Reviewerly/exHarmony huggingface dataset:
Multi-index Quantification and Its Statistical Model Constraint to Improve the Quality of Project Evaluation

With the transformation of geological prospecting units in China to multiple business areas, the types and contradictions of identification and evaluation of technological achievements have also increased substantially.Taking 288 project achievements completed by a Bureau in the six years from 2016 to 2021 as an example, this paper quantitatively extracts and sets up a variety of award scoring parameters, and divides the outstanding project achievement awards into: Geological exploration, engineering construction, mining development, ecological civilization construction, surveying and mapping geographic information, scientific research and prediction, and technical advisory services.The selection scope covers all industrial categories in the transition period of geological prospecting units.The evaluation results reflect the role of opening up the grade and encouraging the advanced.The revision and formulation of the management method has improved a lot in terms of fairness, impartial and rationality, but the leading role in scientific and technological innovation is still insufficient and needs to be further improved.By statistical analysis, the distribution model of the quantitative score of the award is established, and it is considered that the better award results should conform to the normal distribution or T distribution with initial right deviation.With the evaluation system from the emphasis on output value to the emphasis on innovation-oriented, the mathematical statistics distribution law of the evaluation result score should show the change of Ã distribution characteristic form under the condition of á = 4.
Dynamic Capabilities, Human Capital, Firm Innovation: Evidence from Nairobi, Kenya, During COVID-19

Organization and locally by the Ministry of Health in Kenya have resulted in financial distress in restaurants and led to their increased closure, financial loss and job losses. Restaurants are labor-intensive and compete fiercely in a dynamic environment making them vulnerable to disruptive conditions. Hence the need to develop dynamic capabilities and strategic human capital to achieve firm innovation which enables them to adapt to sudden environmental changes. The aim of the article, therefore, sought to determine the influence of strategic human capital on the dynamic capabilities -firm innovation relationship in restaurants in Nairobi, Kenya during the COVID-19 pandemic. The study examined the effect of dynamic capabilities on firm innovation. In addition, the study examined the influence of strategic human capital on the dynamic capabilities- firm innovation relationship. 263 large and medium size restaurants were included in the sample size, which was determined using a descriptive cross-sectional design and stratified random sampling. Using questionnaires administered by the researcher, data from 191 restaurants were gathered and analyzed using simple and hierarchical regression models According to the study&amp;#39;s findings, there was a positive correlation between dynamic capabilities and firm innovation, and the relationship between these two variables was moderated by strategic human capital. The study concluded that strategic human capital influenced the dynamic capabilities and firm innovation relationship.
Design and Teaching Process of Stem Project "Smart Night-Lamp" for High School Students

In Vietnam general education curriculum 2018, a learning model called STEM education is being interested in and encouraged in teaching and learning. Choosing a STEM topic will engage students to explore knowledge. The topics which selected need to be linked to reality and have a direct impact on human life. In the era of industry 4.0, besides data science, machine learning, artificial intelligence, etc., the role of automation is indispensable. The previously developed STEM topics are quite diverse, including topics on physics, chemistry, biology, informatics, etc. However, STEM topics about automatic control field are rarely exploited to increase students' awareness of the role of automation in life in the era of technology revolution 4.0, and also enrich the topics of learning and experience in the contents of smart home, warning system, etc. in the general education program issued in 2018. In this paper, therefore, we propose a new STEM project in the field of smart models, which is the smart night-lamp. Furthermore, we use the 6E teaching model to design the teaching process, which emphasis on two elements of technical design and practice in STEM-oriented teaching. After proposing a new STEM topic and designing a teaching process according to the 6E process, we also conducted a pedagogical experiment to ensure the feasibility of the proposed topic in STEM education.
Classification of HEp-2 Staining Pattern Images Using Adapted Multilayer Perceptron Neural Network-Based Intra-Class Variation of Cell Shape

There exists a growing interest from the clinical practice research communities in the development of methods to automate HEp-2 stained cells classification procedure from histopathological images. Challenges faced by these methods include variations in cell densities and cell patterns, overfitting of features, large-scale data volume and stained cells. In this paper, a multi-class multilayer perceptron technique is adapted by adding a new hidden layer to calculate the variation in the mean, scale, kurtosis and skewness of higher order spectra features of the cell shape information. The adapted technique is then jointly trained and the probability of classification calculated using a Softmax activation function. This method is proposed to address overfitting, stained and large-scale data volume problems, and classify HEp-2 staining cells into six classes. An extensive experimental analysis is studied to verify the results of the proposed method. The technique has been trained and tested on the dataset from ICPR-2014 and ICPR-2016 competitions using the Task-1. The experimental results have shown that the proposed model achieved higher accuracy of 90.3% (with data augmentation) than of 87.5% (with no data augmentation). In addition, the proposed framework is compared with existing methods, as well as, the results of methods using in ICPR2014 and ICPR2016 competitions.The results demonstrate that our proposed method effectively outperforms recent methods.
PENGARUH PENGETAHUAN INVESTASI DAN MOTIVASI INVESTASI TERHADAP MINAT BERINVESTASI PADA MAHASISWA UNIVERSITAS MAJALENGKA

