Ensemble-based model to investigate factors influencing road crash fatality for imbalanced data by Nazmus Sakib, Tonmoy Paul, Nafis Anwari, Md. Hadiuzzaman

“…To handle data imbalance, eight resampling methods were employed, including SMOTE, Random Under-sampling (RUS), Random Over-sampling (ROS), ADASYN, Tomek Links, Near Miss, SMOTETomek, and SMOTEENN. …”
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Comparisons between Resampling Techniques in Linear Regression: A Simulation Study by Anwar Fitrianto, Punitha Linganathan

“…Is was found that residual bootstrap works well in estimating the parameter in the small sample. At the same time, it is suggested to use Jackknife when the sample size is big because Jackknife is more accessible to apply than residual bootstrap and Jackknife works well when the sample size is big.…”
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WORK-LIFE BALANCE OF JEMBER UNIVERSITY LECTURERS by Ainul Qismatil Katsiiroh, Anita Dewi Prahastuti Sujoso

“…The population for this research was 376 Jember University lecturers who were actively teaching. 128 respondents were taken as the sample. Sample selection in the research used a proportional random sampling technique and used the contingency coefficient and Chi-square statistical test. …”
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HUBUNGAN ANTARA MINAT MEMBACA DENGAN KETERAMPILAN MENULIS CERITA PENDEK SISWA KELAS V SD GUGUS VII MENGWI TAHUN AJARAN 2017/2018 by Dewa Ayu Putri Pratiwi

“…The population of this research was the entire 5th grade elementary students in Gugus VII Mengwi academic year 2017/2018 which amounted to 186 students. Sample determinated using proportional random sampling technique with 5% error rate so that the number of samples obtained from the population was 123 students. …”
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Risk Factors for Type 2 Diabetes Mellitus in Women of Childbearing Age at Unaaha Public Health Center, Konawe Regency by Erwin Azizi Jayadipraja, Muh Natsir, Timbul Supodo, Komang Ayi Sukma

“…The population is all women of childbearing age who as 378 people. The case sample is women of childbearing age who suffer from DM as many as 62 people taken by simple random sampling technique and the control sample is women of childbearing age who does not suffer from DM as many as 62 people taken by matching technique. …”
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Heterogeneity in internal medicine chief residency selection processes and role preparation: an opportunity for improvement by Benjamin L. H. Jones, Lenny López, Megha Garg

“…As there is no publicly available national database of CRs, it was not possible to calculate a total number of eligible participants or select a random sample. Therefore, we employed snowball sampling as well as the Association of Program Directors in Internal Medicine listserv. …”
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A feasibility study of the cooperation between Libraries, Museums and Documentation Center of Astan Quds Razavi and school libraries in meeting information needs: a case study of s... by Javad Janalizadeh, Najmeh Seyyeddokht

“…The statistical population includes employees who are engaged in the librarianship profession in central library of Astan Quds Razavi and 16 libraries affiliated with this organization in Mashhad. Sampling was carried out using a stratified random method and 194 people were selected as sample population. …”
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Analysis and spatial mapping of antimicrobial prescription completeness and legibility in a public community pharmacy by Friedemann BERGER, Fabrícia Benda OLIVEIRA, Sérgio Henriques SARAIVA, Ariadne Marra SOUZA, Carlos Henrique OLIVEIRA, Larissa COUTO-ROSA, Genival Araujo SANTOS-JÚNIOR

“…Methods The antimicrobial prescriptions retained at the Community Pharmacy in the municipality of Alegre, from March 2018 to February 2019, underwent a simple random sampling process to obtain the sample for analysis. …”
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The Effect of Digital Literacy, Soft Skills, and Learning Motivation on Student Learning Achievement by Uli Aznikhah, Suci Fitriyani, Edy Hartono

“…The research population was all students of the Faculty of Economics in the 2024-2025 academic year. The sample used was 100 students, selected through a stratified random sampling technique proportionally to obtain a balanced representation. …”
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Prevalence of Alcohol Consumption among University Students in Baghdad: A Cross-section survey from Iraq by Rawa Jaafar Kadhim Al-Ameri, Husham J. Abd Al-Badri, Riyadh K Lafta

