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Showing 170 articles found for "Patterns"

PENERAPAN DATA MINING MENGGUNAKAN METODE ASSICIATION RULE DENGAN ALGORITMA APRIORI UNTUK ANALISA POLA PENJUALAN BARANG

Apridonal M, Yori, Choiriah, Wirdah, Akmal, Akmal
Abstract: Abstract: Fantasy Kids is a children's clothing distribution in the Bangkinang area, Kampar Regency, Riau. In its operations, distros sell their products to the general public, including the sale of children's shirts, children's… ildren's shirts, jackets or children's sweaters which are usually sold in other distros. These distributions carry out product updates at certain events. Data Mining is the development or discovery of new information by looking for certain patterns or rules of a large amount of data expected to overcome these conditions. The method that will be used in the construction of this application is the Association Rule method with the Apriori Algorithm. Association Rule method is a procedure to find relationships between items in a specified data set. In determining a Association Rule, there is a measure of trust obtained from the results of processing data with certain calculations. Apriori Algorithm is an alternative Algorithm that can be used to determine the frequent itemset in a data set.   Keywords : Data Mining, Algoritma, Apriori, Association Rule, Sales, Distro     Abstrak: Fantasy Kids merupakan sebuah distro baju anak-anak di kawasan Bangkinang, Kabupaten Kampar, Riau. Dalam operasionalnya, distro menjual produknya kepada masyarakat umum meliputi penjualan kaos anak, kemeja anak, bag, jaket atau sweater anak yang biasa dijual di distro-distro lainnya. Distro ini melakukan pembaruan produk pada event tertentu. Data Mining merupakan pegembangan atau penemuan informasi baru dengan mencari pola atau aturan tertentu dari sejumlah data dalam jumlah besar diharapkan dapat mengatasi kondisi tersebut. Metode yang akan digunakan dalam pembangunan aplikasi ini adalah metode Association Rule dengan Algoritma Apriori. Metode Association Rule adalah suatu prosedur untuk mencari hubungan antara item dalam suatu kumpulan data yang ditentukan. Dalam menentukan suatu Association Rule, terdapat suatu ukuran kepercayaan yang di dapatkan dari hasil pengolahan data dengan perhitungan tertentu. Algoritma Apriori merupakan salah satu alternatif Algoritma yang dapat digunakan untuk menentukan himpunan data yang paling sering muncul (frequent itemset) dalam suatu kumpulan data.   Kata kunci: Data Mining, Algoritma, Apriori, Association Rule, Penjuaan, Distro

IMPLEMENTASI DATA MINING DALAM ANALISA POLA PEMINJAMAN BUKU DI PERPUSTAKAAN MENGGUNAKAN METODE ASSOCIATION RULE

Kurniawan, Edi
Abstract: Abstract: The library is one of the most important means to add insight and knowledge to everyone. In general, borrowing transaction data books that exist in a library are only left to accumulate by the library in the database… tabase without any utilization or further processing of the data that has long been stored. By utilizing the Data Mining technique using association rules with FP-Growth, these data will be very useful. Because from the data lending books to the library, new information can be gleaned about what books are often borrowed and know the pattern of relationships between books that have been borrowed together so that later it can be used to compile books in accordance with the existing borrowing patterns so that they can facilitate library visitors in the process of finding books.  Keywords: Data Mining, Association Rule, FP-Growth, Library   Abstrak: Perpustakaan merupakan salah satu sarana yang sangat penting untuk menambah wawasan dan keilmuan setiap orang. Pada umumnya data transaksi peminjaman buku yang ada pada sebuah perpustakaan hanya dibiarkan saja menumpuk oleh pihak perpustakaan di dalam database tanpa ada pemanfaatan atau pengolahan lebih lanjut dari data-data yang telah lama tersimpan tersebut. Dengan melakukan pemanfaatan menggunakan Teknik Data Mining metode association rules dengan FP-Growth, data-data tersebut akan jadi sangat bermanfaat. Karena dari data peminjaman buku pada perpustakaan tersebut dapat diggali informasi baru tentang buku-buku apa yang sering dipinjam dan mengetahui pola hubungan antara buku yang telah dipinjam secara bersama-sama sehingga nantinya dapat dimanfaatkan untuk melakukan penyusunan buku sesuai dengan pola peminjaman buku yang ada sehingga dapat mempermudah para pengunjung perpustakaan dalam proses pencarian buku.   Kata Kunci : Data Mining, Asociation Rule, FP-Growth, Perpustakaan

