Reviewerly/exHarmony huggingface dataset:
Research on news text classification based on TextCNN

In the era of information explosion, manual processing and classification on huge amount of text data is time-consuming. It also has many operational difficulties. Besides, the accuracy of manual text classification is easily affected by human factors. A classification algorithm for news text is designed in this paper. Firstly, a large amount of news data is obtained by crawlers. They are classified into nine categories and other categories. The text features are extracted by Skip-Gram model and Word2Vec method. Then, the classification model is trained by TextCNN. The experiment shows that the algorithm in this paper can get good classification effect, the highest F1 value can reach 95.07%. For the problem of difficult classification of other category, four different classification methods are compared. The experiments show that reconstructing the data of other category can get the best classification effect.
A survey on event connections and their discovery for cloud service

Connection is the effect between events. It is an important basis for judging of violations and source-trace of failure in cloud service accountability. This paper presents a survey on the event connections including the features, method of discovery and correction. Most of recent research on event connections in cloud services relying on manually labeling and correcting to event connections, and a few of them have achieved automatically labeling of event connections. Finally, we give out a taxonomy of the recent research, some problems in the method of discovery and correction, and an approach in the paper.
Infrared image fall detection for the elderly based on improved residual network

To solve the problem that traditional computer vision for elderly fall detection cannot protect the privacy of the elderly, this paper uses infrared array sensors for elderly fall detection and constructs a human infrared image fall detection system using an independently designed Raspberry Pi 4b to collect human infrared image datasets. The ECA-ResNet18 network model based on the ResNet18 network model is constructed for infrared human action recognition. Experiments were conducted on different datasets. The detection accuracy of the method reached 97.5% and 99.5% for the infrared and visible datasets, respectively, which is 5.7 and 0.8 percentage points higher than the original model; the accuracy was also improved compared with other neural network models. The results show that the ECA-ResNet18 network model has high recognition accuracy and fast detection speed in action recognition of infrared images, which has some practical application value for the promotion of intelligent pension.
Assessing the Impact of Library Collaborations on Resource Sharing and Cost-Efficiency

In the emerging landscape of effective resource management, library collaborations catalyze resource sharing and effective cost management. The library collaborative approach refers to a pool that includes various expertise, resources, and knowledge for creating a partnership with multiple sources of resources. This partnership further improves efficiency, assists an individual in creating innovative ideas and expands access to relevant data and information.
The Application of SLAM in Life and Scientific Research

This article mainly focuses on the application of SLAM in technology and provides a literature review on the following aspects: 1) The application of SLAM in automatic parking of automobiles. This includes using AVP-SLAM for high-precision automatic parking in outdoor parking lots using convolutional neural networks, and using MOFISLM for high-precision automatic parking when indoor GPS signals are poor. 2) The application of SLAM in robotics. It includes three aspects. The first is using the GMapping algorithm to construct and locate maps with high accuracy, low computational complexity, and high robustness, enabling robots to plan the shortest path in unknown environments. The second is to use ORB-SLAM2, which can handle more complex situations, to navigate medical institution robots to improve hospital efficiency and reduce disease transmission rates. The third is for robots that perform tasks in complex and unknown terrains. The improved version of LAMP1.0, LAMP2.0, which is suitable for complex underground environments, can achieve multi robot collaborative cooperation with high accuracy and robustness. 3) Application of SLAM in the field of unmanned aerial vehicles. This article mainly elaborates on four aspects. The first is to use visual SLAM to achieve collaborative work between ground robots and drones, and to utilize the high camera advantage of drones to quickly build maps for ground robots, improve accuracy, and save time. The second is to utilize the application of VSLAM on unmanned aerial vehicles to contribute to agriculture. The third is ORB-SLAM3 to provide rapid and high-precision landing on deck for unmanned aerial vehicles in maritime missions. The fourth is using SLAM to assist unmanned aerial vehicles in landing in emergency or position situations (such, when GPS signals are lost).
Designing Advertising Videos as Promotional Media In 3D Animation Based Computer Embroidery Services