“…A semi-structured questionnaire form used to collect the data from 1435 university students. The sample selected by multistage random sampling technique with probability proportion to size. …”
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Healthcare and economic burden of adverse childhood experiences in Lahore, Pakistan by Rehan Shakeel, Muhammed Navid Tahir, Nauman Ali Ch, Assia Riaz

“…A cross-sectional study was conducted and the sample was collected using a stratified random sampling method. …”
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Explanation of the planning of elderly-friendly urban spaces, a case study: Hezar Jarib neighborhood by Setareh Nekooei, Hamid Saberi

“…The statistical population of the research is the citizens of 60 years and older of Hazarjarib neighborhood of Isfahan; For this purpose, the sample size was determined through random sampling and using Cochran's formula, and 346 questionnaires were provided to the citizens. …”
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Impact of Brand Origin Country Perception on Brand Equity among Sports Products Consumers by Davood Nasr Esfahani, hengameh shams

“…Since the number of participants in the statistical population was not known at the time of the study, 423 people were selected as the sample by stratified random sampling method based on geography. …”
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PENGARUH MODEL PEMBELAJARAN TEAM ASSISTED INDIVIDUALIZATION BERBASIS PENILAIAN KINERJA TERHADAP KOMPETENSI PENGETAHUAN MATEMATIKA SISWA KELAS V SD GUGUS II KUTA UTARA TAHUN PELA... by Ni Luh Nita Suci Widiasih

“…The population in this research is all class V elementary school Gugus II Kuta Utara in the academic years 2017/2018 as many as 334 students. Research sample is determined by random sampling technique. …”
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The La carga de las mochilas provoca trastornos posturales en alumnos de primaria by Hasbiah Hasbiah, Hendrik Hendrik, Melvi S. Tandi, Supartina Hakim, Andi Halimah, Arpandjam’an Arpandjam’an

“…The samples were gathered using simple random sampling. …”
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Investigating the Effective Factors on Qualitative Promotion of Science and Research Development in Higher Education by jalal Mohammadi, Afsaneh Zamani Moghadam, Ali Taghipour Zahir, Mostafa Ejtehadi

“…The statistical population of the study included all faculty members of Islamic Azad University, Sanandaj and Kermanshah branches (298 people), of which 222 people were selected as the sample size using simple random sampling method. A researcher-made questionnaire was used to collect data. …”
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PENGETAHUAN DAN SIKAP MASYARAKAT MEMBUANG AIR LIMBAH RUMAH TANGGA DAN KETERSEDIAAN SALURAN PEMBUANGAN AIR LIMBAH (SPAL) DI DESA TANJUNGBERLIAN BARAT, KARIMUN KEPULAUAN RIAU by Kholilah Samosir, Asih Wulansari, Mutia Yuhesti

“…Research data collection using questionnaire sheets and checklist sheets, the sample used in this study amounted to 88 respondents, the determination of the sample using proportional random sampling technique. …”
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The Influence of Kahoot Application on Students’ Grammar Achievement in Senior High School by Ursya Tiara Khawas, Endang Mastuti Rahayu, Eliasanti Agustina

“…Cluster random sampling was employed to generate the experimental and control groups. …”
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KORELASI ANTARA KECERDASAN LINGUISTIK DENGAN KOMPETENSI PENGETAHUAN BAHASA INDONESIA SISWA KELAS V SD GUGUS I GUSTI NGURAH RAI DENPASAR BARAT TAHUN PELAJARAN 2017/2018 by Ayu Bintang Christina Dewi

“…Research populations were all students Grade V in Elementary School Gugus I Gusti Ngurah Rai Denpasar Barat academic period 2017/2018 which has population over 533 students. Sample was determined by proportional technique random sampling with the level of signification 5% and the number of sample gained from the populations were 218 students. …”
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Organizational Culture Model among Clinical Staff of Ministry of Health and Medical Education: A Validation Study by Raheleh Safi Khani, Mohammad Hasan Pardakhtchi, Esmaeil Kavousy, Gholamali Ahmadi

“…The statistical population encompassed all nursing professionals employed across 19 public hospitals affiliated with the University of Medical Sciences and Health Services within Tehran province, amounting to a total of 3200 individuals in 2021. The sample was derived through a method of random sampling. …”
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