The rapid development of technology and information has caused investment to experience changes to adapt to the conditions and circumstances that occur, the growing and advancing economy of a country is usually the investment alternatives offered are increasing and varied, which is one indicator in viewing and measuring the economy of a country in order to improve welfare people. This study aims to determine how the influence of investment and motivation on investment interest in Majalengka University students. This research is a type of quantitative research using a descriptive and verification approach. The population in this study were all students of Majalengka University with a total sample of 150 respondents. The sampling technique used was non-probability sampling with incidental sampling. The data collection technique in this study was a questionnaire using a Likert scale. Data analysis used multiple regression analysis, starting with the classical assumption test and the coefficient of determination and then testing the hypothesis. The results showed that investment knowledge, investment motivation and interest in investing were in the high category. The results of hypothesis testing indicate that investment knowledge and investment motivation have a positive and significant effect on investment interest, either partially or simultaneously.
Distributed Detection of Malicious Android Apps While Preserving Privacy Using Federated Learning

Recently, deep learning has been widely used to solve existing computing problems through large-scale data mining. Conventional training of the deep learning model is performed on a central (cloud) server that is equipped with high computing power, by integrating data via high computational intensity. However, integrating raw data from multiple clients raises privacy concerns that are increasingly being focused on. In federated learning (FL), clients train deep learning models in a distributed fashion using their local data; instead of sending raw data to a central server, they send parameter values of the trained local model to a central server for integration. Because FL does not transmit raw data to the outside, it is free from privacy issues. In this paper, we perform an experimental study that explores the dynamics of the FL-based Android malicious app detection method under three data distributions across clients, i.e., (i) independent and identically distributed (IID), (ii) non-IID, (iii) non-IID and unbalanced. Our experiments demonstrate that the application of FL is feasible and efficient in detecting malicious Android apps in a distributed manner on cellular networks.
Pembuatan Sistem Informasi Desa (SID) untuk Menunjang Pelayanan di Desa Klangon, Madiun

The quality of village services provided to the community can be raised with the implementation of an effective information system. Klangon Village, Saradan District, Madiun Regency, is the program's partner. Due to a lack of information system management skills, the Village Information System has not been implemented in an ideal manner.An alternative solution offered is to provide training and assistance to local government staff in Klangon village to develop and manage Information Systems. The process starts with a partner survey to identify the underlying causes of the issue at hand, followed by training, mentorship, and program evaluation. The outcomes of this civic engagement project include the creation of a website serving as the village's information system and an improvement in the village of Klangon's capacity to maintain it.
Development of Yanbu'a-Based Audiobook Learning Media to Improve Qur'an Reading Skills at TPQ Darussa'adah Cidahu

This study aims to analyze: (1) To find out the procedure for developing Yanbu'a Based Audiobook Learning Media Joint Model Borg Gall and Dick Carry to Improve the Ability to Read the Qur'an at TPQ Darussa'adah Cidahu, (2) Feasibility Level of Yanbu'a Based Audiobook Learning Media Borg Gall and Dick Carry Combined Model To Improve The Ability To Read The Qur'an at TPQ Darussa'adah Cidahu, (3) Effectiveness of Yanbu'a Based Audiobook Borg Gall and Dick Carry Combined Model To Improve Qur'an Reading Ability in TPQ Darussa'adah Cidahu. This research method is a development research or also called Research and Development (RD). Using the combined Borg Gall and Dick Carry models with ten stages: (1) Preliminary study; (2) Planning; (3) Model design; (4) Expert validation and one to one test; (5) Model revision; (6) Small group test; (7) Model revision; (8) Large group test; (9) Revision of the final product; (10) Implementation. The subjects in this study were TPQ Darussa'adah Cidahu students. The result shown was that the audiobook feasibility assessment by the material expert obtained a score of 96.5% (very feasible). The feasibility assessment by the design expert obtained a score of 100% (very feasible). The feasibility assessment by media experts obtained a score of 87% (very feasible). Based on the results of the study, it can be concluded that the development of audiobooks can improve the ability to read the Qur'an. This can be seen from the calculation of the respondent's average N-Gain greater than the control N-Gain which has a value of 0.82.
Development of Smartphone-Based Learning Media on Computer and Basic Network Subjects at SMK Negeri 1 Gunung Sindur, Bogor Regency

