Abstract:Abstract: The government has made many efforts to eradicate poverty in society by implementing programs such as pro-poor, basic food assistance and cash assistance which are useful for achieving the standards of a prosperous…
rous society. The results of data processing are useful in future decision making. Considering the large amount of public data, finding out poor people is not an easy thing for the government to do, as is the case in North Sumatra. This research uses the K-Means Clustering (Multidimensional) method, making it easier to see patterns and structures in data that are difficult to see in the original representation. The application of the K-Means Clustering (Multidimensional) algorithm produces 3 clusters with a silhouette_score value of 33, namely cluster 0 with a high level of population poverty of 1, cluster 1 with a moderate level of population poverty of 4 and cluster 2 with a low level of population poverty as many as 28.
Keywords: Resident; Poor; Data Mining; K-Means
Abstrak: Banyak upaya yang dilakukan pemerintah untuk menghapus kemiskinan pada masyarakat dengan cara melakukan program seperti pro-poor, bantuan sembako maupun bantuan uang tunai yang berguna untuk mencapai standar masyarakat sejahtera. Hasil pengolahan data tersebut berguna dalam pengambilan keputusan kedepannya. Mengingat banyaknya data masyarakat, maka untuk mengetahui masyarakat miskin bukanlah hal mudah yang dilakukan oleh pemerintah, sama halnya di Sumatera Utara. Penelitian ini menggunakan metode K-Means Clustering (Multidimensi) memudahkan untuk melihat pola dan struktur dalam data yang sulit dilihat dalam representasi aslinya. Penerapan algoritma K-Means Clustering (Multidimensi) menghasilkan 3 cluster, yaitu dengan cluster 0 dengan tingat kemiskinan penduduk yang tinggi sebanyak 1, cluster 1 dengan tingat kemiskinan penduduk yang sedang sebanyak 4 dan cluster 2 dengan tingkat kemiskinan penduduk yang rendah sebanyak 28.
Kata kunci: Penduduk; Miskin; Multidimensi; Data Mining; K-Means
Abstract:Abstract: Existing IoT anomaly detection studies have achieved high classification performance, but most focus on accuracy and F1-score without explicitly controlling the false positive rate (FPR). In addition, many approaches…
oaches rely on a single detection perspective, limiting their operational reliability. To address this gap, this study proposes a hybrid anomaly detection framework integrating Long Short-Term Memory (LSTM), Shannon entropy, and autoencoder reconstruction error. Shannon entropy is incorporated as an additional feature, while LSTM and the autoencoder capture temporal and reconstruction characteristics. The resulting hybrid representation is processed by a constraint-based threshold selection mechanism that enforces FPR . Experiments on the TON-IoT and Edge-IIoTset datasets achieved average F1-scores of 0.9250 and 0.9934, while maintaining average FPR values of 0.0091 and 0.0714, respectively. Analysis of entropy distributions showed consistent differences between normal and anomalous traffic across both datasets, indicating that Shannon entropy provides discriminative information for anomaly detection. These results demonstrate strong detection performance with controlled false alarms, while ablation studies confirm the significant contribution of Shannon entropy to overall model performance.
Keywords: false positive rate; hybrid deep learning; Internet of Things; network anomaly detection; Shannon entropy
Abstrak: Penelitian deteksi anomali Internet of Things (IoT) telah menunjukkan performa klasifikasi yang tinggi, namun sebagian besar masih berfokus pada accuracy dan F1-score tanpa mengendalikan false positive rate (FPR) secara eksplisit. Selain itu, banyak pendekatan hanya memanfaatkan satu perspektif deteksi sehingga reliabilitas operasionalnya masih terbatas. Untuk mengatasi kesenjangan tersebut, penelitian ini mengusulkan kerangka deteksi anomali hybrid yang mengintegrasikan Long Short-Term Memory (LSTM), Shannon entropy, dan autoencoder reconstruction error. Shannon entropy digunakan sebagai fitur tambahan, sedangkan LSTM dan autoencoder menangkap karakteristik temporal dan deviasi rekonstruksi. Representasi hybrid yang dihasilkan kemudian diproses melalui mekanisme constraint-based threshold selection dengan batas FPR . Hasil pengujian pada dataset TON-IoT dan Edge-IIoTset menghasilkan F1-score rata-rata sebesar 0,9250 dan 0,9934, dengan FPR rata-rata sebesar 0,0091 dan 0,0714. Perbedaan nilai entropy yang konsisten antara trafik normal dan anomali pada kedua dataset menunjukkan bahwa Shannon entropy menyediakan informasi diskriminatif untuk deteksi anomali. Hasil tersebut menunjukkan performa deteksi yang kuat dengan false alarm yang terkendali, sementara studi ablasi mengonfirmasi kontribusi signifikan Shannon entropy terhadap performa model.
