Reviewerly/exHarmony huggingface dataset:
Product Categorization by Title Using Deep Neural Networks as Feature Extractor

Natural Language Processing (NLP) has been receiving increasing attention in the past few years. In part, this is related to the huge flow of data being made available everyday on the internet, which increased the need for automatic tools capable of analyzing and extracting relevant information, especially from the text. In this context, text classification became one of the most studied tasks on the NLP domain. The objective is to assign predefined categories or labels to text or sentences. Important applications include sentence classification, sentiment analysis, spam detection, among many others. This work proposes an automatic system for product categorization using only their titles. The proposed system employs a state-of-the-art deep neural network as a tool to extract features from the titles to be used as input in different machine learning models. The system is evaluated in the large-scale Mercado Libre dataset, which has the common characteristics of real-world problems such as imbalanced classes, unreliable labels, besides having a large number of samples: 20,000,000 in total. The results showed that the proposed system was able to correctly categorize the products with a balanced accuracy of 86.57% on the local test split of the Mercado Libre dataset. It also surpassed the fourth place on the public rank of the MeLi Data Challenge with 91.19% of balanced accuracy, which represents less than 1% of the difference to the winner.
Efektivitas ILM (Iklan Layanan Masyarakat) Terhadap Tingkat Pengetahuan, Sikap, Dan Motivasi Tentang Bahaya Napza Pada Siswa SMPN 12 Balikpapan

Background &amp; Objective: NDPS (Narcotics Drugs and Psychotropic Substances) are substances of drugs when it abused will cause physical, psychological, and dependency disorders. Adolescents aged (12-17 years) are at high risk for starting to use NDPS. To overcome this, it requires health education that more interesting and easy to understand by student as a form of prevention of NDPS abuse. For example, is through radio broadcast PSA (Public Service Announcement) at school. This research aim to find out the effectiveness of radio broadcast PSA to increase knowledge, attitudes and motivations regarding the dangers of NDPS abuse and its prevention for the student of SMPN 12 Balikpapan. Method: The type of this research is quantitative research method by using pre experiment with one group pre test and post test design. The study was conducted at SMPN 12 Balikpapan with 40 students as a samples. The data were processed and analyzed using Paired T-test and Wilcoxon test. Results: The results of data analysis showed that there is a differences level of knowledge, attitudes, and motivation before and after intervention of PSA broadcasts (p-value &lt; 0,05). Conclusion: PSA is effective to increase student's knowledge,attitudes, and motivation to preventing the use of NDPS.
Role of kinetics on the couplings between fluid flow, deformation and reaction

&amp;lt;p&amp;gt;Short timescale processes such as earthquakes, tremors and slow slip events may be influenced by reactions, which are known to proceed rapidly in the presence of water (typically several days). Here, we developed a theoretical framework to introduce the influence of mineralogical reactions on fluid flow and deformation. The classical formalism for dissolution/precipitation reactions is used to consider the influence of the distance from equilibrium and of temperature on the reaction rate and a dependence on porosity is introduced to model the evolution of the reacting surface area during reaction. The thermodynamic admissibility of the derived equations is checked and an analytical solution is derived to test the model. The fitting of experimental data for three reactions typically occurring in metamorphic systems (serpentine dehydration, muscovite dehydration and calcite decarbonation) indicates a systematic faster kinetics on the dehydration side than on the hydration side close from equilibrium. This effect is amplified through the porosity term in the reaction rate. Numerical modelling indicates that this difference in reaction rate close from equilibrium plays a key role in microtextures formation during dehydration in metamorphic systems. The developed model can be used in a wide variety of geological systems where couplings between reaction, deformation and fluid flow have to be considered.&amp;lt;/p&amp;gt;
The Design of the Membrane Structure of Sports Stadiums Has a Saving Effect on Water Resources

Wang, L.N., 2020. The design of the membrane structure of sports stadiums has a saving effect on water resources. In: Guido Aldana, P.A. and Kantamaneni, K. (eds.), Advances in Water Resources, Coastal Management, and Marine Science Technology. Journal of Coastal Research, Special Issue No. 104, pp. 147–150. Coconut Creek (Florida), ISSN 0749-0208.Water is an important resource for human survival, with the rapid development of modern society, the phenomenon of water waste is particularly prominent, some areas lack of water resources, people's lives and regional economic development has brought great trouble. In view of this situation, strengthening the management of water conservation has become an urgent priority. At the same time, all walks of life in the production and life should also carry out water conservation management concept, save water resources, to avoid unnecessary waste, strengthen the centralized treatment and reuse of sewage, to ensure that the utilization rate of water resources can be improved. In the process of the construction and design of the membrane structure of sports stadiums, we should also consider all aspects of factors and strengthen the management of water conservation, which can ensure the sustainable and healthy development of water conservation management. This paper analyzes the contents of water conservation management in depth, hoping to provide effective reference value for workers in different industries.
Dynamics of competitive interaction between two mining enterprises and one processing: existence and stability of the equilibrium point

