Reviewerly/exHarmony huggingface dataset:
Global Data Fusion versus Local Pattern Fusion in Mining Multiple Databases: A Comparative Review

With the emergence of big data, mining distributed databases has become a critical task in the domain of discovery of knowledge from databases. Many of the traditional multiple-database mining methods developed until now have emphasized mining the mono-database, which is a pool of all the local databases merged at a central site; local patterns discovered at local sites are not analyzed in mono-database mining. However, in real-world applications, data collected from multiple databases may be duplicitous and unreliable. Therefore, developing methods to discover reliable, high-quality knowledge from multiple databases is a challenging task when mining multi-sourced data. This paper scrupulously reviews all the existing methods for mining multiple and distributed databases based on global data fusion and local pattern fusion techniques. The research issues and recently developed methods, which involves local pattern analysis in multi-database mining, are also discussed.
HR@JUST Team at SemEval-2020 Task 4: The Impact of RoBERTa Transformer for Evaluation Common Sense Understanding

This paper describes the results of our team HR@JUST participation at SemEval-2020 Task 4 -Commonsense Validation and Explanation (ComVE) for the POST evaluation period.The provided task consists of three sub-tasks, we participate in task A. We considered a state-of-the-art approach for solving this task by performing RoBERTa model with no Next Sentences Prediction (NSP), dynamic masking, larger training data, and larger batch size.The achieved results show that we got the 11th rank on the final test set leaderboard with an accuracy of 91.3%.
Investigation On The Application Of Japanese Culture Introduction In The Teaching Of Japanese In Two Foreign Languages

The language is the carrier of a country's culture and represents the cultural expression of a country. It focus on the introduction of Japanese culture in the teaching of Japanese in colleges and universities, which is conducive to the effective development of Japanese teaching and helps students to improve the level of cross-cultural communication and the ability of Japanese application. This paper will firstly analyze the shortcomings of Japanese teaching in colleges and universities, explain the importance of cultural introduction to Japanese teaching, and finally put forward the application strategy of introducing Japanese culture into Japanese teaching in colleges and universities so that it can improve the quality and efficiency of Japanese teaching in colleges and universities.
Research on Teaching Reform of Electronic Information Major Driven by Professional Skill Competition

In the context of the current rapid innovation of electronic information technology, various schools have set up majors related to electronic information in order to cultivate high-quality talents required by social positions. As the electronic information course requires students to learn through knowledge, they can quickly grasp the content of the integration and processing of electronic systems and various types of information, and while having higher professional skills, they can participate in vocational skill competition activities and achieve better results. Results. Therefore, this article mainly discusses how to make the electronic information major innovate in the background of the current fierce development of vocational skill competitions, hoping that in the process of ensuring the high-efficiency development of teaching activities, students can be encouraged to participate in the competition activities and get more Good development.
Analysis of correlated data with SAS and R (4th ed.)

"Analysis of correlated data with SAS and R (4th ed.)." Journal of Statistical Computation and Simulation, 91(7), pp. 1478–1479
Method of vulnerabilities analysis of socio-technical systems to the social engineering influences

The use of social engineering is reduced to the interaction of the attacker with an employee of the organization. Such interaction is focused on receiving confidential information and is implemented in four phases: studying, establishing interaction, entering into trust, using trust. An example of the study of these phases is the social engineering optimizer. They are used by separating the attacker (social engineer) and protector (an employee of the organization). Each is initialized by two random decisions. Better among them is interpreted as an attacker. To achieve this, he adheres to social engineering methods. However, the consideration remains that during the interaction, the social engineer manipulates the employee's consciousness and, as a consequence, gains sensitive information. According to the socio-engineering approach, the vulnerabilities of the employee are interpreted as his weaknesses, needs, mania (passions), admiration. This leads to a new model of his behavior, creating favorable conditions for the implementation of threats to the use of social engineering. The manifestation of such forms is a fraud, deception, scam, intrigue, hoax, provocation. The social engineer intentionally influences the employee's mind against will, but with his or her consent. Therefore, it is important to take into account their psychological and personal qualities and professional competencies when interacting. In order to take into account the psychological and personal qualities, professional competencies of the social engineer and the employee of the organization, it is recommended that their interaction be represented by a social graph.
Refugees’ Art and Crafts Healing Centre

