Reviewerly/exHarmony huggingface dataset:
Hidden Markov Model (HMM) Statistical Model and Learning from Data Concepts Context-Aware Framework: A Basic Design in Accelerometer Based Smartphones

This paper proposes a novel system focused on the Secret Markov Model (HMM) mathematical model and the analysis of data concepts. The architecture either considers or predicts device specific inferences named 'device states' for potential context-conscious implementations. Context-aware systems involve continuous data collection and analysis from one or more sensor readings. The battery life of the unit must also be increased due to the reality that the continually operating built-in sensors easily deplete the battery of the unit. In this way, the framework is built to satisfy the specifications required for applications and to increase the battery life of the unit. The overarching aim of this chapter is to provide reliable representations of the user condition and to optimize power efficiency. Most notably, the purpose of this research is to establish and explain a generic structure to direct the creation of potential context-aware applications. In addition, issues such as adaptability of the user profile and adaptive sampling are discussed. The proposed framework is tested by models and applied in real-time implementations. According to the findings, the proposed system indicates an improvement in power efficiency of 60 per cent with accuracy varying from 75 per cent to 96 per cent, based on user profiles.
Content Design and Construction of Chinese Language and Literature Teaching Based on Machine Learning Algorithm

Under the background of new media era, Chinese language and literature teaching has both opportunities and difficulties. In the process of Chinese language teaching, teachers should actively change their thinking, effectively apply new media means, guide students to cultivate dialectical consciousness and network practice ability, and explore the adaptive model of Chinese language teaching itself, so as to ensure the effect of Chinese language teaching itself. Facing the influence of new media, the traditional Chinese language and literature teaching must adopt certain strategies to optimize itself. This paper will analyze the current situation, problems and solutions of Chinese language and literature teaching under the new media environment, and analyze the content design and construction strategies of Chinese language and literature teaching combined with machine learning algorithm. In the process of Chinese language teaching, teachers should actively change their thinking, effectively apply new media means, guide students to cultivate dialectical consciousness and network practice ability, and explore the adaptive model of Chinese language teaching itself, so as to ensure the effect of Chinese language teaching itself.
Sistem Pakar Diagnosa Penyakit Tanaman Kopi Menggunakan Metode Dempster Shafer

At present the total area of Indonesian coffee plantations is ranked second in the world, but for the production and export of Indonesian coffee there is at number four in the world. The low productivity of coffee is caused by inadequate crop cultivation techniques, this encouraging various plant growth disorders. Based on the problems, coffee farmers need a tool that can provide information about coffee plants and diseases that attack coffee plants and provide solutions to handle these diseases. One branch of computer science that can help is the expert system (Expert System). Expert systems use the knowledge of an expert which is intended to increase knowledge into computers. This research used Dempster-Shafer method to diagnose and to knowing the degree of accuracy of the diagnoses results. Information system and expert system of coffee plants diagnose contains information about plants management that begins from planting until harvest. This system built based on the web, with this system is expected to help provide solutions to handle the coffee plants that have disease, that many coffee plants can be saved from disease and can increase the productivity of coffee plants.
A Novel Adaptive Video Recommendation Algorithm Under the Influence of COVID-19 Epidemic Situation

Objective: Video is a helpful way to spread information and culture. In the era of information explosion, it is challenging for users to find interesting and valuable information in massive videos rapidly. As valuable tools to solve information overload, recommendation algorithms can provide users with exciting information from a large amount of data. However, the traditional recommendation algorithms either recommend items according to the user's attribute information (e.g., content-based recommendation algorithm) or according to the user's history score (e.g., collaborative filtering algorithm). Without considering the COVID-19 epidemic situation, how to recommend effective prevention and control of epidemic knowledge. Users who hardly pay attention to the new coronavirus information need to recommend the necessary prevention and control knowledge and the latest epidemic development. For users who often view the relevant videos, it is also needed to control the recommendation list's contents to ensure diversity. Methods: To solve the above problem, we propose a novel adaptive recommendation algorithm that can consider user preferences and the epidemic situation's development and recommend valuable videos to users. Results: We have tested on four different datasets, and we choose two classic recommendation algorithms, namely user-based collaborative filtering algorithm and item-based collaborative filtering algorithm, to compare with our adaptive recommendation algorithm. The results show that, compared with the traditional algorithm, our algorithm can not only recommend videos that meet the user's taste but also consider the transmission of widespread science knowledge in the case of an epidemic situation. The recommended video information can be dynamically adjusted according to the user characteristics to ensure the recommendation list's diversity. Conclusion: We have conducted extensive experiments on real-world datasets. Compared with state-of- the- art recommendation algorithms, the recommendation results can match user preferences and give reasonable consideration to the epidemic's information, demonstrating our algorithm's effectiveness.
Introduction to Python Network Automation