A mathematical model of dynamic interaction between two mining enterprises and one processing is formalized and studied in the paper. The process of interaction is described by a system of three delay differential equations. The criterion for asymptotic stability of nontrivial equilibrium point is obtained when all three enterprises co-work steadily. The problem is reduced to finding stability criterion for quasi-polynomial of third order. We found time intervals between deliveries of raw materials and manufacturing of finished products, in which the process of interaction of the three agents is stable.
Seeking to Move Forward From the Newness that Has Already Been Used: An Analysis of Studies of the Japanese Colonial Era in Korea in 2018~2019

This paper analyzes the studies of the Japanese Colonial Era in Korea published in 2018~2019, and points out several issues for future research.<BR> First, in commemorating the 100th anniversary, capacity of modern history was concentrated on the study of the March First Movement. As a result, it can be evaluated that the March First Movement research has achieved great results both in terms of quantity and quality.<BR> Second, research subjects are continuously expanding. However, the diversification of subjects did not lead to further research.<BR> Third, research in the 1910s and 1940s was activated. A new trend of research has also emerged, and a connection with the periods before and after is being attempted. I look forward to the start of a new search for research development here.<BR> I think what is needed is communication and debate. Through this, the Korean modern history academia will be able to take a step forward from the ’newness that has already been used.’
Sistem Manajemen Pembiayaan Sekolah Gratis

SMA Selamat Pagi Indonesia Kota Batu is one of the few free schools that dare to make decisions by waiving all tuition fees and living expenses for students from orphaned and disadvantaged backgrounds. This research aims to explain and review the free school financing management system (case study at Sma Selamat Pagi Indonesia Kota Batu) with the scope of planning and implementation of free school financing. This study uses a qualitative and quantitative descriptive approach with a single type of instrumental case study. Data collection conducted using interviews, and documentation. Data analysis techniques include data reduction, data presentation, and data verification. The results showed that: 1) financing planning is prepared and poured into the budget held at the end of the year by setting the program along with the details of the program budget. This plan involves the school's development team, namely the principal, the treasurer, the entire Waka, the teacher representative of choice and known by the foundation. The source of financing is obtained from: Foundation (donor rank silver director and above MLM company by 5% deducted from their income, and the foundation's independent business namely PT. Thanks to Continued Abundance), the Government (BOSDA and BOSNAS), the Papuan Artifact Program, and the community. 2) In its implementation the treasurer uses general ledger and ledger for receipt and expenditure of the budget using a digital system. The budget disbursement procedure is carried out at three stages, namely making proposals, approval of the principal, and disbursement of the budget through the treasurer and then reported in the form of LPJ. The cost of education for the needs of students in a year is Rp. 7,950,930,000. The behavior of education financing shows direct cost expenditure on improving the quality of education and learning resources of students by Rp.593,661,450 with a percentage figure of 72.4%.
Elucidating The Influence Of Transformational Leadership On Job Performance: A Metabus-Enabled Meta-Analysis

Over the past three decades, transformational leadership has emerged as a significant antecedent of employee performance across a wide variety of contexts. Prior research has employed meta-analysis to confirm the effect of transformational leadership on job performance. While researchers and practitioners in the field of industrial and organizational psychology have relied heavily on meta-analyses, however, this approach are time consuming and also becoming increasingly difficult to obtain effect sizes as the amount of available research grows exponentially. To address this concern, we utilized metaBUS, a cloud-based research synthesis platform to identify studies conducted between 1980 and 2017. In particular, the search yielded 58031 studies with 713 effect sizes, which were used to replicate and confirm extant studies linking transformational leadership to different facets of job performance. As expected, the meta-analysis confirmed the positive relationship between transformational leadership and job performance. The practical implications and suggestions for future research have been discussed.
Research Guides: Remote Access to Library Resources: Borrowing Books - Using "Request It!" Feature

This guide provides instructions for accessing library resources from off campus. Curbside Services provided to Law School and Public Patrons
A Novel Hybrid Optimization Algorithm for Scalable Video Coding in an SDN