According to United Nations High Commissioner for Refugees reports, 102,000+ of refugees are resettled worldwide in 2017, 57% of the refugees come from Syria, Afghanistan and South Sudan. The number of the Syrian refugees represents more than half of all Syrians where they have been displaced by war. Approximately 140,000 Syrians live in two camps: Za’atari and Azraq in Jordan. Nearly 50% of all registered refugees are under the age of 18. Although education is an essential tool of empowerment and it is especially important for young people, these children are out of schools, where an entire generation’s future is at risk. This research aims to explore and examine a model to create a stronger connection between the refugees and community. It relies on creating a refugee’s art and craft healing centre trying to bridge the gap between the refugees and community. The centre’s role will be teaching young refugees' skills, displaying and marketing their products. Recovering the children after trauma and healing them by art and other activities, providing them with a peaceful environment that will reduce stress level. The model will be designed to provide a flexible structure as a mobile element which helps reducing huge costs needed for camps’ infrastructure by having the capacity to be used to serve different camps. It is hoped that this study will improve the learning techniques, providing different crafts, helping in exporting their products and have their own income, increasing the benefits in refugees’ camps, and integrate them with the community.
Nilai-Nilai Pendidikan Karakter dalam Novel Nun Pada Sebuah Cermin Karya Afifah Afra: Tinjauan Sosiologi Sastra dan Implementasinya sebagai Bahan Ajar di SMP Kelas VIII

Literary work is considered a form and result of creativity, which is basically a medium that uses language to express life in society. This study aims to: (1) describe the building structure in the novel Nun pada Sebuah Cermin by Afifah Afra (2) Describe the values of character education contained in the novel Nun pada Sebuah Cermin by Afifah Afra with sociology of literature review, (3) Compile materials teaching from the results of research on the values of character education in the novel Nun pada Sebuah Cermin by Afifah Afra which is adapted to the literary learning device in grade VIII SMP. The method in this research is descriptive qualitative. The data in this study are the values of character education in terms of the sociology of literature found in the novel Nun pada Sebuah Cermin by Afifah Afra. The primary data source in this study is the novel Nun pada Sebuah Cermin by Afifah Afra, published by the Republika publisher in the first printing in September 2015 with a thickness of 370 pages and a paper size of 13.5x20.5 cm. Secondary data sources in this study are articles obtained from internet sources. The data collection techniques used in this study were library, listening, and reading techniques. The data validity technique in this study used theoretical triangulation. Based on the analysis carried out, it can be concluded as follows: (1) the structure of the novel includes themes, characters and characterizations, settings, and plot / plot, (2) the values of character education in the novel Nun pada Sebuah Cermin by Afifah Afra which includes , (3) the implementation of the results of the research on the values of character education as teaching materials for SMP class VIII with KD 3.11 Identifying information in text reviews about the quality of works (films, short stories, poetry, novels, and regional artwork) that are read or played . The KD is adjusted to Permendikbud number 37 of 2018.Keywords: values of character education, sociology of literature, teaching materials
Research on PR-POOL Model of Innovator Training School Based on Craftsmanship

In current Innovator training institutions, the project resource pool is the main reform and innovation model, which has an important role in improving the effectiveness of professional teaching and promoting the development of professional teaching. The spirit of craftsman emphasizes attention to detail, elaborate craftsmanship, and pursuit of perfection, which also includes the spirit of innovation and the spirit of the times, advancing with the times. Higher vocational colleges achieve their own rapid and effective development based on their own occupation education system, to train more professionals with entrepreneurial ability and employability. This article mainly introduces the connotation of the project resource pool (PR-POOL) model, analyzes the problems in the construction of the resource pool of science and technology projects, and explores the application and development countermeasures of the model of the resource pool of projects in science and technology colleges based on the craftsmanship.
Dimensions Regarding the Communication-Satisfaction-Organizational Performance Relationship in the Knowledge Society

A significant problem facing modern society, which directly and immediately affects, but also indirectly, the lives of individuals, groups, and community, in general, is the problem of communication. Today, communication is the primary dimension and value of our existence, becoming omnipresent, so that it is not even perceived as a distinct activity. Its role is to facilitate interaction between people, in the environment in which they evolve, through the content of issued and received messages to achieve certain goals and transmit particular meanings. Performance and satisfaction are interdependent and separate. Performance remains influenced by individual characteristics such as competence and overall perspicacity, organizational support related to technology and resources, and work effort. Good management of internal communication leads to eliminating differences in receiving any change, with positive effects on the efficiency, credibility, and public image of the institution. The degree of vulnerability of the organization is reflected both in the discursive manifestation at the individual level and especially on organizational performance. There is a need for constant review and continuous improvement of the way an organization measures its performance.
Pelatihan LMS Schoology Sebagai Solusi Pembelajaran Daring bagi Guru Muhammadiyah se-Kabupaten Klaten

