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Showing 193 articles found for "Pattern"

Implementasi Algoritma K-Means Clustering untuk Mengelompokkan Siswa Berdasarkan Nilai sebagai Evaluasi Pembelajaran

Jihan Aulia Putri Fahdrina, Eva Lestari, Dila Sari
Abstract: Academic achievement is a measure of students' learning outcomes, encompassing aspects of knowledge and skills. Academic performance serves as a crucial indicator in evaluating students' learning progress. MAS Al-Wasliyah… h Petatal is committed to providing quality education but still faces limitations in applying technology to evaluate student learning. The current evaluation process relies on teachers' subjective assessments, which restricts the information about students' progress. Therefore, the implementation of machine learning is proposed as a solution to enhance objectivity in student learning evaluation through more effective data processing. The method used is the K-Means Clustering algorithm, which can group or classify data based on specific patterns. This study aims to evaluate the extent to which machine learning can process student learning evaluation data through the analysis results obtained from the clustering process, which are then used as benchmarks to improve the evaluation system and provide feedback for students needing improvement in their academic performance. The data used comprises students' grades from the odd semester of the 2024/2025 academic year, with a total of 210 data points. The clustering results produced three clusters: the "good" cluster with 60 students, the "average" cluster with 99 students, and the "low" cluster with 51 students.

Pemanfaatan K-Means Clustering untuk Optimalisasi Penjualan Produk Roti Berdasarkan Data Penjualan Harian

Irwan, Adi Panca Pamungkas, Wiwin Handoko
Abstract: Bread product sales have become an important aspect of the bakery business, influenced by fluctuations in demand that are not easily predictable. Efficient sales management requires a deep understanding of sales patterns.… . This study aims to optimize bread product sales by using the K-Means Clustering algorithm to analyze daily sales performance at Toko Roti Amin. The data used includes sales volume and transaction frequency for bread products, consisting of 356 data points. The results show that the bread products can be grouped into three clusters: 129 data in the “Good Sales” cluster, 28 data in the “Moderate Sales” cluster, and 199 data in the “Low Sales” cluster. These findings assist bakery owners in managing stock, production planning, and more targeted marketing strategies. Although there are limitations in using K-Means Clustering, such as dependence on the initial centroid selection, this study proves that applying this technique can enhance inventory management and maximize profit in the bakery business.

Penerapan Metode K-Means untuk Mengklasifikasikan Penjualan Produk Olahraga Pada Toko Wan Toys & Sport

Marta Riama Uli Aritonang, Mhd. Anugrah Pramana, Putri Anggraini Dwiyanti
Abstract: Technological advances support digital transformation in sales data management. Wan Toys & Sport stores face difficulty understanding sales patterns, such as the highest sales months and most popular products. This research… rch uses the K-Means clustering method with the CRISP-DM approach to group sports products based on their sales level. The analysis results show that this method is able to divide products into three categories: high, medium and low, thus providing strategic insight for stock management and marketing. Products with high sales are prioritized for stock, while products with low sales are targeted for promotion. This method effectively supports operational efficiency and data-based decision making at Wan Toys & Sport stores.  

Analisis K-Means dalam Segmentasi Pasar Penggunaan Handphone di Lingkungan Mahasiswa STMIK Royal

Febriyanti, Ade, Bancin, Putri Vina, Amanda, Siska
Abstract: The use of smartphones in Indonesia has been steadily increasing each year. In the era of the Fourth Industrial Revolution, smartphones have become a lucrative business sector, leading to intense market competition. Consequently,… equently, smartphone companies must pay closer attention to the market segmentation desired by consumers. Data mining is the process of discovering significant relationships and patterns by analyzing large datasets using statistical and mathematical techniques. This study aims to identify and analyze the market segments of Android smartphone users among students at STMIK Royal. The data used in this research were collected from 122 student respondents. The study employs clustering using the K-means algorithm. The resulting data modeling will categorize market segments into several clusters. This segmentation yields three clusters: Cluster 1 (features), consisting of 36 respondents who prioritize price, battery, camera, and warranty; Cluster 2 (product), with 49 respondents who value all attributes except warranty; and Cluster 3 (superiority), comprising 37 respondents who prioritize camera, brand, and RAM.

Implementation Of Character Education Through The Implementation Of 5S Culture In Students At State Elementary School 232 Dampang

Uswatun Hasanah, Dyan Paramitha Darmayanti
Abstract: This anthropological study examines the implementation of the 5S culture (Senyum, Sapa, Salam, Sopan, Santun) as a mechanism for character education at State Elementary School 232 Dampang. Utilizing a qualitative ethnographic… aphic approach, this research investigates how daily cultural practices shape the moral values and behavioral patterns of students within the school ecosystem. Data were gathered through participant observation, in-depth interviews with teachers and students, and document analysis. The findings reveal that the 5S culture functions as a vital enculturation process, transforming abstract moral values into lived, daily habits. Teachers act as primary cultural models, fostering a respectful social environment. However, challenges persist, such as the social dissonance between the school's structured discipline and the students' varied external home environments. Ultimately, this study demonstrates that embedding repetitive cultural rituals within educational institutions effectively instills core values of empathy, respect, and social harmony, providing a sustainable model for early childhood character development.