The Transition from Conventional Constitutions to Digital Law: Constitutional Law Challenges in the Age of Artificial Intelligence

Septia, Sya’baniatie Ninda
Abstract: The rapid advancement of digital technology and artificial intelligence (AI) in the twenty-first century has fundamentally transformed the structure of modern constitutional governance. Digitalization has reshaped the interactions… teractions between governments and citizens, altered the patterns of political participation, and presented major challenges to constitutional principles. This study aims to analyze the implications of technological development for constitutional law and propose the concept of a digital constitution as an adaptive framework in the AI era. This study employs a normative legal method, using both conceptual and statutory approaches. Legal materials consist of primary, secondary, and tertiary sources, which are analyzed qualitatively and descriptively. The findings reveal that, while digital transformation enhances governmental efficiency and public transparency, it also generates serious risks, including data misuse, digital surveillance, and political disinformation. These dynamics demand a reinterpretation of constitutional norms to protect citizens' digital rights in cyberspace. The concept of a digital constitution is proposed as a normative response that integrates digital rights into constitutional rights and reaffirms the principle of the rule of law within technological governance. To achieve a democratic and just constitutional order, it is crucial to strengthen regulatory frameworks, ensure algorithmic accountability, and foster collaboration among state institutions, civil society, and the private sector. Ultimately, constitutional law must evolve into an adaptive, transparent, and fair system that can address the profound challenges of the digital and AI-driven era.

Application Of Neuroplasticity Principles In Primary School Learning : Analysis Of Instruments And Interviews With Teachers At Dharma Putra Primary School

Anwar Marasabesy, Asep Supena
Abstract: This study aims to examine in depth the application of neuroplasticity principles in learning at elementary schools, focusing on the teaching practices of five teachers at SDS Dharma Putra. Neuroplasticity, as a core concept… cept in neuroscientific learning, describes the brain's ability to form, strengthen, or modify neural networks through experience, repetition, meaningful activities, and students' emotional involvement. Given the characteristics of elementary school students who are at a stage of cognitive development that is highly responsive to learning environment stimulation, a study of the application of neuroplasticity by teachers is important to ensure that the learning process is in line with the brain's working mechanisms.This study used a neuropsychological instrument measuring the dimensions of neuroplasticity to assess four main indicators, namely repetition & practice, dedicated time for review, use of interactive activities, and contextual learning that connects the material to students' real experiences. The data was reinforced through in-depth interviews and thematic analysis of the learning strategies applied by each teacher. The results showed variations in application between teachers. Some teachers showed strong implementation in interactive activities and contextual learning (score of 5), while structured repetition showed lower consistency (score of 3). The interview findings reinforced the instrument results by showing patterns of strategies such as the use of inspirational stories, educational games, quizzes with prizes, conveying the benefits of learning, and scaffolding through easy material as a starting point. This study concludes that the application of neuroplasticity principles is present in teachers' teaching practices, although the level of depth and routine still needs to be strengthened. The theoretical implication confirms that learning that integrates positive emotions, collaborative activities, planned repetition, and contextualization of material has the potential to have a significant impact on the formation of students' neural networks. Practically, this study provides recommendations for strengthening neuroscientific learning-based instructional design as an effort to optimize the learning process of elementary school students.

