Abstract:Abstract: The technique of multiclass classification based on SVMs has been widely used. SVM optimization will be accomplished by examining the extraction features of Principal Component Analysis (PCA), Box-Cox Transformation,…
ation, and Recursive Feature Elimination (RFE). The dataset contains 13,611 rows and 17 variables, generated from the UCI repository's multiclass dry bean data. Barbunya, Bombay, Cal, Dermas, Horoz, Seker, and Sira are just a few of the dry bean kinds available. The dataset was tested using SVM Linear kernel and SVM Radial Basis.According to the results, the combination of scale-center-BoxCox-SVM Radial extraction achieves the maximum accuracy of 93.16 percent and the shortest processing time of 6.10 minutes. 96.00 percent, 100 percent, 96.71 percent, 95.16 percent, 97.60 percent, 97.74 percent, and 91.95 percent, according to bean class.RFE-SVM Radial has a 91.18 percent accuracy and a processing time of 6.55 minutes. BoxCox outperforms conventional techniques in terms of prediction accuracy while requiring less training time.
Keywords: Bean, PCA, BoxCox, SVM, RFE
Abstrak: Klasifikasi Multikelas menggunakan SVM telah banyak digunakan. Pada penelitian ini akan diuji fitur ekstraksi Principal Component Analysis, Box Cox Transformation dan fitur eliminisi Recursive Feature Elimination untuk mendapatkan optimasi SVM. Dataset berasal dari data multikelas kacang kering UCI repository dengan jumlah 13.611 baris dan 17 variabel. Kelas kacang kering yakni : Barbunya, Bombay, Cal, Dermas, Horoz, Seker dan Sira. Dataset diuji menggunakan kernel SVM Linier dan SVM Radial Basis. Didapatkan hasil, bahwa kombinasi fitur ekstraksi : scale-center-BoxCox-SVM Radial memiliki akurasi terbaik yakni 93,16% dan waktu proses 6,10 menit. Klasifikasi berdasarkan kelas kacang berturut-turut 96,00%,100%, 96,71%, 95,16%, 97,60%, 97,74% dan 91,95%. RFE- SVM Radial hanya memberikan akurasi sebesar 91,18 % dengan waktu proses sebesar 6.55 menit. Penggunaan BoxCox dibandingkan dengan lainnya, memberikan hasil prediksi lebih baik dan namun tidak mempercepat waktu pelatihan.
Kata kunci: BoxCox; Kacang; PCA; RFE; SVM
Abstract:Abstract: Religious tourism especeeially for Hajj and Umroh is increasingly in demand by the public. Auliya Tour & Travel, which is engaged in the travel agency, has diverse pilgrimage data so that the data collection is…
used to find new knowledge as a marketing strategy using Data Mining techniques. Data Mining is one of the KDD processes that has the function for grouping. K-Means Clustering is a data mining technique that aims to group data into a data subset. The grouping of data on Umroh pilgrims is conducted to find out the interest groups of pilgrims based on age. This study categorizes pilgrim data into three clusters, which are very popular, in high demand and less desirable. Attributes used in processing data include gender, age, and congregation package. Before the data calculation process is carried out, the data transformation process is carried out before data calculation process. Based on data calculations that have been done through the RapidMiner software, the members of the group were very interested, ranging in age from 56 to 83 years, interested groups ranging in age from 29 to 55 years and the group was less interested with an age range 2 to 22 years from 170 records.
Keywords: Clustering, Data Mining, K-Means, RapidMiner, Umroh.
Abstrak: Perjalanan wisata religi khususnya untuk ibadah haji dan umroh semakin diminati masyarakat. Auliya Tour & Travel yang bergerak pada bidang biro perjalanan memiliki data jamaah yang beragam sehingga kumpulan data tersebut dimanfaatkan untuk menemukan pengetahuan yang baru sebagai strategi pemasaran dengan menggunakan teknik Data Mining. Data Mining merupakan salah satu proses dari KDD yang fungsi salah satunya untuk pengelompokan. K-Means Clustering merupakan salah satu teknik Data Mining yang bertujuan untuk mengelompokkan data ke dalam subset data. Pengelompokan data jamaah umroh dilakukan bertujuan untuk mengetahui kelompok minat jamaah berdasarkan usia. Penelitian ini mengelompokkan data jamaah menjadi tiga cluster yaitu sangat diminati, diminati dan kurang diminati. Atribut yang digunakan dalam pengolahan data meliputi jenis kelamin, usia, dan paket jamaah. Sebelum proses perhitungan data dilakukan terlebih dahulu dilakukan proses transformasi data. Berdasarkan perhitungan data yang telah dilakukan melalui software RapidMiner diperoleh anggota kelompok sangat diminati dari rentang usia mulai 56 sampai 83 tahun, kelompok diminati dengan rentang usia mulai 29 sampai 55 tahun dan kelompok kurang diminati mulai usia 2 sampai 22 tahun dari 170 record.
Kata Kunci: Clustering, Data Mining, K-Means, RapidMiner, Umroh
Abstract:Kutai Kartanegara Regency, East Kalimantan Province, has long depended on coal mining and petroleum as its primary economic drivers. This dependence creates structural vulnerability to global commodity price fluctuations…
and long-term sustainability challenges. This article presents a systematic literature review examining tourism as an alternative sector for regional economic transformation in Kutai Kartanegara. Drawing on 15 peer-reviewed studies from 2016–2024, the review synthesizes evidence on: (1) the role of tourism-led growth and its multiplier effects on local economies; (2) community-based tourism (CBT) as an inclusive development model; (3) structural transformation theory as a framework for economic diversification; and (4) the specific potentials and constraints facing tourism development in resource-dependent regions. The review finds that tourism exhibits significant forward and backward economic linkages, stimulates SME growth and creative economy, and can meaningfully reduce reliance on extractive industries. Key barriers include infrastructure gaps, limited human resource capacity, and suboptimal governance coordination. The findings provide a theoretical and empirical foundation for the ongoing field research into tourism's transformative role in Kutai Kartanegara's regional economy.