This chapter serves as a primer to this book and discusses what it feels like to be an IT professional in today’s IT industry. We will also discuss the different enterprise IT engineering domain groups and their responsibilities. The chapter then compares each domain group’s weaknesses and strengths and draws up a working study plan that serves as the book’s foundation. This chapter will also discuss why you might want to learn a programming language, in our case, Python, since this is your primary reason for purchasing this book and get started on your network automation journey. Finally, we will discuss the minimum PC/laptop requirements to build a fully working Python/Linux/network automation lab on a single PC. All lab machines, Linux servers, routers, and switches will be installed on a single PC/laptop using a recommended software set.
Híbridos arcilla-alga (Codium fragile). Comparación de dos métodos de obtención mediante DRX y FT-IR

espanolEn este trabajo se prepararon materiales hibridos a partir de una arcilla natural (ARC) y el alga Codium fragile (COD), utilizando dos metodos distintos de calentamiento, uno convencional (ARCCOD E) y otro con microondas (ARCCOD MO). La caracterizacion de los materiales obtenidos se realizo mediante DRX y FT-IR. Los resultados evidencian diferencias apreciables de los hibridos con relacion a los materiales de partida, indicando en ambos casos una posible intercalacion de agua y biomasa de COD en la estructura de ARC, la cual es mas evidente en ARCCOD E. El efecto microondas produciria un mayor grado de delaminacion en ARCCOD MO, mientras que en ARCCOD E, la estructura original de ARC pareceria estar mas conservada. En ensayos preliminares se observan capacidades de sorcion de petroleo de los hibridos similares a los materiales de partida. EnglishIn this work, hybrid materials were prepared from natural clay (ARC) and algae Codium fragile (COD), using two different heating methods, one conventional (ARCCOD E) and the other with microwaves (ARCCOD MO). The characterization of the materials obtained was carried out by XRD and FT-IR. The results show appreciable differences of the hybrids in relation to the starting materials, indicating in both cases a possible intercalation of water and COD biomass in the ARC structure, which is more evident in ARCCOD E. The microwave effect would produce a higher degree of delamination in ARCCOD MO, while in ARCCOD E, the original ARC structure would seem to be more preserved. Preliminary tests show oil sorption capacities of the hybrids similar to the starting materials.
How to Factor More Effectively

In Chap. 11 we described several factoring methods. Each will succeed in factoring some integers, but none of these is a state-of-the-art method that we would expect to succeed on a well-chosen RSA $$N = pq$$ . Even the best of these, CFRAC, suffers from the need to do trial division that will fail most of the time to provide any forward motion toward factoring N. In this chapter we discuss sieve methods for factoring. The primary computational benefit of a sieve method is that all the computational steps taken actually work toward finding factors, and that a sieve, stepping at constant stride through an array in memory, is highly efficient at the very lowest levels of a computing process. We discuss the Quadratic Sieve and the Multiple Polynomial Quadratic Sieve, and then finish with a nod to the current best method for factoring large “hard” integers, the Number Field Sieve.
MANAGEMENT OF COMMUNITY READING PARK AS A LEARNING SOURCE

The development of a reading culture is one of the government programs that aim to develop a knowledgeable, skilled, advanced, and independent society through reading, writing, arithmetic and literature activities which are implemented through the Community Reading Park (TBM) media. The number of Community Reading Parks (TBM) currently managed by a group of people both independently and under the guidance of the local government is fostered by city libraries, especially in Malang City, but the awareness of the local community about the presence of this Community Reading Park (TBM) is still very minimal so that the utilization The Public Reading Park (TBM) is still not optimal. The purpose of establishing several Community Reading Parks (TBMs) around Malang City began to increase the culture of fondness for reading in the surrounding community, especially for children and adolescents, but over time, it is no longer limited to increasing reading fondness for the surrounding community, the presence of Taman Baca The community (TBM) currently functions to improve the information literacy skills of the surrounding community, not only for children and adolescents but for all levels of society.
Decision Support System for HP Android Selection using FMADM Model (Fuzzy Multiple Attribute Decision Making) with Weight Product (WP) Method

The emergence of mobile phones with various brands and quality as well as more competitive price variations, both domestic production and foreign production, resulted in increased interest in people's purchasing power. Often people make purchases only because they are interested in the latest models or appearance and facilities without being adjusted to their needs. This often results in a mismatch between the price of goods, functions and existing facilities. Fuzzy Multiple Attribute Decision Making (FMADM) is a method that can be applied in decision making software which is used to find optimal alternatives from a number of alternatives with certain criteria.
Collaborative Leadership and its Impact on School Improvement: A Critical Analysis