Scalable Video Coding (SVC) is a powerful solution to video application over heterogeneous networks and diversified end users. In the recent years, works mostly concentrate on transported layers or path for a single layer in the Software-Defined Network (SDN). This paper proposes the Novel Hybrid Optimization Algorithm for Scalable Video Coding (NHO-SVC) based on Genetic Algorithm to select the layer and path simultaneously. The algorithm uses the 0/1 knapsack programming model to set up the model, predicts the network states by the Autoregressive Integrated Moving Average Model (ARIMA), and then, makes decision based on Genetic Algorithm.
Building Core-Obfuscators—In Search of a Seed I

Having identified several primitives that imply indistinguishability obfuscation under standard assumptions (see Sect. 4, especially Fig. 4.1), we turn our attention towards the realizations of these primitives.
Aplikasi Pencarian Lokasi Berdasarkan Ruangan, Staf, dan Event pada Kampus Politeknik Caltex Riau

College is institution that provides an advanced level of secondary education in the formal education. The Caltex Riau Polytechnic (PCR) is one of the private Polytechnics established in 2001 in Pekanbaru. PCR itself is an institution that has wide area and large buildings, equipped with various facilities such as lab rooms, event rooms such as auditoriums and others. Based on interviews conducted with campus staff, namely security and infrastructure facilities and infrastructure, the speakers revealed that there were still many visitors who felt confused to find the room they wanted to visit. Based on these problems, there is an approach that can help visitors to find a room with the help of an application that displays a floor plan and simple route from the initial location of visitors to the location of the destination room, to direct visitors to find the location of the room. Based on testing conducted using Usability Testing that is applied to Caltex Riau University Polytechnic visitors, obtained a percentage of 86% of respondents chose strongly agree, in the sense that campus visitors gave a rating of strongly agreeing to this application, then the Black Box test results obtained by 100% with 23 items tested, and the UAT test conducted on the application admin obtained a result of 100% which indicates that the system is running well and in accordance with needs. keywords: Plans, Routes, Paths, Website, PHP
LibGuides: ENGL 392: Getting started

This guide contains news collections & sources, including content through Library databases as well as content available online
LibGuides: Resource Sharing Committee: About Us

Information and Resources from the Resource Sharing Committee of the Academic Libraries of Indiana (ALI)
LORONG LITERASI GOWA PROGRAMS IN PACCINONGANG SUB DISTRICT

Problem Statement: The author focuses on the problem of low reading culture and the lack of awareness of the village community towards sub district literacy activities. Purpose: This study aims to know the participation of youth in the Lorong Literasi Gowa Programs in Paccinongang Sub District. Method: This study uses mixed methods. The technique of collecting data are done by survey (50 respondent), interviews (7 informant), and documentation. Result: The findings are youth participation in planning is adequate, implementation and utilization of results are quite good, although it is still constrained by the preoccupation of youth and the low level of awareness of some youth. Conclusion: Youth participation the Lorong Literasi Gowa Programs in Paccinongang Sub District has been going well because of the synergy of the local government and its youth community. In order to increase youth participation, it is recommended to optimize information technology, social media and collaborate with various components including entrepreneurs.
THE USE OF SMART TECHNOLOGIES WITHIN THE CONDITIONS OF DUAL EDUCATION SYSTEM

The article reviews dual learning as a form of educational process organization, which provides a systemic and organic combination of two main components: theoretical (educational) component provided by the institution, and applied (practical) provided by the enterprise (potential employer).It is emphasized that the peculiarities of professional training of future specialists in the dual form of study include the creation of innovative educational and production environment of vocational education.An influential factor in the formation of necessary innovative environment are smart technologies that promote the organization of independent cognitive, research, project activities of students; implementation of educational process in a distributed learning environment; interaction of students with the professional community; individualization of learning process, etc. Greater focus is placed on the fact that smart technologies in education contribute to comprehensive multilevel problem solving, critical thinking, creativity in a broad sense, ability to manage people, interaction with people, emotional intelligence, self-opinion and decision making, customer orientation, negotiation skills, intellectual flexibility.
Heurisztikusan gyorsított megerősítéses tanulási módszerek - áttekintés

The conventional reinforcement learning methods (e.g. Q-learning, SARSA) search the solution through trial and error by the properly defined reward function, therefore based on reinforcements given by the environment. The beginning of the learning phase the system does not have any knowledge about the solution, the goal of these methods are to build the knowledgebase during the learning phase. Thus the learning phase can be a long task and the number of iterations which lead to the final solution can be high. In that case the learning process can be speed up, if there are portion of knowledge about the solution and it can be injected into the learning system. The heuristically accelerated reinforcement learning methods incorporate the knowledge defined by human, due to this reason the convergence speed of the system and the number of iterations can be decreased. The main goal of the paper is to give an overview about reinforcement learning methods which heuristically accelerated and give a possibility to inject human defined knowledge into the learning system.
Improving students’ interest in learning simple past tense using teams games tournaments

