Reviewerly/exHarmony huggingface dataset:
Prototypes-oriented Transductive Few-shot Learning with Conditional Transport

Transductive Few-Shot Learning (TFSL) has recently attracted increasing attention since it typically outperforms its inductive peer by leveraging statistics of query samples. However, previous TFSL methods usually encode uniform prior that all the classes within query samples are equally likely, which is biased in imbalanced TFSL and causes severe performance degradation. Given this pivotal issue, in this work, we propose a novel Conditional Transport (CT) based imbalanced TFSL model called Prototypes-oriented Unbiased Transfer Model (PUTM) to fully exploit unbiased statistics of imbalanced query samples, which employs forward and backward navigators as transport matrices to balance the prior of query samples per class between uniform and adaptive data-driven distributions. For efficiently transferring statistics learned by CT, we further derive a closed form solution to refine prototypes based on MAP given the learned navigators. The above two steps of discovering and transferring unbiased statistics follow an iterative manner, formulating our EM-based solver. Experimental results on four standard benchmarks including miniImageNet, tiered-ImageNet, CUB, and CIFAR-FS demonstrate superiority of our model in class-imbalanced generalization <sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">1</sup> .
Peran Personal Digital Archiving Dalam Preservasi Arsip Orkes Keroncong Surya Mataram Yogyakarta

The current state of the physical release of the Orkes Keroncong Surya Mataram tape, with limited quantity and inadequate archival practices, require an urgent digitization and management initiative. The objective of this activity is to ensure that the succeeding generations inherit a comprehensive understanding of keroncong music from the Orkes Keroncong Surya Mataram. This research seeks to comprehend the process of digitizing and managing the audio digital archive of the Orkes Keroncong Surya Mataram, employing the principles of personal digital archiving for preservation. A qualitative research with utilizing a case study approach was employed to identify the process of digitizing physical assets such as tape tapes, Orkes Keroncong Surya Mataram tapes, and managing digital archives as preservation efforts. This involved selecting a social situation, employing data collection techniques, and undertaking data analysis processes. The findings of this study reveal that there are 44 songs across four tape cassettes in optimal condition for digitization. The digitization process is executed through three stages: preparation, implementation, and archiving. Once digitized, the 44 songs are managed based on the principles of personal digital archiving. In conclusion, personal digital archiving plays a crucial role in preserving and managing information pertaining to the intra-aesthetic value of keroncong music, serving as a valuable source of knowledge and future research data. Based on the research findings, digital archivists personally extend recommendations to individuals, groups, and the general public, emphasizing the importance of proper and wise archival care. The use of technology and the internet facilitates easier implementation and access to the results of personal digital archiving efforts.
Media edukasi kerohanian Kristen tentang gembala dan domba tersesat berbasis game 3D

It is hoped that this Shepherd and Sheep Game can provide insight and knowledge about the depiction of God's love through the parable of sheep and shepherds and help Christian youths learn and understand Christianity. The making of this game uses the Unity 3D game engine and uses the C# programming language. This research uses the waterfall method as a system development method. The data collection methods used in this research are observation, interviews, and literature study. In the Shepherd and the Lost Sheep Game, there are four levels which have missions that must be completed by the player. The testing method uses Blackbox and Beta Testing. Based on the results of blackbox testing, overall this game has been successfully created and functions well. Based on the results of beta testing using a questionnaire distributed to 30 users, a score of 951 was obtained with a percentage value of 79.25%. It can be concluded that overall users feel satisfied after playing the Shepherd and the Lost Sheep game both in terms of system and material, and users feel quite helped in understanding Christian spiritual material by playing this game.
About one collection of problems to prepare students for the Unified State Examination in Mathematics

The article analyses one of the numerous (but most popular among teachers, tutors and students) collections of Math problems to prepare for the Unified State Examination (specialized level, part 1).
A Study on the Legalization of the Public Roles in FTA Trade Policy

Regardless the different players of trade policies – under the GATT·WTO and FTA -, the policies normally share the common objectives that are international and national economic development and improvement of social welfare. In spite of the long history of the trade systems, however, the question of if, the voices of the public, so-called ‘policy beneficiaries,’ are well heard by the negotiators from the governments, so-called ‘policy makers,’ remains unanswered. The public roles legally and theoretically deserve more respect and attention in trade policies, but are often neglected. In the end, the people often cannot avoid encountering physical coalition and demonstration against their governments. While the WTO multilateral negotiation is drifting more than 20 years, some recent FTAs like the CPTPP and USMCA are found to have successfully and meaningfully legalized public roles in the trade regulations in some chapters. The findings excite the public with the optimistic view on future trade rules and policies that better reflect their practical needs and wants, and eventually reach to the most ideal and balanced outcomes for both the governments and their people.
甲骨文的十種表意方法