When we are talking about school leadership, the school principal's picture as an effective leader came into our minds. But in the world of the 21 st century, the extra responsibilities imposed on the school principal make it more complex to fulfill her / his duty as an effective leader. Therefore, an approach that emphasizes collaborative decision-making should move away from 'single person' leadership. When there is a failure in school improvement, lack of leadership is a major contributing factor. In this context, collaborative leadership can make a differentiation in the traditional way of the leadership concept through its shared responsibility. Collaborative leadership encompasses the specific actions taken by leaders to improve teaching instruction, create strong relationships with all stakeholders and make a positive effect on learning outcomes. This article is based on empirical studies, mainly the role of collaborative leadership on students’ outcomes and school improvement. In this context, the author first tries to give the conceptual understanding of collaborative leadership in details, and secondly, consider the empirical evidence from various research studies to know how collaborative leadership affects school improvement. Finally, this article concludes by restating the need for future of collaborative leadership and its role in improvement of schooling particularly in the Indian school context.
Learn Python Basics on Windows

Windows is the most commonly used end-user operating system for both private and enterprise users. More people will start their Python journey on a Windows PC rather than Linux or macOS, and the barrier to Python is lower when you begin to code in Python on Windows operating systems. This chapter contains hands-on Python exercises connecting selective Python concepts to general programming concepts, and some exercises will refer to real-world scenarios. The chapter will serve as a primer to the Python network automation scripting labs in the later chapters. Following the coding tradition, you will start your Python learning with the obligatory “Hello World!” program. Before starting the exercises, you will be guided to set up a simple Windows Python environment and will be introduced to some foundational Python coding etiquette. You will learn the most basic Python syntax and concepts, build stronger foundational blocks, and gain the essential Python skills required for Python network automation labs.
Penggunaan Media Pembelajaran Aplikasi Quizizz pada Masa Pandemi Di SMK N 5 Palembang

This article aims to illustrate how to use Quizizz as a learning tool. This article is a study of the literature, including references to books, journals, and Internet postings. This article explores how the Quizizz application can generate creative, innovative, and interesting learning media, and why educators should use it as a learning tool, particularly during the pandemic of Covid-19.
Entity Prediction in Knowledge Graphs with Joint Embeddings

Knowledge Graphs (KGs) have become increasingly popular in the recent years.However, as knowledge constantly grows and changes, it is inevitable to extend existing KGs with entities that emerged or became relevant to the scope of the KG after its creation.Research on updating KGs typically relies on extracting named entities and relations from text.However, these approaches cannot infer entities or relations that were not explicitly stated.Alternatively, embedding models exploit implicit structural regularities to predict missing relations, but cannot predict missing entities.In this article, we introduce a novel method to enrich a KG with new entities given their textual description.Our method leverages joint embedding models, hence does not require entities or relations to be named explicitly.We show that our approach can identify new concepts in a document corpus and transfer them into the KG, and we find that the performance of our method improves substantially when extended with techniques from association rule mining, text mining, and active learning.
Peningkatan Kemampuan Guru Bahasa Inggris KKM MAN 1 Malang Dalam Menyusun Butir Soal Pilihan Ganda Melalui Collaborative Assistence

The purpose of this study is to describe whether Collaborative Assistance can improve the ability of English teachers in compiling multiple choice questions. This study uses a qualitative research method with a school action research approach because this research was carried out based on the findings of problems in the field. The study was conducted in 2 cycles. The results obtained were an increase in the ability of English teachers in compiling multiple choice questions. The results of cycle 1, the average score of 84 and the results of cycle 2 increased by 94.
Your Moments: Co-designing a Personalized Audio Player

People with memory challenges may experience a sense of losing themselves or ‘unbecoming a self’, preserving their personhood ensures increased quality of life. This paper explores a design for one approach to create a personal design tailored to our participants Adele, Bruce, and Chris. In collaboration with these three participants, an audio player was designed to provide access to meaningful audio files. The audio can vary from poems, music, messages from others, books, to personal messages from people to themselves serving as memories. In addition, we reflected on the directness and honesty of one of our participants in the design process, and our awareness that participants may not always be as open about their experience as Bruce was in this case. At last, we discuss the stakeholders who facilitated the use of ‘Your moments’, and we reflect on what this could look like in the future.
THE ESSENCE AND STRUCTURE OF THE RESEARCH COMPETENCE OF A MATHEMATICS TEACHER