The embroidery services business in Indonesia, starting from mid-2009, has begun to show its prospects. Until early 2016, the embroidery service business was growing rapidly since the advent of computer embroidery. Currently, many computer embroidery service owners are competing for the continuity of the service. Competition cannot be separated from advertising media aimed at promoting products and services. The problem in this research is how to promote computer embroidery services in increasing business productivity, how to introduce the public to computer embroidery services and how to design promotional advertising videos based on 3D animation. The computer embroidery business currently only relies on catalogs, where catalogs are only able to display information in the form of images in 2 dimensions to carry out promotions, so it needs to be developed further to create an attractive computer embroidery business model so that consumers are interested in using computer embroidery services. Consumers will be very interested if the catalog can present a form of visualization in the form of a 3-dimensional model that can be seen from various sides. This research implements 3D animation for marketing computer embroidery services using Blender software, the results of which will be used as promotional media. This research uses Blender software and aims to produce 3D animated advertising videos in order to market and promote computer embroidery services as well as as a medium of information and promotion to the public or consumers of computer embroidery services. The results of this research are in the form of advertising videos as promotional media for 3D animation-based computer embroidery services.
Korean History Textbooks on the Eve of Modernity: Their view on the History of Gaya, and a ‘Colonialist Historical view’ reflected in them

#역사교과서 #가야사 #식민주의 역사관 #김택영 #현채 #History textbooks #Gaya history #colonialist historical view #Kim Taeg- yeong #Hyeon Chae
Enhancing Academic Cybersecurity: Integrated Framework with Network Penetration Testing

This study explores the realm of academic cybersecurity, focusing on the development of a comprehensive framework for network penetration testing tailored specifically to the academic environment. Cybersecurity in academia is of paramount importance, given the wealth of sensitive data and intellectual property stored within academic institutions. The objective of this research is to integrate technical assessments, user education, and policy recommendations into a holistic framework that addresses the unique challenges faced by academic networks. Respondents emphasized the importance of a comprehensive framework, with a focus on identifying and mitigating vulnerabilities (92.7%) and enhancing overall network security and data protection (82.9%). The proactive approach to threat identification (85.4%) and user education (85.4%) were also highly regarded. Regarding technical assessments, vulnerability scanning (80.5%) and penetration testing (75.6%) were considered highly effective methods. Respondents largely recommended quarterly assessments (73.2%) to maintain a proactive security posture. User education was deemed extremely important (70.7%), with training workshops or seminars (87.8%) emerging as the preferred method to promote cybersecurity awareness. Additionally, there was recognition of the significance of data protection and encryption (97.6%), access control and user privileges (87.8%), and security awareness training requirements (80.5%) in cybersecurity policies tailored to academia
Pembangkit Listrik Tenaga Mikro Hidro Di Lokasi Obyek Wisata Geopark Ciletuh Sukabumi

The Technology community service activity program that will be disseminated to the community is entitled Micro Hydro Power Plant at the Location of Ciletuh Sukabumi Geopark Tourism Objects. The location of this activity is the border of Ciwaru, Ciemas and Girimukti Villages, Ciemas District, Sukabumi Regency. The problem faced by partners as managers of Ciletuh Geopark tourism objects, especially Puncak Darma and Curug Cimarinjung, is the lack of electrical energy supply both at the location of tourist objects and in supporting facilities around the object and also the surrounding community. The method of solving the problems faced by this partner is to make a micro hydro power plant (PLTMH) installation with a gravity system and provide counseling and training. The result of this activity is that it is hoped that most of the managing community and the environment around the tourist object can get a supply of electrical energy that meets the needs of the management of tourism objects and their supporters. From the results of this activity, an electrical installation with a maximum capacity of 3000 watts was created.
DESIGNING SPBU (SPEAKING BUSINESS) BASED ON ANDROID APPLICATION FOR SHARIA ECONOMIC STUDENTS

The aim of this research was to develop a learning media based on an Android application, which is believed to enable students to learn independently and enhance their communication skills for Sharia Economic students. The researcher employed the Research and Development (R&amp;D) methodology to create the product. To complete the development of this product, the researcher adopted steps introduced by Maribe Branch known as the ADDIE model, which includes analysis, design, development, implementation, and evaluation.The target population for this research comprised third-semester students majoring in Sharia Economics at Universitas KH. A. Wahab Hasbullah Jombang, with a total of 12 students. Data collection for this research involved interviews and questionnaires. The results showed that the media expert data indicated 89%, demonstrating that the application was suitable to be used as an interesting and interactive English learning tool. The data from the material expert indicated 96%, confirming that the application was suitable for use in the learning process. During the implementation process, a score of 75% was achieved, indicating that the application helped students become more active and interested in class, enabling them to speak English more fluently during their learning process. In the final evaluation, it was found that this media was proven to be suitable for improving students' speaking skills in the specific subject of English for Sharia Economics.
An Analysis of Issues in 2022 Revised elementary school Curriculum