Similar to Sumerian proto-cuneiform writing, the nature of Chinese writing is fundamentally ideographic, in which concepts or thoughts are represented visually rather than through abstract speech sounds. This paper explores ten ways to form Chinese characters by using the decoded characters through their ideograms. A character comes from thoughts, the thoughts come from images, and the images themselves come from the object or the event depicted. Therefore, the same character can be used in different dialects or languages to depict the same concepts. Only when there are enough ideograms to create their graphs for phonography can we develop phonography. During the first stage of hundreds of years, most Sumerian clay characters were pictograms and ideograms. The majority of the phono-semantic compounds appeared in the second stage when the foreign Akkadians used Sumerian characters. Just as the majority of Shang bone characters were pictograms and ideograms, most phono-semantic compound characters were modified and created by the foreign Zhou people later. At present, western theories have not followed the traditional path to the meaning of thought. The ten strategies of ideographic writing are the conventional path to the meaning of thought, rather than a bridge between language.
CLASSIFICATION OF REGIONAL LANGUAGES USING METHODS GRADIENT BOOTS AND RANDOM FOREST

Indonesia is one of the countries that has the most regional languages ​​in the world, ranking second most. The large number of regional languages ​​that are owned makes it difficult for people between regions to recognize the origins of the regional language, so the author aims to conduct research by identifying a regional language. Identifying a language using data mining, one of the data mining techniques is classification. Classification is a technique used to find the value of data. Classification will build a model from samples of data into groups of the same type. There are two classification methods used in this research, namely gradient boots and random forest, where the two methods will be compared using regional language data from Java, Nias and Toraja. The results of calculating the accuracy values ​​for the two methods used are quite good in classifying languages ​​with results of an accuracy level of 0.8 or 80%, where the results of the gradient boots research have an accuracy value of 0.8850 or 88.5%, while the random forest method has an accuracy value. random forest is lower, namely 0.8794 or 87.94%, so in this study the gradient boots method is the best method.
漢字楷書字彙域外傳播的對照與聯系 ——以中國《宋本玉篇》和韓國《全韻玉篇》爲例

The two most well-known Chinese characters dictionaries are Songben Yupian from China and Quanyun Yupian from Korea. These dictionaries contain a wealth of information on Chinese characters at the diachronic and synchronic level, while also retaining much information on Chinese characters during the period of its movement overseas. This paper is a corpus-based study which analyzes the differences in the style of arrangement, phonetic notation mode, interpretation, form interpretation, and other aspects of the two dictionaries, and further summarizes the laws of the development of Chinese characters in overseas dissemination. The result of this study indicates that the function of the two dictionaries is different, that the Chinese characters remained stable during their transmission to other countries, and that the overall trend in the evolution of the characters is toward simplification, and that the main way that Chinese characters morph extraterritorially is via phonetic and semantic replacement.
Alternative consideration of the regulations of the 「Security Business Act」 and issues related to security practice operation

Although Korea's 「Security Service Act」 has been revised several times since its enactment in 1976, there are parts that do not meet the modern needs of the security industry environment. First of all, the definition of security work is unclear, and the scope of security guards' work is unclear. Confusion has continued. In 2023, the Constitutional Court ruled that some provisions of the Security Service Act prohibiting security guards from performing non-security work were unconstitutional. This measure actually infringes on the importance of security work and adds to confusion. Problems related to the validity period of security guard new training certificates are also appearing in practice. Therefore, in the future, it is important to revise the 「Security Business Act」 into a comprehensive 「Security Industry-Related Act」, clearly distinguish the scope of work of security guards, and provide security guard training. It is proposed that legislation be enacted to prevent recurrence of problems such as the controversy over the validity of certificates of completion through an overall review. These improvement measures will improve the social status of security workers by creating future national added value in the private security industry and securing professionalism in the security industry.
ANALISIS RE-SETTING DISTANCE RELAY MENGGUNAKAN METODE ARTIFICIAL NEURAL NETWORK PADA SALURAN TRANSMISI SISTEM 150 KV GARDU INDUK BANGIL – GARDU INDUK PIER

The results of conducting impedance measurements at the Bangil - PIER Substation using the Omicron CPC100 tool show the difference in the results with the factory specification impedance value which exceeds the tolerance limit of 5% of the test results. Re-setting the distance relay is needed so that the relay is able to properly secure the transmission line. In this study, the Artificial Neural Network model was used to re-setting the distance relay. Re-setting was carried out using Analysis Software Based on Modeling and Visualization showed that the relay worked very well in responding to disturbances without overlapping it ranges. The results of calculation using ANN showing a very high level of accuracy of 99.88% and an error rate of 0.00113. Other data analysis indicators used produce the following values: MSE = 0,00002, RMSE = 0,0047 , MAD = 0,00361 , and MAPE = 0,163% which indicates that the Neural Network model that has been made is feasible to use.
Advancing Precision Medicine: Treatment Regimen Recommendations via Siamese Neural Networks