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.
Abstract:This research aims to create teaching materials on energy conversion for fourth graders at SDN Cilangkap 08 Elementary School in Depok. The development of these materials uses the ADDIE model (Analysis, Design, Development,…
nt, Implementation, Evaluation). It started with analyzing the needs, studying the students, designing the product, developing the e-module, getting expert validation, and then testing the e-module on energy transformation. The results from the experts in media, language, and subject matter showed that the e-module using Heyzine flipbooks was valid for use, with an average percentage of 96%. In the testing phase, 32 students provided responses that were highly suitable for use, with an average percentage of 96%. Based on the research results, it can be concluded that the e-module learning material using Heyzine flipbooks on the topic of energy transformation developed in this study is proven to be valid, easy, and engaging for students to use, and highly suitable for study.
Abstract:The integration of digitalization and Management Information Systems (MIS) has profoundly enhanced human resource efficiency, service quality, and operational effectiveness at Klinik Pratama Bunda Sarini. This study explores…
ores the role of MIS in optimizing workforce management and improving patient-centered care, highlighting both its advantages and the challenges encountered during implementation. Researchers employed a qualitative case study approach, utilizing semi-structured interviews and document analysis to examine HR professionals' experiences with digital transformation. The findings indicate that MIS has streamlined administrative workflows, reduced clerical inefficiencies, and improved real-time data accessibility, facilitating faster decision-making and higher patient satisfaction. However, workforce resistance, digital literacy limitations, and data security concerns created obstacles in the transition process. Structured HR-led training programs and phased implementation strategies effectively addressed these challenges. The study underscores the importance of sustained investment in workforce development, cybersecurity measures, and digital infrastructure to support long-term healthcare digitalization. Future research should evaluate the long-term impact of digital adoption in small-scale healthcare institutions.
Abstract:This research aims to analyze Islamic education management in facing the Society 5.0 era, characterized by the integration of digital technology in social and educational life. Using a mixed-methods approach, this research…
ch collected quantitative data through surveys of 150 respondents from Islamic educational institutions and qualitative data through in-depth interviews with 15 school principals and pesantren administrators. The research results show that although technology has been adopted by most Islamic educational institutions, significant challenges arise related to infrastructure limitations, teachers' digital skills, and access disparities in various regions. Adaptive and technology-based leadership plays a crucial role in designing policies that support digital transformation in Islamic educational institutions. Moreover, the integration of Islamic values with technology has also proven to be important in maintaining the identity and morality of Islamic education. This research suggests the importance of intensive training for educators and equitable access to technology so that Islamic education management can be more responsive to social and technological changes, and capable of improving the quality of education in the future.
Abstract:This research aims to examine the transformation of Islamic education management in the digital era and its implications for the quality of learning, with a focus on the innovation of technology use in teaching and administration.…
istration. This research uses a descriptive qualitative approach, collecting data through interviews, observations, and documentation in several Islamic educational institutions that have implemented digital technology. Research results reveal that the adoption of technology such as Learning Management Systems (LMS), e-learning platforms, and administrative digitization has improved the effectiveness of the learning process and the efficiency of school management. The findings also indicate that this transformation brings significant changes to the organizational culture, creating higher transparency and accountability in the management of educational institutions. The novelty of this research lies in the comprehensive analysis of the challenges and strategies faced by Islamic educational institutions in aligning technological advancements with traditional values, as well as the emphasis on the importance of continuous training for educators to enhance technological competence. Nevertheless, there are still obstacles such as limited infrastructure and a lack of digital literacy among educators. This research concludes that digital transformation in Islamic educational institutions offers great potential in improving the quality of education, provided it is accompanied by the enhancement of educators' capacities and equitable access to technology
Abstract:This service focuses on MSMEs in Sei Simpang Dua Village, Kampar Regency, Kampar Kiri Hilir District, Riau Province. The purpose of this service is to meet customer needs and make it easier for MSME (Micro, Small and Medium…
ium Enterprises) players to disseminate information related to products in the village, as well as support government programs, namely smart villages and be able to face the Industrial Revolution 4.0, namely the importance of digital transformation with a vision towards village digitalization. This service method includes observation, training, monitoring and evaluation. So that the results of this service are in the form of utilizing e-commerce applications that have been built for the village of sei simpang dua with 3 menus including the home menu, product menu and basket menu. The home menu contains general information, the product menu displays all products from the village of sei simpang dua and the basket menu displays the number of items and the total shopping price.
Abstract:This study aims to analyze the transformational leadership of the motivation of village apparatus work at the Asembagus village office. Transformational leadership is a leadership concept that focuses on developing and empowering…
mpowering subordinates through inspirational vision, high motivation and the establishment of interpersonal relationships. This research method uses qualitative techniques with data collection techniques through observation and interviews with village officials and village heads at the Asembagus village office. This type of research uses qualitative descriptive research because it collects information about the status of an existing problem. By using qualitative descriptive, it aims to better understand the problem more deeply. The results of this study show that transformational leadership has an influence on increasing the motivation of village officials at the Asembagus village office.