Analysis Of The Contribution Of Education Based On Emotional And Spiritual Intelligence In The Digital Era In Indonesia

Retno Anggraini, Sitti Hasnah, Rinovian R, Ai Siti Nurmiati, Idris Idris
Abstract: This research aims to analyze the contribution of education based on emotional intelligence (EQ) and spiritual (SQ) in facing the challenges of the digital era in Indonesia. The focus of the research is to understand how… an educational approach that integrates EQ and SQ can help students develop relevant skills amidst rapid technological developments and social change. The research method used was qualitative with a literature study approach. The data obtained was analyzed thematically to identify patterns and impacts of the application of EQ and SQ in the context of digital education. The research results show that EQ and SQ-based education plays an important role in forming strong and adaptive student characters in the digital era. The integration of EQ helps students manage emotions, increase empathy, and build positive social relationships, while SQ strengthens spiritual values ​​that encourage the formation of responsible and ethical attitudes. This combination not only helps students deal with digital distractions, but also improves collaboration and creativity skills. Thus, EQ and SQ-based education is considered an effective solution for creating a generation that is not only intellectually intelligent, but also has the emotional and spiritual maturity needed to compete in the digital era.

The Physical Spatial Development of Tiakur City, Moa Island, Maluku Province, Indonesia

Rakuasa, Heinrich, Reinhard Nolly Limba, Stewart Pertuack, Arda Fadhli Romadhon, Raihan Rabbani
Abstract: Tiakur City, the capital of Southwest Maluku Regency, has undergone significant physical development between 2015 and 2025, driven by population growth and economic activities. This study employs a quantitative approach… using remote sensing technology with PlanetScope satellite imagery to analyze land cover changes. The analysis reveals an increase in built-up land area from 171.29 hectares (7.31%) in 2015 to 395.66 hectares (16.89%) in 2025, while non-built-up land experienced a decline. These findings indicate a rapid development rate and highlight the importance of sustainable spatial planning. In conclusion, understanding the patterns and intensity of land cover changes in Tiakur City is crucial for evaluating spatial planning policies and improving infrastructure development planning for the future.

Adapting And Resilient: How Indonesian Consumers Navigate E-Commerce Restrictions In The Post-Pandemic Retail Industry

Purnomo, Hery, M. Arfani, Shadiq, Teuku Fajar, Brumadyadisty, Garry, Asnawi, Anita
Abstract: This research aims to examine changes in consumer attitudes and purchasing power in the Indonesian market after the pandemic, with a focus on the impact of restrictions on online sales via social media. The COVID-19 pandemic… emic has significantly changed consumer behavior, triggering a shift from conventional transactions to online platforms. However, online sales restrictions implemented by the Indonesian government raise questions about how consumers will respond and adapt to these changes. This research uses qualitative research methods, namely by describing systematically by conducting literature reviews about post-pandemic consumer behavior, and the impact of social media on purchasing decisions, surveys or questionnaires, and in-depth interviews with consumers to understand attitudes, and their experiences regarding online shopping on social media during the post-pandemic period. The research results reveal that restrictions on online sales via social media influence consumers' attitudes towards online shopping, forcing them to look for other alternatives or change purchasing preferences. Apart from that, these restrictions also have an impact on consumer purchasing power and consumption patterns. This analysis describes post-pandemic market dynamics in Indonesia, where e-commerce companies and business people have to adapt to changes in consumer behavior. Policy implications for the government and marketing strategies for business people are also discussed in the research providing an in-depth look at how to optimize market potential in Indonesia. amid restrictions on online sales. This research aids in comprehending the ongoing alterations in the Indonesian consumer market post-pandemic, thereby guiding government, companies, and other business entities in decision-making processes.