An obstacle in the process of practical learning is the unavailability of sufficient means. One side of the use of smartphone devices owned by students has not been utilized to the fullest. The purpose of this study is to develop smartphone-based learning media for class X basic computer and network subjects at SMKN 1 Gunung Sindur, Bogor Regency, and test the feasibility and effectiveness of the application of this smartphone-based learning media. The research method is research and development with a combined model of Borg Gall and Dick and Carey. The material test results obtained a percentage of 92%, by assessing 4 aspects, namely material, language, presentation, and appearance. The test results by media experts and learning design experts obtained a percentage value of 80% which assessed aspects of media development and learning design. 3.Test the effectiveness of model development based on the results of N-Gain calculation obtained a value of 0.71 or 71%.
Text Analyzing Tool for Simplifying the Syllabus Creation Process

In curriculum development, syllabus creation is an important activity. The need for a syllabus repository and data extraction is essential for creating a new syllabus. Faculties do this job manually by adding topics from their intelligence as well as analyzing syllabuses of the same course available on the search engine. Because it is a time-consuming job, this research aims to propose and implement a text-analyzing tool. The methodology is used, first to create a syllabus repository of computer science courses, do data extraction &amp; normalization, analyzes the contents of different syllabuses, and suggests the contents to the faculties. This tool is experimented on the sample for creating the syllabus of C Programming. The result of the tool is that it suggests the topics that can be included in the syllabus to the faculties. The time and effort required to create a syllabus are reduced by using this tool. In the future weightage to the syllabuses can be given for classification that will give more accurate results while analyzing syllabuses. This tool can be improved by using machine learning algorithms for creating syllabus repositories and data extraction. Semantic comparison can give more accurate results by creating a specific model for computer terminologies.
Geology and Exploration, and Recovery of Placer Gold Deposits of the Precambrian Arabian-Nubian Shield (ANS) of the Red Sea Hills, Gebiet Almaaden District, NE Sudan

The major theme of the present study is to determine total potential of alluvial gold reserves in wadi Gebeit and some of its tributaries (Wadi East and West Gebeit) within the area of the study area as indicated is located between Longitudes 36˚40´& 37˚00´ and Latitudes 20˚45´& 21˚15´ N with an area of about 11.5 Km² approximately.The area as a whole is part of Arabian-Nubian Shield.Geologically it consists of Proterozoic rocks of Nafirdeib series; volcanic and volcano-sedimentary rocks cover the terrain.These rock types have been subjected to regional metamorphism to green schist facies, folding and faulting.These were later reworked by the invading gold bearing hydrothermal solutions that now exist as quartz lodes, veins, vein-letsand their alteration zones as primary gold.The study of stream sediments gold evaluation a systematic grid sampling is done by digging pits of 20X40m² all over the selected area in wadi Gebeit and its terbutaries.All stream sediments in the area are highly over turned by the artisanal using dozers, excavators, and loaders.These tools are destroyed the geological features of the area and mixing the weathered bed rocks with the overlain soil.The total volume of the studied stream sediments is711,692 m³ which represent the geological reserve, with average gold grade 0.30g/ m³.The gold reserves in the study area are230 kilograms, of fine and medium grains.The ground water resources availability is restricted in wadi Gebiet and Adalaweib.Pumping test reveal that the production of the boreholes varies from 4 m³\hr to 6 m³\hr and combinely the total production of the operational boreholes about 75 m³/hr.
معوقات ممارسة التمكين الإداري لمديري المدارس الحكومية في لواء الرصيفة من وجهة نظر مساعديهم

The study aims to know the obstacles to the practice of administrative empowerment for the principals of public schools in the Rusaifa district from the point of view of their assistants. To achieve the objectives of the study, the descriptive survey method was adopted. The study sample consisted of (93) male and female assistants. The questionnaire was used as a study tool after its validity and reliability were verified. The results of the study showed that the degree of obstacles to the practice of administrative empowerment for principals of public schools in Al- Rusaifa District from the point of view of their assistants was within the high level, and there were no statistically significant differences at the level (α ≤ 0.05) in the obstacles to the practice of administrative empowerment for school principals due to gender. The study recommended the need to enhance qualitative training for school principals, and to involve all experiences and educational institutions, to overcome these obstacles, provided that the training includes all fields.
القيادة التبادلية لدى مديرات المدارس الحكومية بالأردن