The use of e-learning makes teacher to manage online learning easily by utilizing technology and information. The use of LMS in e-learning will make learning more active because the teacher can act as a facilitator who can collaborate with students in learning. The teacher's lack of understanding of LMS is because the teacher does not have enough time to make e-learning based learning media and their’s lack of knowledge about LMS. Schoology is an LMS that is effectively used in online classroom learning because it has many features that support online learning activities and is easy to use. The aim of the training activity is to provide information about the use of LMS Schoology in online learning classroom for mathematics teachers in Klaten Regency. The method used is a participatory approach method with the stages of preparation, implementation and evaluation. The impact of the training activities is teachers get additional knowledge about LMS Schoology. The results of the training activities are providing experiences for teachers to apply learning by organizing online classes and making it easier for teachers to manage online learning classes.
When love is jeopardized: Governing online love scams in Malaysia

In this era of globalization, the way people communicate and build relationships have evolved from the real world to cyberspace. The Internet creates opportunities for users to find romance and have affairs with people anywhere in the world. Due to this, apart from finding true love, many fall prey to the hands of scammers that aims to cheat another for money and even reputation. Last year, it was reported that more than sixty-eight million ringgit was loss due to romantic scams and the most targeted victims arelonely and elderly women. The main objective of this study the typology and the modus operandi of love scams. The paper would also analyze the existing problems in the current legal framework governing love scams and aims identify the loopholes within the current legislation in dealing with the problem. A doctrinal legal research method will be used in this article. The author contends that the scattered legal and regulatory landscape has contributed to the growing cases of love scam and thus, reform isneeded to effectively govern the crime. In addition, the governance of cyber security can also be improved with the advancement of analytic tool to combat love scam in Malaysia.
Deep Residual Fusion Network for Single Image Super-Resolution

Abstract Convolutional neural networks have been applied in the field of single-image super-resolution (SISR) and have achieved a series of outstanding results. However, most of the SISR research still attempt to pursue wider and deeper network structure, without paying enough attention to the correlations between different features. In order to solve these problems, deep residual fusion network (DRFN) is proposed for more powerful feature expression and feature learning. Specifically, we propose a feature fusion group (FFG) structure, which can effectively use the relevant features extracted from the residual attention group (RAG) and fuse them to be more discriminative. Residual attention group (RAG) includes channel attention module (CAM) and spatial attention module (SAM), which uses attention mechanism to refine features. DRFN also makes full use of nested residual connections, skipping redundant low-frequency information to enhance circulation, thereby focusing the calculation on more important high-frequency components. Extensive experimental results have proved the effectiveness of our model. And our model finally achieves excellent performance in terms of both quantitative metrics and visual quality.
FORMATION OF MENTAL RESISTANCE EMOTIONALLY ADVANCED CLIENTS BY ART THERAPY

The article considers the aspect of psychological stability of emotionally disadvantaged clients. The correlation of psychological phenomena: psychological stability, socio-psychological adaptation, emotional distress. The sequence of corrective stages through art therapy is determined, based on the levels of the concept of basal emotional regulation
Videocolaboração nas ações de Televisita no Hospital Militar de Área de São Paulo (HMASP) para apoio familiar no combate ao COVID-19: estudo de caso

This article analyzes the experience of using a video collaboration tool, through the virtual visit (Televisita) strategy, at the São Paulo Army's Hospital (HMASP). The objective is to analyze the impact of the use of a system developed especially for this project, to reflect on the psychosocial effect that the virtual visit (Televisita) plays on patients and family members affected by COVID-19 and who are hospitalized in the HMASP facilities. The article also assesses and explores some strategies for using virtual visits that may be used in the Brazilian Army's HMASP and also describes future potentials in relation to video collaboration in digital health.
Computer Technician Application Design in Household Based Part (BRT) Using the SDLC Method: Computer Technician Application Design in Household Based Part (BRT) Using the SDLC Method

Along with the times, technological advances also have new standards and the best servants. Currently doing repairs to facilities on campus there are still many using manual reports so that the lack of the best service for facility improvement. Making computer technician applications in the household (BRT) at Universitas Nasional can assist technicians in receiving reports quickly and practically so that technicians can immediately improve facilities, especially lab facilities at Universitas Nasional. The results of this application can make a booking and without having to take care of a complicated administration and the user can receive a notification when it has finished doing service or repairs. The application is made using platform android so it's easy and fast because everyone must use an android smartphone. By making this, it is expected to make it easier for technicians in the household section to do the work and users can easily report the damage.
Grammar Review Classes – Private/ Online

Grammar Review Classes - Private/Online (Levels A2 to B2) Thorough review and refinement of the student’s knowledge of Italian grammar and structure. Systematic exercises and explanations, contrastive grammar of English and Italian, and illustrative analysis of reading passages. All sessions are 1 hour. Topics available: Preposizioni (A2/B1), Essere and Avere in Passato Prossimo (A2), When to use Imperfetto & Passato Prossimo (A2), Riflessivi (A2), Presente & Futuro (A2), Pronomi combinati with Presente (B1), Pronomi combinati with Passato Prossimo (B1/B2), Imperativo (B1/B2), Congiuntivo (B2), Frase ipotetica (B2)
Hilbert Transform Based On L1 Minimization