This study aims at analyzing the document system and content of the 2022 revised national curriculum with a focus on elementary school to explore the implications of the national curriculum revision. To this end, the critical issues related to elementary school were discussed. As a result of the study, the 2022 revised curriculum changed the order of Chapters II and III in the overall structure, and made a change by modifying its chapter headings uniformly with the word ‘design’ instead of the existing ‘organization’ term. It shows the nature of the national curriculum that school seeks to establish a curriculum autonomy. In the content of the standards for organizing and implementation the curriculum, the section title was revised to focus on ‘design’, and the content placed emphasis on equipping the student with self-directed learning ability that is suitable for the learner and reflects the student's needs and demands. Among the changes in the 2022 revised curriculum, the need to restructure the key competencies and Foundational Literacy appropriate for the future Education, the meaning of systemizing ‘safety education’ and strengthening health and physical activities, and the meaning of curriculum autonomy through the establishment of ‘school autonomous hours’. The issue was explored and the need for further discussion was suggested.
Location Based Service Technology in Mapping Tourism Potential with a Combination of AHP and Profile Matching Methods

Background: Palangkaraya is a city that has a variety of natural beauty and culture. However, the tourism potential in this area is still not fully optimized and managed properly. One of the causes of this is the lack of ownership by the Government regarding the mapping of areas that have the potential to become tourist areas in Palangkaraya City. Therefore a system is needed that can assist the Government in mapping areas that have the potential to become tourist areas&#x0D; Objective: Develop a system that can be used to map areas that have the potential to become tourist areas. The information generated from the developed system is expected to assist the government and the private sector in increasing tourism in Palangkaraya City.&#x0D; Methods: The method used is the application of Location Based Service technology with a combination of Analytical Hierarchy Process and Profile Matching methods.&#x0D; Result: The system developed uses 10 criteria with 37 alternatives to produce information related to the sequence of tourism potential levels where the results of the sequence are then displayed on a map to provide an overview of the mapping of tourism potential areas.&#x0D; Conclusion: The system that has been created has succeeded in mapping areas that have tourism potential by applying LBS technology and a combination of AHP and Profile Matching methods. From this system it was found that blood with the alternative code A1 had the highest value, namely 4.295193, followed by A10 with a value of 4.156934 and so on. The test results were carried out by comparing the results of the system with the calculation results, it was found that the results were appropriate.
Security Risk Scale: A Case of Email Phishing Detection using Text Mining

The rise of cybersecurity defense has led to threat actors needing to deploy more resources to break into systems. However, the human factor remains the weakest link for system penetration through social engineering techniques, especially when phishing is used. While cybersecurity and risk management go hand in hand, a measure of the risk posed by the threats in our environment is a crucial control factor. In this study, an experimental test was conducted on 327 simulated phishing tests with probable responses of mail users. Our goal was to determine the emotion that triggers interaction when a false email is used to trick victims into unintentionally submitting data, providing unauthorized access to the mail server. Four major causes of successful phishing attacks where emotions are triggered were found to be the manipulation of curiosity, fear, authority, and empathy. For enhancing phishing detection, we proposed a framework that dynamically scales the security risks resulting from the social engineering attack through the content of the phishing email received in real time. Although the technical controls have proven to be far more effective in securing systems, the framework provides administrative techniques with risk scales that organizations with mail servers can use to train their staff and resolve the ever-growing security problem of social engineering attacks through phishing emails.
Application of Artificial Intelligence Technologies in Concrete and Nanomaterials

With the continuous adjustment of contemporary technology, artificial intelligence has gradually become irreplaceable. The main goal of the paper is to discuss the core of artificial intelligence - machine learning and its application in basic concrete materials and nanomaterials. Concrete is a kind of mixed material with high hardness, high compressive strength, low cost and easy production; Nanomaterials, whose properties are mainly determined by quantum mechanics, consist of a powdery or agglomerated natural or artificial material composed of basic particles. With the continuous advancement of modern technology, machine learning algorithms are gradually replacing previous technical algorithms such as manual algorithms, and becoming a very important tool in the engineering field. However, with the increasing complexity of various new materials, some materials such as nanomaterials have still not fully mastered the application methods of machine learning data analysis, therefore they have some limitations on their use. In this work, the impact and role of machine learning on material applications are discussed. Data patterns learned by humans are entered into machine learning, and high-dimensional data are easier to analyze. Machine learning has brought the development of concrete and nanotechnology in the field of materials to a new level, and a new milestone has come for technology to replace labor.
THE DEVELOPMENT OF STUDENT’S MATHEMATICAL CULTURE