Kata kunci: deteksi anomali jaringan; false positive rate; hybrid deep learning; Internet of Things; Shannon entropy
Abstract: Abstract: The Ombudsman of the Republic of Indonesia is an institution tasked with supervising the administration of public services and handling community complaint reports related to allegations of maladministration.…
on. The purpose of this research is to create a decision support system using the Analytic Hierarchy Process (AHP) method, which facilitates the determination of priority handling of community complaint reports at the Ombudsman of the Republic of Indonesia Bengkulu Representation. This decision support system is built on a web-based platform using PHP programming language with a MySQL database that can be accessed offline by the admin of the Ombudsman. With the existence of this priority recommendation, it is expected that work will become more effective and efficient, as resources can be focused on reports that most need attention. Based on the test data used, which consists of 12 Community Complaint Reports from July 2024, it was found that the priority handling recommendations for community complaint reports were derived from 3 reports with the highest final AHP values. The recommended priority handling reports are registration number 0021/LM/VII/2024/BKL with a final AHP value of 2.074, registration number 0020/LM/VII/2024/BKL with a final AHP value of 1.964, and registration number 0018/LM/VII/2024/BKL with a final AHP value of 1.866.
Keywords: decision support system; priority recommendation; public complaint report; AHP Method (analytic hierarchy process method)
Abstract:Abstract: The Manual Drawing Laboratory and Computer Laboratory of the Furniture Design Study Program are some of the infrastructures used to support learning and practicum in the Polytechnic of Furniture Industry and Wood…
od Processing. Services at these two laboratories utilize the Laboratory website which can be accessed publicly via the address https://labdesainfurnitur.poltek-furnitur.ac.id/, in which the purpose of developing the website is to simplify the process for stakeholders to access information regarding practicum activities conducted in the laboratories. Ease of access to this information needs to be evaluated, especially related to usability on the website. The evaluation of the laboratory website's usability is performed using the System Usability Scale (SUS) method, which provides a structured approach to measuring the effectiveness and user experience of the website. It is hoped to obtain a representation of the user's experience of the function and appearance of the laboratory website as advice on what features might be developed to improve the services. According to the results of data processing from 44 respondents, the average SUS score was 59.32. Based on this score, the Acceptability Range category is still in the marginal range, meaning there are still several things that need to be corrected or improved so the website can help in the daily operational activities of the laboratory.
Keywords: laboratory; SUS; usability; user; website
Abstrak: Laboratorium Gambar dan Laboratorium Komputer Program Studi Desain Furnitur merupakan sarana penunjang praktikum di Politeknik Industri Furnitur dan Pengolahan Kayu. Pelayanan pada kedua laboratorium ini telah memanfaatkan website yang dapat diakses secara publik melalui alamat https://labdesainfurnitur.poltek-furnitur.ac.id/, pemanfaatan website bertujuan untuk memudahkan para pengguna dalam memperoleh informasi seputar kegiatan praktikum di laboratorium di setiap waktu. Adanya pemanfaatan teknologi informasi tersebut perlu dievaluasi untuk mengetahui kegunaan website bagi para pengguna serta sebagai masukan untuk pengelola laboratorium dalam mengembangkan website di masa mendatang. Evaluasi website laboratorium dilakukan dengan metode System Usability Scale (SUS). Melalui evaluasi kegunaan pada website laboratorium diharapkan diperoleh representasi pengalaman pengguna terhadap fungsi dan tampilan website laboratorium dan diperoleh saran fitur-fitur yang dapat dikembangkan untuk meningkatkan pelayanan di laboratorium. Data yang diperoleh sebanyak 44 responden menghasilkan skor SUS dengan rata-rata 59,32. Berdasarkan skor tersebut, rentang akseptabilitas website masih berada pada rentang marginal, sehingga masih ada beberapa fitur yang perlu ditingkatkan agar website dapat membantu kegiatan operasional laboratorium sehari-hari.