The rapidly increasing adoption of Electronic Health Records (EHRs) has provided us with a comprehensive and reliable data repository, enabling the robust support for clinical decision making and the efficacious management of cardiovascular diseases. Patients may receive various treatment regimens due to the idiosyncratic dissimilarities in physical conditions. Hence, assigning specific category labels to treatment regimens for individual patients poses a challenge owing to the intricate nature of diverse medications and patient profiles. In this paper, we address this challenge by developing a novel model for Treatment Regimen Recommendations based on Siamese Neural Networks (TRRSNN). TRRSNN is harnessed to learn a global similarity metric from EHRs, facilitating the comparison and matching of target patients from unknown categories. The objective is to proffer recommendations of pre-existing treatments of patients that exhibit the highest semblance to those of target patients. Our proposed TRRSNN obviates the necessity for categorically labeling treatment regimens, and instead focuses on discerning the similarity among treatment regimens for pairwise patients. We conduct empirical evaluations on two real-world datasets, and the results demonstrate the superiority of our proposed TRRSNN over the baselines for treatment regimen recommendations.
Musical ideas and images in the works of K. S. Petrov-Vodkin

K. S. Petrov-Vodkin (1878–1939) is an outstanding Russian painter, graphic artist, book illustrator, theater artist. He is also known as the author of literary works, works of a theoretical nature on issues of art, and a person with a keen sense of music. Comparisons and images that carry musical semantics appear in the literary works of Petrov-Vodkin. He shares with his family and friends in letters about his experiences with music; from the memoirs of his contemporaries, we know about his successful experiences playing the violin and piano. It is not surprising that music on a symbolic level is organically present in a number of his paintings. First, this is the artist’s early symbolist work, where images appear that carry musical meaning or motifs of dance. However, already at the initial stage of post-revolutionary creativity, musical plasticity and rhythm in his works became less and less. However, it is possible to highlight a number of still life compositions that include the image of a violin, the artist’s favorite musical instrument. We can conclude that Petrov-Vodkin’s “musical” works are attractive, filled with expression and expressive color. Music at the associative level is present in each of them, which is achieved through the rhythmic organization of the composition and the presence of certain symbols, such as notes, musical instruments, dance movements of figures. All this enhances the artistic imagery of the paintings and deepens their ideological and semantic meaning. To date, no major research works have been devoted to the study of musical motifs and images in the work of Petrov-Vodkin, however, this aspect of studying the artist’s work seems relevant. This article attempts to systematize images with musical significance in the works of this artist, analyze them and outline new directions for studying the creative heritage of Petrov-Vodkin.
Estimasi Sensor Temperatur Udara Automatic Weather Station Menggunakan Algoritma Hybrid Arima-MLP

Abstract&#x0D; Air temperature sensor is installed in an enclosure with a relative humidity sensor at a height of 1.25 meters from the ground. This sensor is routinely calibrated every year through a field comparison mechanism using standard portable. However, air temperature sensor has potential to experience troubles due to technical or non-technical factors. Estimation of temperature data can overcome loss data. This study aims to design an estimation model for air temperature sensor data using the ARIMA-MLP hybrid algorithm. Estimated air temperature sensor is focused on AWS Cisurupan in Garut Regency, West Java on 2019. The estimated data has an interval of 10 minutes. Outlier detection uses range check and step check methods. Missing data imputation method utilizes multiple linear regression-based interpolation. ARIMA-MLP hybrid algorithm is able to detect elements of linearity and nonlinearity of air temperature measurements. This algorithm meets WMO requirements regarding air temperature measurements, if training data is used with a minimum percentage of 85% of the entire modeling dataset. The resulting RMSE value is less than 0.20C.&#x0D; Keywords: air temperature, Automatic Weather Station, hybrid ARIMA-MLP
Aesthetic and epistemological function of art in the context of the non-classical scientific paradigm

The article considers the influence of the scientific world picture on the forms and modes of the existence of art. The author reveals the epistemological function of art in various historical periods of changing scientific paradigms, outlines the role of art in the Middle Ages (pre-scientific knowledge), the Renaissance, the New Age (classical scientific paradigm), and the period of the late 19th – first half of the 20th centuries (non-classical scientific paradigm). Particular attention is paid to modernism, in the art of which the epistemological function is largely realized, and artists embody the achievements of the contemporary scientific world picture in new forms, reflecting the complexity of new scientific theories that an ordinary person must take for granted.
People with Schizophrenia Out of Social Isolation: A Didactic Perspective to Increase the New Well-Being