The study aims to find out the degree of application of the dimensions of mutual leadership among the principals of public schools in Jordan. To achieve the objectives of the study, the descriptive survey method was adopted. The researcher developed a questionnaire consisting of (30) items, distributed on three dimensions, after verifying its validity and reliability, it was applied to a simple stratified random sample consisting of (372) female teachers in public schools in the Rusaifa district. One of the most important findings of the study shows that the degree of application of the dimensions of interactional leadership among the principals of public schools in Jordan was within the high level. The results of the study also reveal that there were no statistically significant differences at the level (α ≤ 0.05) in the degree of application of the dimensions of mutual leadership among public school principals in Jordan, due to the variable of educational qualification and years of experience. The study confirms the need to build strategic and applicable plans to facilitate the employment of transactional leadership in all its dimensions in all Jordanian schools.
Students Learning Results of IPS Open Junior High School in Jakarta

The objective of the research was to study the relationship between Reading Comprehension Ability, Self-Learning, The Utilization of Learning Resources with IPS Learning Outcome. The study was carried out at Open Junior High School DKI Jakarta. The study utilized the survey method. The sample size was 90 taken Multi Stage Sampling from the population. The data were collected using instrument in form of test and questionnaire. The data were analyzed using multiple regression and statistical correlation technique. The research concludes that there is a positive correlation between: 1) Reading Coprehension Ability with IPS Learning Outcome, 2) Self Learning with IPS Learning Outcome, 3) The function of Learning Resources with IPS Learning Outcome. Furthermore, the research finds out that there is a positive correlation between those three independent variables with IPS Learning Outcome. Therefore to improve IPS Learning Outcome can be carried out by improving Reading Comprehension Ability, Self-Learning and The Utilization of Learning Resources.
Understanding High Dimensional Spaces through Visual Means Employing Multidimensional Projections

Data visualisation helps understanding data represented by multiple variables, also called features, stored in a large matrix where individuals are stored in lines and variable values in columns. These data structures are frequently called multidimensional spaces. A large set of mathematical tools, named frequently as multidimensional projections, aim to map such large spaces into 'visual spaces', that is, to 2 or 3 dimensions, where the aspect of that space can be visualised. While the final product is intuitive in that proximity between points - or iconic representation of points - indicate similarity relationships in the original space, understanding the formulation of the projection methods many times escapes researchers. In this paper, we illustrate ways of employing the visual results of multidimensional projection algorithms to understand and fine-tune the parameters of their mathematical framework. Some of the common mathematical common to these approaches are Laplacian matrices, Euclidian distance, Cosine distance, and statistical methods such as Kullback-Leibler divergence, employed to fit probability distributions and reduce dimensions. Two of the relevant algorithms in the data visualisation field are t-distributed stochastic neighbourhood embedding (t-SNE) and Least-Square Projection (LSP). These algorithms can be used to understand several ranges of mathematical functions including their impact on datasets. In this article, mathematical parameters of underlying techniques such as Principal Component Analysis (PCA) behind t-SNE and mesh reconstruction methods behind LSP are adjusted to reflect the properties afforded by the mathematical formulation. The results, supported by illustrative methods of the processes of LSP and t-SNE, are meant to inspire students in understanding the mathematics behind such methods, in order to apply them in effective data analysis tasks in multiple applications.
Patent Documents: Facilitating Visually Impaired People in Mathematical Education Through Innovative Solutions

A patent is legal protection which gives an inventor the right to exclude others from performing a certain activity in the country of issuance. Innovations in form of patents are very beneficial for societies i.e., economic growth, reducing unemployment, increasing motivation and enhancing educational support. Visually impaired people are also part of society who faced several difficulties during access to educational material. Continual enrichment in technology has yielded a lot of innovative solutions for visually impaired people which have been patented. These solutions are in form of published articles, systems, applications and websites. Researchers can access journals, conferences, book chapters and technical reports easily but normally patents are unused sources of information in education. The main reason behind this is the complex structure of the patents which causes difficulty in reading. The proposed article aims to summarize the patent information in such a way that researchers and developers can easily access the information. Discuss some important patent offices from all over the world, along with their patent tools. A detailed analysis was conducted for patent documents that are of help to visually-impaired people learning mathematics.
EDUCATIONAL TECHNOLOGY - CONCEPTS AND IDENTIFICATION OF VOCABULARY IN THE DOMAIN

The term educational technology (ET) has been mentioned in recent decades, but its concepts are many and keep changing over time. Pedagogic improvements to meet the needs of theoretical and practical knowledge in new professions and the ever-evolving technology of information and computer have made educational technology incredibly dynamic. On analyzing a number of notable concepts of educational technology having been used in Vietnam and in the world, the article specifies the widely accepted definition of educational technology in the 21st century, clarifies its typical features as a foundation to identify the scope of specialized vocabulary which can be used to compile handbooks and dictionaries to fill the gap of ET specialized lexicography in Vietnam.