The aim of the research is to analyze the essence and structure of the research competence of a mathematics teacher. The study and analysis of psychological and pedagogical literature has shown that many authors, when defining the essence of the teacher's research competence, denote its integrity, dynamism, integrity, and integrativity. The research competence is considered as a characteristic, as a set of personality traits, as the ability to solve the research problems. The research competence of a mathematics teacher is a professionally significant quality, an integral part of pedagogical competence, an integral characteristic of the teacher's personality, a conscious willingness to engage in cognitive, research activities, the desire and need to lead it in pedagogical work. The methodological approaches to study the structure of the research competence of a mathematicsteacher were the personal, active, systemic, competence, axiological, procedural and technological ideas. The structural components of the research competence of a mathematics teacher are: motivational-value, cognitive, operational-activity, reflexive.
Identifying the Websites that Maintain Operational Standards through Obligation Links to Website-Standards Approval Body

Website is a very interesting phenomenon on the Internet. It attracts almost everyone as it can be viewed and used just by sitting in one place and exploring the many facets of information. That is the reason every institute whether for profit or non-profit establishes an online channel in the form of a website to manifest its significance both online and offline. Unfortunately, today the very purpose of the www on the Internet is abused by so many cybercriminals and their accomplices. By our many observations and website browsing and navigation experiences, we felt the need to assess any website and to approve/disapprove the special identification given to any website that meets certain operational standards. In this paper, we proposed a policy and a method to be adopted by Website-Standards Approval Body (WSAB) in order to assess the websites for approval/disapproval. This method is based on improving a parameter called Value-Identifier (VI) that is computed on the basis of certain important factors which are applied onto any website. We followed an empirical approach to assess the effectiveness of our method by following the operational standards to a set of 4 websites known to us. The larger and sufficient VI value is demonstrated by two of these operational-standard qualifying websites against the other two operational-standards non-qualifying websites.
The Role of Chief Engineer

Software development is very technical, with many technical decisions along the journey. These decisions rarely cause massive failures in isolation. As discussed in Chapter 4, it is the sum of many small decisions that often leads to unmaintainable products. Transforming a team into an engine for modern application development will not be possible without a passionate, strong leader who can convince everyone of the better way and then actively works to ensure the team stays on track. This leader needs to be rigorous about insisting on no compromises when it comes to the processes and principles that will achieve these cultural changes and recognizes the risks when outcomes are left to chance. In this chapter, we will focus on the importance of having strong technical leadership within an organization to help nurture and sustain the design and development of our software systems.
PSYCHOLOGICAL AND PEDAGOGICAL CONDITIONS OF STUDENTS CREATIVE THINKING DEVEIOPMENT

This article discusses the psychological and pedagogical conditions for the development of creative thinking of students. The problem of the development of students' creative abilities is defined as one of the urgent problems of forming the personality of a future specialist.However, the concept of creativity is also defined as a set of abilities and other features that contribute to potentially successful creative thinking. Scientific views of some foreign scientists, including Gestalt psychologists, are proposed on this problem.Along with this, it is mentioned about approaches that stimulate modern students to creative thinking in the educational process. The indicators for determining the level of development of creative thinking of students are also given. The author defined psychological and pedagogical conditions that contribute to the successful development of creative thinking of future teaching staff in the light of this problem.
Penerapan Strategi Pembelajaran Project Based Learning Pada Siswa SMP Negeri 3 Blambangan Umpu

This research aims to describe the process of implementing Project Based Learning (PBL) in improving learning motivation, writing skills, and the submission of learning outcomes in writing narrative (fable) of the at seventh grade students learn SMP Negeri 3 Blambanganumpu, academic year 2016/2017 through the implementation of PBL. The design of the research used is an experimental quasi that academic year descriptive. The type of research used is Classroom Action Research (CAR) and is implemented in several cycles. The results of this study indicate that the use of PBL can improve learning motivation, writing skills, and the submission of learning outcomes write narrative text increases.
Design and Implementation of English Online Translation Platform Based on Online Corpus

With the development of the Internet age, information science and technology have been developed and applied to a greater extent, especially the popularity of mobile terminal equipment, and more software and applications are emerging one after another. No matter which carrier is used for language information conversion, people are always the most selective one, and no information carrier can replace people's dominant position. From the current actual development, many students know little about English online translation platforms and have few applications, especially when faced with many online translation platforms in the market, it is difficult to choose. This paper introduces the establishment of Translation English Corpus (TEC) and its main features, and discusses the design and implementation of English online translation platform based on online corpus.