We present a new method in this paper for computing Hilbert transform, which is based on l1 minimization by using Iteratively Reweighted Least Squares (IRLS) algorithm and shifted Cauchy kernels. Our study originates from the AFD algorithm for sparse representations of analytical signals and identification of transfer functions of FIR models. We also give two examples to illustrate the idea.
Tracing Metonymic Relations in T-PAS: An Annotation Exercise on a Corpus-based Resource for Italian

In this paper we address the main issues and results of a research thesis (Romani, 2020) dedicated to the annotation of metonymies in T-PAS, a corpus-based digital repository of Italian verbal patterns (Ježek et al., 2014). The annotation was performed on the corpus instances of a selected list of 30 verbs and was aimed at both implementing the resource with metonymic patterns and identifying and creating a map of the metonymic relations that occur in the verbal patterns. The annotated corpus data (consisting of 1218 corpus instances), the patterns, and the relations can be useful for NLP tasks such as metonymy recognition.1
Evaluation of Knowledge Transfer in E-Learning Version 3.5 of The Pamulang University With COLLES Method

The teaching and learning process is basically a process where knowledge is transferred from teacher to student.All processes in the Knowledge that are supported by an application are called Knowledge Management System (KMS).Especially in the world of education, KMS is closely related to e-learning or online learning systems.The problem that is often faced in implementing e-learning in an institution is how to make users of the e-learning system feel comfortable, especially in order to support an effective knowledge sharing process.The purpose of this study is to know the level of comfort of students in using E-learning version 3.5 and the extent to which students use E-learning version 3.5 of the pamulang university in the Knowledge Sharing process.The method in this study, which is COLLES or Constructivist On-Line Learning Environment Survey, is a questionnaire specifically aimed at knowing the level of comfort in using the E-learning system.This method consists of 6 categories namely Relevance, Reflection, Interactivity, Tutor Support, Peer Support, Interpretation.The results of this study are that students have understood the use of e-learning.This is seen from the results of the suitability of the elearning system to student knowledge levels.Based on the COLLES method, the process of knowledge sharing in e-learning 3.5 UNPAM has gone well.
Algoritma C4.5 dalam Penentuan Jurusan Siswa Baru

Based on ministerial regulations for curriculum 13 regarding specialization majors at the high school level from of entering class X. Then MAN 1 Inhil applied departmental arrangements that begin by including several indicators that are consistent with the results of testing, interviews, and student interest. Assessing in this departmental setting is very simple by summing each indicator's values and gathering the whole to produce an average value. If the value is fulfilled then the student is grouped based on their interests. This can lead to errors in the school's decision-making because this can lead to responses to student interests. Therefore we need methods and algorithms to help make decisions well. One algorithm that can be used is C4.5 algorithm which is an extension of ID3. The C4.5 algorithm used to classify majors with three indicators namely Natural Sciences, Social Sciences and Religion. The results showed that based on 360 data form the recapitulation result of student registrans, 71 data were obtained that had religious majors, 71 religious data were classified completely by C4.5. Furthermore, of the 144 data that have natural science majors, 123 data are fully classified, 20 data are approved as IPS, and 1 data is classified as religion. Of the 146 data that have majors in social studies, 120 are correct rules, 25 data are classified as natural sciences. Thus it can be concluded that the C4.5 algorithm has a success rate of 87.22% so that it can be used in decision making where most of the data is numeric.
Penilaian Awal Alat Ukuran Keupayaan Kognitif Umum (Preliminary Assessment Of The General Mental Ability Measurement)

The objective of this research is to assess the validity and reliability of the general mental ability instrument that was developed based on Western norms. The instrument comprise 153 items obtained from the International Cognitive Ability Resources (ICAR) categorised into three dimension (3D) rotation, abstract reasoning, figural analogies, letter-number series, matrix reasoning and verbal reasoning. Forty-five (45) masters-programme students from the Human and Social Science Faculty at a local university undertook the 1-hour test. Utilising the Winsteps software, the Rasch meaurement analysis comprising summary statistics, unidimensionality and item-person measures were used to test the validity and reliability of the ICAR. The research findings indicated that the ICAR has good psychometric properties that is acceptable as a mesure of general mental ability. Nonetheless, the findings also indicated that the ICAR was difficult relative to the respondents’ ability. As such, improvements and selection of appropriate item-difficulty level are required to portray a more accurate level of the general mental ability in the local context.