Kedudukan Hadist Sebagai Dasar Pendidikan Islam

Ramadhanul Ikhsan, Cisia Padila, Erman, Radhiatul Hasnah
Abstract: The importance of Islamic education in the lives of all individuals cannot be ignored. Education is considered an important means to achieve life goals, both in happiness in this world and the hereafter. One of the basics… s of Islamic education that is used as a reference is the hadith. In this article, researchers present the important role of hadith in the context of Islamic education. The research uses the literature study research method, which involves a series of activities that focus on collecting data from literature studies. The research uses books about hadith as the main data source, this process includes reading, recording and managing the necessary data. In data analysis, researchers apply a qualitative approach, namely efforts to organize and sort data. The goal is to create manageable units of data, implement systematic methods, look for patterns, and ultimately identify important things worth studying. The final stage involves the decision to share the research results with others, conveying the findings that have been discovered during the research process. The research results show that the position of hadith in Islamic education has similarities with the Koran as the main reference, but the two also have differences. Even though the Qur'an is considered a global revelation that requires interpretation, hadith have an important role in providing explanations of the concepts contained in the Qur'an, including in the educational context. Hadith also serve as examples and guidelines for individuals in living their lives according to Islamic teachings.

Shibotik: Inovasi Kreatif Teknik Pewarnaan Kain Batik (Studi Kasus Industri Kerajinan Batik Komar)

Dipodiwiryo, Rafi Arlei
Abstract: This research aims to explore innovation in batik coloring techniques through the collaboration of conventional wax and stamp methods with Shibori resist dyeing, known as Shibotik. Conducted at Batik Komar, the qualitative… ve approach employed involved participant observation and in-depth interviews. Over a five-month period, the researcher actively engaged in activities at the batik house, observing production processes, interacting with craftsmen, and creating works using Shibotik coloring techniques. The findings reveal that Batik Komar successfully developed Shibotik as an innovative form of textile art. By combining six basic Shibori dyeing techniques—Arashi, Itajime, Kanoko, Kumo, Miura, and Nui—they created new patterns that blend the clarity of traditional batik motifs with the unpredictable edges of Shibori motifs. This collaboration not only produces beautiful and narrative fabrics but also has a positive impact on the community. The increased interest in Shibori, particularly among young entrepreneurs, creates economic opportunities and new jobs. However, suggestions for further research highlight the creative potential of coloring techniques and their economic and cultural impact, particularly on Indonesia's cultural heritage. The study also outlines practical implications, such as enhancing education and training opportunities in batik and Shibori techniques at the local level. Additionally, the emphasis on sustainability suggests investigating the application of Shibori techniques with environmentally friendly principles. In conclusion, Shibotik contributes not only to preserving Indonesia's batik heritage but also opens new potentials in the creative industry. Its novelty lies in cross-cultural collaboration and the creative utilization of coloring techniques, presenting new opportunities for textile art development. The implications can guide further research in the contexts of education and the sustainability of traditional arts.

An Analysis of Denotative and Connotative Meaning in Students’ Utterances in the Campus Environment

Moria Afriani Stefani Silaban, Bernieke Anggita Ristia Damanik
Abstract: This research is designed to examine how students use both denotative and connotative meanings in their everyday utterances within the campus environment. In daily communication, students do not rely solely on literal meanings;… anings; instead, their language often conveys implied messages shaped by context, cultural background, and patterns of social interaction. To explore this phenomenon, the study applies a qualitative descriptive approach, focusing on naturally occurring conversations among students in various campus settings. Data were collected through careful observation and documentation of students’ spoken interactions, allowing for an in-depth understanding of how meaning is constructed in real-life situations. The results indicate that students actively employ both denotative and connotative meanings in their speech. However, connotative meanings appear more dominant, particularly in informal contexts such as casual conversations with peers. This tendency highlights the role of language as a flexible and dynamic tool for expression. Furthermore, the frequent use of connotative language demonstrates students’ creativity in conveying ideas, emotions, and attitudes. It also reflects how language functions as a marker of social identity, helping students build relationships and express group belonging within the academic community.