Kata kunci: kegunaan; laboratorium; pengguna; SUS; website
Abstract:The article focuses on the analysis of necrophilia on Carl O’Malley in Elena. The objective of the study are to find Representation of Necrophilia on Carl O’Malley in Jorge Jaramillo’s Elena. This article is a qualitative…
itative research. The types of Necrophilia in Jorge Jaramillo’s Elena found in the story are romantic and fetishistic necrophilia. Carl O’Malley experiences romantic necrophilia that is described as a denial that their lover already dead but they cannot cope and does not want to accept the truth. Carl also experiences fetishistics necrophilia that is described as a fetishistics motives of someone that usually take the whole body or just the specific parts of their body without a sexual intercourse.
Abstract:The research takes an insight look into the complicated representation of love, using the short story of The Dumb Man by Sherwood Anderson within the existentialism framework. The deaf and mute protagonist becomes a metaphor…
phor for the universal human condition in his search for love and communication amidst a society that cares less. In his tacit quest for love, Anderson exemplifies an existentialist perspective: Love is not a desire—one feels—but a highly conscious effort to assert one's existence in reality, both freely chosen and constrained by society. This analysis is conducted through qualitative method and explorative approach in unpacking meaning from the narrative, with the contention that hopes for love functions as a central vehicle for self-transformation. It is in this quest for love that this story wrestles through the tension of aloneness with man's need to connect, representative of the complex, intertwined relationship between individual independence and the world outside. Ultimately, through this story, how it unfolds existentialism culminates into the relentless, sometimes painful pursuit of love—thereby bringing out the core role of existentialism in the journey towards self-actualization and insight into the human condition.
Abstract:This study aims to examine the application of the High-Low method, Scatterplot, and Least Squares in cost analysis, particularly in separating fixed and variable cost behavior. The research uses a library research approach…
ch by collecting and reviewing literature from textbooks, journals, and official publications related to cost estimation and cost behavior modeling. The findings indicate that the High-Low method is simple because it uses only the highest and lowest activity levels, but its accuracy is limited due to reliance on extreme data points. The Scatterplot method provides a visual representation of the relationship between cost and activity, helping identify patterns and potential outliers; however, its results may vary due to subjective judgment in determining the cost line. Meanwhile, the Least Squares method is considered the most accurate because it utilizes all available data to produce the best-fit regression line, although it requires more complex calculations and statistical understanding. Overall, the selection of the most suitable method depends on the objective of the analysis, data availability, and the level of accuracy required
Abstract:Central Java–West Java border communities live in a multicultural environment where Javanese and Sundanese cultures meet, forming distinctive multilingual communication practices. The use of Javanese, Sundanese, and Indonesian…
donesian in everyday life functions not only as a means of communication, but also as a representation of the community's social identity. This study aims to analyze the multilingual communication practices of Central Java–West Java border communities and to explain the role of language in representing community social identity. The study uses a descriptive qualitative approach with a literature review method supported by social-contextual reflection. Data were obtained from various scientific sources discussing multilingual communication, social identity, intercultural communication, bilingualism, and multilingualism. The analysis was carried out through the stages of data reduction, theme categorization, meaning interpretation, and conclusion drawing. The findings show that border communities flexibly use Javanese, Sundanese, and Indonesian according to the context of interaction, social relations, and communication needs. The practices of code switching and code mixing are important parts of daily communication as forms of social and cultural adaptation. In addition, language use functions as a symbol of cultural identity, a means of identity negotiation, and a mechanism of social integration in a multicultural environment. The findings affirm that multilingual communication is a representation of dynamic social identity and reflects the ability of border communities to maintain social harmony amid cultural diversity.
Abstract:The aim of the research describes the representation of Islam in America in the TED Talks Youtube Channel video entitled What It's Like to be a Muslim in America. The research are analyzed including obtaining forms of representation…
presentation of Islam in America, describe the representation of Islam in America and describe the implementation of the Cross Culture Understanding course on the condition of Muslims and Islam in America.
The methodology of research utilized to analyze this video is a semiotic structural methodology based on Roland-Barthes theory, that was construct a structured sign system in the format of denotative and connotative signs. After the writer analyzed in the TED Talks Youtube Channel video entitled What It's Like to be a Muslim in America with using denotative and connotative analysis. Finally, the author can describe the inference that Islam representation in America consist of 3 constructions. To describe the representation of Islam in America after the tragedy in America on September 11, 2001 as the shape of Islamophobia, and the results of this research can be implemented with the theories of the Cross Culture Understanding course