Strategy for Improving the Quality of Public Services at the Buton Regency Population and Civil Registration Service

Nurdin
Abstract: The main problems that are the focus of this research are: (1) What strategies to improve the quality of public services are carried out by the Population and Civil Registration Service of Buton Regency? (2) What factors… influence the quality of public services at the Buton Regency Population and Civil Registration Service? The research location is the Population and Civil Registration Service of Buton Regency. This research uses a qualitative descriptive approach, the sampling technique uses Purposive Sampling with primary data from in-depth interviews supported by documentary data and field observations. The data analysis technique uses qualitative analysis, namely an interactive analysis model through data reduction, data presentation and drawing conclusions. From the research results, it was concluded that the strategy implemented by the Buton Regency Population and Civil Registration Service has generally worked well, although it has not been fully implemented, this has been felt by the community. The failure to implement this strategy optimally is caused by a lack of communication between authorities, because there are no local government regulations that clearly regulate communication patterns between authorities.

Pemahaman Kontekstual terhadap Al-Qur’an dan Hadist dalam Kehidupan Mahasiswa

Jimi Harianto, Shela Imelda, Marsha Aulia Azzahra
Abstract: This study aims to explore the construction of students’ contextual understanding of the Qur’anic and Hadith texts and their relevance in addressing the challenges of modern life. The research is motivated by the persistence… sistence of a textual-normative learning paradigm in Islamic-based teacher education institutions, which risks creating a dichotomy between the authority of sacred texts and the dynamics of contemporary issues. Specifically, this study analyzes the development of critical and reflective thinking competencies among students of the PGSD Program at the private higher education institution STKIP Al Islam Tunas Bangsa in interpreting and actualizing the messages of the Qur’an and Hadith in relation to contemporary social issues. The method employed is Classroom Action Research conducted in two cycles, each consisting of the stages of planning, implementation of contextual learning actions, participant observation, and critical reflection. Data were collected through structured observations of classroom discussion dynamics, in-depth analysis of students’ reflective journals, and evaluation of case analysis projects, which were subsequently processed using thematic analysis. The findings reveal a significant transformation in students’ patterns of religious understanding, shifting from a literal approach toward analytical-contextual competence, as evidenced by their ability to relate religious textual messages to current issues such as digital media ethics, social justice, and environmental sustainability. The implications of this study underscore the urgent need to internalize a contextual approach within the Islamic Religious Education curriculum in private higher education institutions in order to build religious literacy that is applicable and adaptive to the changing times.

Phonological Addition and Deletion of Loan Words Used in Indonesian

Abdurrahim, Abdul Rahman, Bustani
Abstract: This study explores the phonological transformations that occur when foreign words, particularly English, are adopted into Indonesian. Employing a descriptive method, the research systematically examines how these words… undergo changes and how their phonemes are altered during the adoption process. Using a linguistic approach combined with simple descriptive analysis, the study successfully analyzed a variety of borrowed words to uncover patterns in their phonological adaptation. The findings reveal that the adoption process often involves phonological addition, deletion, or retention of specific phonemes. Some phonemes remain constant, preserving their original sound, while others are either added or omitted to align with Indonesian phonological rules and linguistic norms. Notably, the study identifies and formulates about sixteen distinct patterns of phonological addition and deletion that regularly occur during this process. These patterns highlight the systematic nature of language adaptation, demonstrating how linguistic structures accommodate borrowed words to fit the phonological and phonetic framework of the target language. This research contributes valuable insights into the dynamic interaction between languages, particularly the way phonological structures are modified to ensure compatibility and ease of use in a new linguistic environment. These findings provide a foundational understanding of word adoption mechanics, enriching linguistic studies on loanwords and their impact on language evolution, particularly in Indonesian. The established formulas offer a structured perspective for further research in phonological adaptation and cross-linguistic influence.

Landasan Sosiologi Pendidikan Kristen dan Pengaruhnya pada Pendidikan Kristen Modern

Martha Bela Wawo
Abstract: Christian education not only provides religious knowledge but also builds character and unites communities. Therefore, education must be built with a deep conceptual sistematics to understand the complex relationship between… ween religion, society, and education which will be based on the foundation of the sociology of Christian education one of which is by understanding the sociology of education. The sociological foundation of education is very important because it can maintain the values of the Christian faith in education while overcoming global challenges and technological advances in the midst of today's modern world. The sociology of Christian education is a solid and strong foundation to respond to changing times without losing the values or core identity of the Christian faith. The sociology of Christian education will maintain how the values and principles of the truth of the Christian faith are related to the way believers live their lives. It is intended to assist each believer in carrying out his or her calling in the world and help reach souls for Christ. Therefore, it is expected that Christian education must continue to adapt to the changing times by maintaining the principles and values of Christian teaching. This study aims to contribute to Christian Education teachers in facing various challenges as a result of rapid technological development. Sociology of Education plays an important role in modern Christian education in order to understand social dynamics, build character, and build a strong community. by maintaining Christian values that pattern and give meaning to each stage of education, without reducing moral values. Therefore, it is expected for Christian education to adapt to the changing times while maintaining the principles and values of Christian teachings.

Lingual Syncretism: Language Features on the Relationship between Tradition and Religion in “Motolobalango” Coronation

Haris Danial, Muhammad Rayyan Kufri
Abstract: In various regions, we often find marriage processions that are guided by customary and Islamic laws that apply as ancestral heritage. Unfortunately, the pattern of syncretism between custom and Islam in marriage is rarely… ly known by society in general. The aim of this research is to describe lingual syncretism in the Motolobalango tradition in Gorontalo. This research is oriented towards qualitative descriptive methods. The results of the research show that the syncretism of Motolobalango marriage customs is indicated in two forms, namely verbal language which appears in five representations of tuja'I speech acts in the form of: greeting, asking for permission, inviting, praising, requesting, and making non-verbal promises to cultural attributes in the form of aato dalalo, tonggu permata, pata potolongito, and yila-yilapito.