Objective of the study is to consider the correlation between mathematical education and mathematical culture in terms of the relationship between two phenomena of modern society – education and culture. The methodological basis of the research. The analysis is based on the theory of vocational education; the theory of professional culture. The author uses the methods of analysis of the fundamental concepts, educational programs, work plans, as well as methodological guids. &nbsp; Research results. The technology of formation of mathematical concepts, the place of mathematical concepts in the development of mathematical culture of the individual are revealed. It is emphasized that the purpose of education is to prepare a socialized person. Therefore, education turns into a mechanism for the development of internal culture and natural talents of the individual. Moreover, the formation of mathematical culture occurs. Prospects of the study. A noticeable lag between the educational process and mathematical science from the point of the methodology of teaching mathematics has been observed for a long time. Therefore there is a discrepancy between the understanding of the content of mathematical concepts in education and its essence in science itself. This point needs close attention. Mathematical education should turn from a mechanism for transferring experience to the younger generation into a system for the formation and development of mathematical culture. Therefore, mathematical education should be aimed at the improving its quality. The components of the quality include the results of study, the graduates’ socialization and the formation of civic consciousness. One of the main directions of the research perspective is to develop unified system for the formation of mathematical concepts, considering the specifics of the information technology era, cultural characteristics of national schools, etc. It will increase the level of an individual mathematical culture.
ORIENTATIONS OF STUDENTS (ON THE EXAMPLE OF THE CITIES OF ROSTOV-ON-DON AND TAGANROG)

Objective of the study is: to identify the differences in the value orientations of student youth by groups of high-degree film impressions (favorite film): domestic films and foreign films. The methodological basis of the research was the method of identifying the respondent's favorite film by means of an open question (it was suggested to name one name). Each identified film was labeled by production (domestic/foreign). On this basis, groups of preferences are identified: "favorite domestic film", "favorite foreign film". Then the respondent assessed how important each value from a number of suggested values was to him personally. The differentiation of assessments depending on the selected groups of film preferences allowed us to trace the differences between their value orientations. Research result. Three groups of value orientations have been identified, depending on the differences in the assessments of the groups of film reviews: 1) the greatest degree of differences is observed in those values that characterize the relationship between an individual and society along the line of loyalty to the latter – these values are more important for the "domestic films" group; 2) the minimum degree of differences is observed when assessing the importance of values that characterize an individual lifestyle (a strong family, the priority of the spiritual over the material), orientation on collectivism – somewhat more characteristic of the group "domestic films"; rights and freedoms are characteristic of the group "foreign films"; 3) there are no differences in the assessments of the most universal values: human life; justice; work; humanism and mercy. Prospects of the study. The results can be used in the study of the relationship between film preferences and formed value orientations; it is also possible to use as illustrative material for the course "sociology of culture".
Information System for Monitoring Waste Tonnage and Fleet Assignment at the Medan City Sanitary and Park Agency

The Medan City Sanitary and Parks Department has the responsibility of carrying out the waste transportation process from the source of waste to the location of the Sanitary Landfill. Every day, the waste transportation vehicle receives a Road Order Letter from the sub-agency located in the sub-district, which contains information on waste transportation information. After the transportation is complete, the letter is submitted to the landfill scale department for tonnage and origin data collection. However, at present, all waste transportation data collection activities are carried out manually, including the provision of assignment letters and data collection of waste tonnage and fleet routes at the landfill. This results in ineffectiveness in the data collection operations. This encourages researchers to design a monitoring and fleet assignment information system at the Medan City Sanitary and Parks Service. Data collection is done by observation and interviews. The system development model in this system uses SDLC (System Development Life Cycle) Waterfall and uses UML (Unified Modeling Language) as a method of describing the flow of the system by applying the Use Case Diagram, Activity Diagram and Sequence Diagram models. The system is designed to run on a website system and is built using the PHP programming language with MySQL as a database. With this system, it is hoped that it can help in facilitating fleet assignments and monitoring the amount of waste entering the Sanitary Landfill .