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: Along with the development of information technology, the way people listen to music also changed with the emergence of many music streaming applications. The user experience of an application plays an important…
t role in attracting and retaining application users. Therefore, this study has goal to compare the music steaming applications’ user experience of the Joox and Spotify by using User Experience Questionnaire (UEQ) method. There are 6 scales assessed by UEQ, including attractiveness, perspicuity, efficiency, dependability, stimulation, and novelty. Data was collected by distributing online questionnaires and obtained as many as 104 responses that could be processed. The results show that both applications have positive impressions which are indicated by the average value of each scale greater than 0.8. This indicates that these two applications are considered quite fun, effective, easy to understand, and innovative. However, the comparison’ results show that between Spotify and Joox is not significantly different, with Spotify scores slightly better than Joox.
Keywords: music streaming application; user experience; user experience questionnaire
Abstrak: Seiring dengan perkembangan teknologi informasi, cara masyarakat mendengarkan musik juga mengalami perubahan dengan munculnya banyak aplikasi streaming musik. User experience suatu aplikasi berperan penting untuk menarik dan mempertahankan pengguna aplikasi. Oleh karena itu, penelitian ini memiliki tujuan untuk membandingkan user experience dari aplikasi streaming musik Joox dan Spotify dengan metode User Experience Questionnaire (UEQ). Terdapat 6 skala yang dinilai oleh UEQ yaitu daya tarik, kejelasan, efisiensi, ketepatan, stimulasi, dan kebaruan. Data dikumpulkan melalui penyebaran kuesioner secara daring dan diperoleh sebanyak 104 jawaban yang bisa diolah. Hasil penelitian menunjukkan bahwa kedua aplikasi memiliki impresi positif yang ditandai dengan nilai rata-rata setiap skala lebih besar dari 0.8. Artinya kedua aplikasi ini dinilai cukup menyenangkan, efektif, mudah dipahami, dan inovatif. Meskipun demikian, hasil perbandingan menunjukkan bahwa perbedaan antara Spotify dan Joox tidak terlalu signifikan, dengan nilai Spotify sedikit lebih unggul daripada Joox.
Kata kunci: aplikasi streaming musik; pengalaman pengguna; user experience questionnaire
Abstract:Abstract: Sulaman Mayang's Industry has implemented a desktop-based system in data processing, a one-way system involving only one actor/user of the system. So that in use there are some new problems that have arisen that…
t affect the performance of services to customers. This study aims to analyze and test the quality of the Mayan embroidery information system using the McCall method. Analysis is carried out on several aspects of the product operation including the quality factors of correctness (truth), reliability (reliability), efficiency (efficiency), integrity (integrity) and usability (usability). Data was collected through questionnaires from 38 respondents involving workers/employees and customers. The results showed that overall the quality of the Sulaman Mayang information system was at the level of 76% (the quality of the information system was good according to the scale interpretation of the percentage of quality factors). Thus the quality of Mayang embroidery information systems needs to be improved in accordance with recommendations which are improvements to the quality of Mayan embroidery information systems.
Keywords: McCall Method; Sulaman Mayang; the quality of information system.
Abstrak: Industri Sulaman mayang sejauh ini menerapkan sistem berbasiskan dekstop dalam pengolahan data, sistem yang digunakan satu arah hanya melibatkan satu aktor/pengguna sistem saja. Sehingga dalam penggunaan ada beberapa persoalan baru yang bermunculan yang mempengaruhi kinerja layanan terhadap pelanggan. Penelitian ini bertujuan untuk menganalisa dan menguji kualitas sitem informasi sulaman mayang dengan meggunakan metode McCall. Analisa dilakukan terhadap beberapa aspek dalam product operation diantaranya faktor kualitas correctness (kebenaran), reliability (keandalan), effisiensy (efisien), integrity (integritas) dan usability (kegunaan). Data dikumpulkan melalui kuosioner dari 38 responden yang melibatkan pekerja/karyawan dan pelanggan. Hasil penelitian menunjukkan bahwa secara keseluruhan kualitas sistem informasi sulaman mayang berada pada level 76% (kualitas sistem informasi tersebut baik menurut skala penafsiran persentase faktor kualitas). Dengan demikian kualitas sistem informasi sulaman mayang perlu ditingkatkan sesuai dengan rekomendasi yang merupakan perbaikan kualitas sistem informasi sulaman mayang.