The outcome of this pedagogical interview conducted in a Day Care Service found that the pandemic from COVID-19 favored in a group of schizophrenia people social isolation, a flattening of interests, and an in­crease in additional anxiolytic drug therapy. Thanks to an educational ac­tivity carried out with a group of patients who showed before the pandem­ic period a common interest in watching films, an educational path has been structured that, after six months, allowed them to decrease the need for anx­iolytic therapy, resume old hobbies, going out of home and rekindle relation­ships in the context of belonging. The positive results of this experience un­derline how, in the treatment paths, it is important to encourage education­al interventions to allow patients with schizophrenia to improve their self-be­ing in the world (also reducing the need for support from national health ser­vice professionals to access the living environment) and to become an active member of the community.
Evaluasi Penetapan Tarif Air Minum Pada Blud Air Minum Kota Cimahi

Clean water is one of the necessities of life. Almost all human activities require clean water, from drinking, bathing, cooking, washing and other activities. In Indonesia, Regional Drinking Water Companies (PDAMs) are responsible for community drinking water services. The Cimahi City Government organized drinking water services for the community by providing UPTD Air Minum in 2014 and became BLUD Air Minum in 2020 to gain more flexibility in managing the economy. BLUD Cimahi City's revenue comes from water sales, so it is expected that the fixed tariff will get optimal revenue while being able to cover company expenses. One of the principles of water tariff setting is full cost coverage, i.e. that all company costs can be covered by tariff revenues. Therefore, to achieve this principle, a Break Even Point calculation is conducted, i.e. where the total revenue from the sales volume is equal to the total costs. Through this research, it can be determined whether the drinking water tariff of BLUD Air Minum Cimahi City can cover all company costs. The research used is a qualitative and descriptive approach. Information was obtained through interviews and documentation. The results of this study indicate that BLUD Air Minum is appropriate in setting the Drinking Water tariff, because at the beginning of the fourth quarter or October, the Drinking Water tariff revenue has reached the break-even point.Keywords: Tariff, Cost, Break Even Point&#x0D; Keywords: Tariff, Cost, Break Even Point
DEVELOPMENT OF COMICS LEARNING MEDIA ON THE ORIGINS OF MOUNT KELUD USING FICTION STORY MATERIAL FOR CLASS 4 STUDENTS OF SDN TAROKAN 3

This research produces a new product that can bring digital learning experiences to elementary schools in the form of learning media and can solve several existing problems. This research focuses on solving learning problems that are still teacher-centered, there is no variety of learning media, and learning facilities are incomplete. The aims of this research are, (1) to produce valid products, (2) to produce practical products, (3) to produce effective products. This research uses the Research and Development (R&amp;D) method with the development model by Borg &amp; Gall. The subjects in this research were fourth grade students at SDN Tarokan 3. The results of this development research were: (1) comic media was declared valid by media experts with a validity percentage of 84.7%, (2) comic media was declared valid by material experts with a percentage of validity of 98.4%, (3) comic media was declared practical by the teacher with a practicality percentage of 97%, (4) comic media was declared effective with the N-gain test results showing an increase with an average value of 0.36 (medium increase ).Keywords: Learning Media; Comic; Fictional StoryAbstrak Penelitian ini menghasilkan suatu produk baru yang dapat membawa pengalaman pembelajaran digital ke sekolah dasar dalam bentuk media pembelajaran serta dapat menyelesaikan beberapa permasalahan yang ada. Penelitian ini berfokus pada menyelesaikan permasalahan pembelajaran yang masih berpusat pada guru, tidak terdapat variasi media pembelajaran, serta sarana pembelajaran yang belum lengkap. Tujuan dari penelitian ini adalah, (1) menghasilkan produk yang valid, (2) menghasilkan produk yang praktis, (3) menghasilkan produk yang efektif. Penelitian ini menggunakan metode Research and Development (R&amp;D) dengan model pengembangan oleh Borg &amp; Gall. Subjek pada penelitian ini adalah siswa kelas IV SDN Tarokan 3. Hasil dari penelitian pengembangan ini adalah: (1) media komik dinyatakan valid oleh ahli media dengan persentase kevalidan sebesar 84,7%, (2) media komik dinyatakan valid oleh ahli materi dengan persentase kevalidan sebesar 98,4%, (3) media komik dinyatakan praktis oleh guru dengan persentase kepraktisan sebesar 97%, (4) media komik dinyatakan efektif dengan hasil uji N-gain menunjukkan peningkatan dengan nilai rata-rata sebesar 0,36 (peningkatan sedang).Kata Kunci: Media Pembelajaran; Komik; Cerita Fiksi