This study aims to describe the students’ interests and perceptions in learning simple past tense by using the TGT (Team Game Tournament) technique. The situation in the teaching-learning process at an Islamic Junior High School in Pontianak has shown that there are still many problems that must be addressed, concerning English grammar. The researcher has encountered several problems such as student’s reluctance to participate, lack of interest, motivation, and attention in the classroom. The researcher employed Classroom Action Research as a means to solve the problems. The findings presented information regarding the use of TGT that could serve as a beneficial alternative in teaching grammar, particularly the simple past tense. Furthermore, the information will provide the teacher with useful insights on ways to teach and to motivate their students in the classroom.
비대면 실시간 온라인 한국어 수업의 운영 사례와 개선 방향 : 한국어 교육기관의 전면적 운영 사례를 중심으로

This paper would like to share the operational experience of non-face-to-face real-time online Korean language classes conducted entirely at the institutional level, and suggest future improvements for the first time in Korea. COVID 19, which occurred in 2019, forced education around the world to undergo rapid changes with non-face-to-face education. The institute where this research was also conducted ran classes using real-time video class applications for learners throughout the entire course. A survey of 335 learners and 93 teachers was conducted after a real-time Korean language class in a semester. The investigation found problems in the psychological aspects, such as difficulties in technical aspects and learners’ understanding of class, and the weakening of class atmosphere and motivation. To improve this, it is necessary to strengthen the pre-education and supplement the manpower that solves technical problems, provide diverse and rich teaching materials and expand the opportunity for students to ask questions and speak, create a free and active teaching atmosphere, and make efforts to motivate the learners by the teachers. Furthermore, It is expected that non-face-to-face real-time classes will be established as new courses for various learners, not as an alternative to offline ones.
THE USE OF PROBABLE PASSAGE STRATEGY ON STUDENTS' ABILITY TO WRITE A NARRATIVE TEXT

Writing is one of the language skills that needs to be learned by students in English subject. It is an important part of communication. Students are expected to be able to write the narrative text into some paragraphs with the chronological sequences. However, students still have difficulties to find the idea and to write the narrative text because of their lack of understanding grammar and vocabularies. Probable passage strategy is an appropriate strategy to solve the problems. The aim of the research is to investigate the effect of using probable passage strategy on students’ ability in writing a narrative text. The research was conducted to the eighth grade of SMP PGRI 16 Bogor. In conducting this research, the writer applied pre-experimental method and chose one group pre-test and post-test design. There were 26 students from class VIII-C taken as the sample by using random sampling as technique sampling of this research. The data were taken from two tests; pre-test and post-test. The data were analyzed by using t-test formula. Based on data calculation, she found the result of t-test value is 11.98. Meanwhile, t-table value is 2.06 at significant level 0.05 with the degree of freedom (df) is 25. It shows that the t-test value is higher than t-table value (11.98 more than 2.06). It means the alternative hypothesis (Ha) is accepted. Therefore, it can be concluded that the use of probable passage strategy affects students’ ability to write a narrative text.
General Security Concepts

Now that we’ve talked about ASP.NET Core, it’s worth taking the time to cover some security-related topics that are included in most security courses, but unfortunately are ignored in most software development training materials. I will highlight areas where these concepts are most applicable to software developers and not delve too deeply into other areas of security that are still important to websites, such as network or physical (i.e., can anyone access my servers?) security. Unfortunately, there won’t be much flow to this chapter – these concepts aren’t necessarily related other than being concepts in security that we’ll dive into more deeply later in the book.
Adaptive Skin Colour Segmentation For Sign Language Recognition

In this paper sign language recognition system is implemented via hand gesture recognition system. For detecting hand it is very important to separate out the hand in various light condition and in cluttered background. Hand gesture can be captured by any simple camera. So RGB to YCbCr conversion is used for an adaptive skin colour segmentation. The ability of this adaptive skin colour segmentation is it can segment the out the skin region so well with very poor light conditions and whatever background except skin colour background. After that Median filter is used to remove the background noise and smoothen the edges of hand. Then Hu’s Moment is calculated for extracting necessary feature. Database of hand gestures is created for 26 alphabets and trained using Artificial Neural Network(ANN).The accuracy of the system is better than previous work because of adaptive method for skin colour segmentation.  Feature scope of this work is real time hand gesture recognition for sign language recognition.