Kata kunci: kualitas sistem informasi; metode McCall; Sulaman Mayang
Abstract:Abstrak: Lembaga Pendidikan dan Pelatihan LPS Komputer Air Joman berdiri sejak tahun 2010 dibawah naungan Dinas Pendidikan Kabupaten Asahan. Ditinjau dari sisi letaknya yang berada diantara Kota Kisaran dengan Kota Masya…
asya Tanjung Balai maka LPP LPS Komputer Air Joman harus bekerja lebih keras untuk dapat menarik minat konsumen untuk belajar di lembaga tersebut. Untuk itu perlu pemilihan media promosi yang tepat. Rumusan masalah pada penelitian ini adalah bagaimana mengimplementasikan metode SAW dalam menentukan media promosi terbaik bagi LPP LPS Komputer Air Joman. Tujuannya adalah mengimplementasikan media SAW dalam menentukan media promosi yang tepat bagi LPP LPS Komputer Air Joman. Pemilihan media promosi dilakukan dengan metode Simple Additive Weithing (SAW). Langkah-langkah yang dilakukan adalah: menentukan nilai kriteria masing-masing alternativ , menentukan bobot , melakukan normalisasi matrik dan melakukan proses normalisasi matriks keputusan ke skala yang dibandingkan dengan semua rating alternative. Hasil Penelitiannya adalah bauran promosi dengan alternative Promosi Penjualan sebagai media yang terbaik dengan nilai 1,75.
Kata Kunci : Metode SAW, Promosi, Media Promosi, Lembaga Pendidikan dan Pelatihan, LPS
Abstract: Education and Training Institute LPS Computer Air Joman established since 2010 under the auspices of the Asahan District Educational Office. It is Located between Kisaran City and Kota Madya Tanjung Balai then LPP LPS Computer Air Joman must work harder to be able to attract consumers to study at the institution. For that we need the right promotion media to be informs that institusion. The formulation problem in this research is how to implement SAW method in determining the best promotion media for LPP LPS Computer Air Joman. The goal is to implement SAW media in determining the right media promotion for LPP LPS Computer Air Joman. The selection of promotion media is done by Simple Additive Weithing (SAW) method. The steps taken are: determine the criteria value of each alternative, determine the weight, normalize the matrix and perform the process of normalizing the decision matrix to the scale compared with all the alternative rating. The result of the research is promotion mix with Sales Promotion alternative as the best media with value 1.75.
Keywords: SAW Method, Promotion, Media Promotion, Institute of Education and Training, LPS
Abstract:This research examines the application of the Brain-Based Learning (BBL) model to reduce math anxiety in teaching fractions at the elementary school level. This study used a quantitative approach with a pretest–posttest…
t quasi-experimental control group design involving two fifth-grade classes: one experimental class that received fraction instruction through BBL and one control class that was taught using conventional methods, with 40 students in each group. Mathematics anxiety related to fractions was measured using a modified mathematics anxiety scale for elementary school students, while fraction achievement was evaluated through a valid written test. The results showed that both groups had relatively equivalent initial abilities, supported by normal and homogeneous pretest data and no significant differences in pretest scores. After the intervention, the experimental class showed consistently lower levels of anxiety related to fractions in all dimensions (tests/assessments, classroom learning situations, fraction tasks, and fraction avoidance) and significantly higher post-test scores than the control class, with an average difference of about seven points. The findings show that BBL, which aligns the learning process with the way the brain naturally learns by fostering positive emotions, multisensory experiences, and meaningful social interaction, is effective in improving students' understanding of fractions while simultaneously reducing their math anxiety. This study offers a unique perspective by conducting an experimental trial of BBL as a targeted intervention for math anxiety related to fractions in Indonesian elementary schools and highlighting its potential as a neuroeducation-based pedagogical strategy to foster numeracy and emotional well-being in math learning.
