitri Ramadhani Pane Fitri Yanti Fitriani Fitriani, Ilma Fitriyani, Gita Gista Nur Mauliddya Gusmaini Halimatu Sa’diah Hamsiah, Andi Hana Pertiwi Hardi Santosa hardiana Hardiana Hardiana Harli, Kurnia HARMILAWATI Hartono, Rudi Harun Assidik Hasan Muchtar, Ibnu Helda, Hidayani Helni Atillah Heri Iswandi Heryadi, Adie Hesti Yulianti Hindarto, Djarot Hotmarida Silalahi Husni Thamrin Ilham Minggi Immawanti Indah K, Khamdiyah Indah Monalisa Intihani, Siti Nur Ishak, Andi Ismail Isnainatul Bayinah ISNAWATI Izatul Aspia Jack Sumampouw, Ruland Willy Jasruddin Daud Malago Jatmiko, Novi Satria Jayawarsa, A.A. Ketut Jubir Kamaruddin, Muhammad Junaid Kartika, Gunisya Kasma, Andi Sri Rahayu Kasma, Andi Yulia kasmudi Kasmudi Kifyah, Siti Mujaifatul Kurniasih, Khamdiyah Indah Kushartanto, Ahmad Ilham Larisman, Larisman Lidia Maghfirah Listyawati, Andayani Lubis, Ramiah M. A. Martawijaya M. Hanafi Maharani, Dewi Maisura Malina, Tanzilal Mariza Wijayanti Mariza Wijayanti Marwan Ramdhany Edy MASRIL Masthura, Syarifah Maulana, Iska Mayangsari, Riska Ma’rifatul Hikmah Meta Meysawati Meysawati, Meta Miftahul Zannah Miftakhul Jannah Mochamad Afroni Muh. Haslan Muhamad Irfan Affandi Muhammad Arif Tiro, Muhammad Arif Muhammad Asyraf Yazin Muhammad Ilham Suherman Muhammad Iqbal S Muhammad Kahfi Aulia Muhammad Wisnu Khumaidi Muhammad Yunus Muhammad Zaki Muslim Yusuf Muya Barida Nala Rachmatal Azza Nawangsari, Desy Nelsiani, Linda Nilakanti, Dwi Putri Norven Togatorop Novita Nurhidayah Nur Azizah Nur Habibah Nur Hayati Nur Hayati Nur Rahmah Nurbaya Nurmalia Zakaria Nurul Amna Nurul Mutmainnah Nurwahita Panji Novantara Panuntun, Muhammad Suryo Pipit Septi Fitriyanti Piranti, Siti Syafira Prasetyo, Dodi Eko Pratama. E, M. Arya Puspita, Retchi Putra, Thomas Adrino Putra, Yadi Rahmaniah Rajagukguk, Thetty Surienty Riana, Riska Iva Rifqatussa Diyah Rinaldi rinaldi Rini Afrianti Risha Febrianti Rita Desfitri, Rita Riyadi, Hidayat Sugeng Rizky Afnan Fadillah Roberto Kaban Robiatul Adawiyah Rangkuti Rohani Lubis Ronaldo, Leo Roskianiadin, Roskianiadin Roslinawati Ruliana Sabir, Arisman Salmin Wanimbo Sappeami, Sappeami Sari Ningsih Sari Wiyanti Setia Budi Setiajie Anugrah, Iwan Sharfina, Dirayati Shehah Safitri Sihombing, Dewi Khairani Silma Kaaffah Simatupang, Ervina Simatupang, Jihan Nadirah Sinaga, Andre Frianto Sinta Elviyanti Siregar, Siti Rahmi Siti Partini Suardiman Siti Umi Kulsum Sofwan Sofwan Sri Maya Indira Nst Sri Rahayu Puspita Sari Sri Ria Ranti St Muriati, St Suhanah sukmaranti, galuh Supriyadi, Muhammada Edy Surizar Rahmi Danur Surya Wijaya Susi Herawati Syahrani Syahriah Madjid Syam, Salmaini Syamsiar, Syamsiar Syamsul Bahri Syukriadi Syukron Ma’mun Trisudarmo, Ragel Utaminingsih, Eka Wafa, Khoirul Wahyu Nanda Eka Saputra Wisnu Khumaidi, Muhammad Wulandari Hasibuan, Lumita Wulandari, Gita Ayu Andhiani Yandy, Eza Yanti Murni Yoesuf, Juliani Paramitha Yola Febriani Br Purba Yuda, Fitra Yudha, Fitra Yuli Fitriyani Yuli Fitriyani Yulianto, Lili Dwi Yuliastuti, Nunung Yuni Dewi Safrida Yunisa, Hermy Yusri Wahyuni Zahra, Nabila Zarwinda, Irma Zipan Zulfikar Zumratul Meini