Abstract:Public service quality is one of the fundamental indicators in assessing the performance of government institutions, especially at the district level where direct interactions with citizens take place. This study aims to…
analyze the influence of employee motivation on the quality of administrative services at the Leihitu Sub-district Office, Central Maluku Regency. The research employs a quantitative approach with an explanatory design to identify causal relationships between variables. The population in this study consists of all employees involved in administrative services, and total sampling was used due to the manageable number of staff. Data were collected through a structured questionnaire using a Likert scale to measure motivation and service quality indicators. The data were analyzed using descriptive statistics and linear regression to determine the effect of motivation on service quality. The results show that employee motivation significantly and positively influences administrative service quality. Employees with higher intrinsic and extrinsic motivation tend to demonstrate better responsiveness, discipline, communication, and consistency in carrying out public service functions. The study concludes that strengthening motivation is essential to improve public service performance. Therefore, organizational leaders are encouraged to enhance work motivation through recognition, supportive leadership, fair reward systems, and professional development opportunities to ensure services meet community expectations.
Abstract:This study investigates the communicative practices of youth volunteers involved in Surabaya’s Kelurahan Bersinar anti-drug initiative, highlighting the role of grassroots messaging in shaping public health discourse. Grounded…
Grounded in framing theory, narrative theory, and social capital theory, the research explores how volunteers construct persuasive anti-drug messages through culturally rooted storytelling, emotional framing, and symbolic communication. Using a qualitative case study approach, data were gathered through interviews, focus groups, observations, and campaign materials with 18 youth volunteers. The findings reveal that volunteers effectively used personal experiences and local narratives to foster trust and collective identity, transforming individual challenges into shared stories of hope and resistance. Emotional strategies, such as gain-framed and fear-based appeals, were deliberately crafted to trigger empathy and promote behavioral change. Volunteers also capitalized on their deep integration within community networks to enhance message credibility and reach, cultivating both bonding and bridging social capital. The study challenges top-down approaches in health campaigns, illustrating the power of peer-led, culturally resonant communication. It contributes a layered communication model for grassroots health advocacy and underscores the transformative impact of narrative-driven volunteer engagement. The study recommends integrating cultural framing in training programs and exploring digital channels to scale grassroots messaging in future research.
Abstract:The purpose of this study is to determine how the quality of teaching and learning process at Mis Al-Hilaal Wanakarta school is impacted by the aspects of teacher discipline. This study employs quantitative approach and…
uses saturated sample which involves twelve teachers. The data is gathered by observation, questionnaires with five possible answers on a Likert scale score choice form that are distributed to twelve teachers, and documentation as a supplementary method. The data is analyzed using a straightforward linear regression test that includes Spearman rank correlation and the determination coefficient test, t test, or partial test, and F test, or simultaneous test. According to the study's findings, (H_0) is rejected and (Ha) is accepted, indicating a strong and positive relationship between the aspects of teacher discipline and the quality of teaching and learning process. This is supported by the Spearman rank correlation coefficient value of 0.6137. Based on the R Square value of 0.517 obtained from the simple linear regression test, there is a 51.7% impact of the teacher discipline aspects on the quality of teaching and learning process. The results of the t test shows that the variable aspects of teacher discipline have a significant impact on the quality of the teaching and learning process (t value (3.269) > t table (1.812) with a significance of 0.008 <0.05), and the results of the F test shows that the F value is 10.683 with a significance of 0.008 <0.05.
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:Penelitian ini membahas tentang sistem penilaian kinerja untuk meningkatkan kinerja karyawan, yang akan meningkatkan keberhasilan organisasi. Keberhasilan tindakan yang diperlukan untuk melaksanakan tugas dalam rangkai…
mencapai suatu tujuan tidak hanya bergantung pada prasarana, sarana, dan kemampuan teknologi yang tersedia saat ini, tetapi juga pendayagunaan sumber daya manusia yang tersedia. Pada penelitian ini menerapkan metode Behaviourally Anchor Rating Scale (BARS) digunakan untuk membantu pengambil keputusan dalam menentukan nilai akhir perankingan alternatif terbaik. Penelitian ini bertujuan untuk dapat menerapkan metode BARS dalam mendukung penilaian kinerja karyawan, dengan teknik pendukung keputusan dapat membantu pengambil keputusan menghasilkan keputusan secara obyektif. Berdasarkan hasil perhitungan menggunakan 5 kriteria penilaian dan 10 karyawan, metode BARS terbukti menghasilkan keputusan untuk karyawan terbaik dengan nilai 3,85 pada karyawan pertama. Saran bagi penelitian selanjutnya adalah menambahkan Behaviour Anchor pada setiap kriteria untuk membuat hasil perankingan lebih obyektif .