UIN (Universitas Islam Negeri) Sunan Kalijaga, Yogyakarta: E-Journal Fakultas Sains dan Teknologi
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1440 research outputs found
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Predicting Breast Cancer: A Comparative Analysis of Machine Learning Algorithms
No full textBreast cancer is the most common cancer among women (43.3 incidents per 100.000 women), with the highest mortality (14.3 incidents per 100.000 women). Early detection is critical for survival. Using machine learning approaches, the problem can be effectively classified, predicted, and analyzed. In this study, we compared eight machine learning algorithms: Gaussian Naïve Bayes (GNB), k-Nearest Neighbors (K-NN), Support Vector Machine(SVM), Random Forest (RF), AdaBoost, Gradient Boosting (GB), XGBoost, and Multi-Layer Perceptron (MLP). The experiment is conducted using Breast Cancer Wisconsin datasets, confusion matrix, and 5-folds cross-validation. Experimental results showed that XGBoost provides the best performance. XGBoost obtained accuracy (97,19%), recall (96,75%), precision (97,28%), F1-score (96,99%), and AUC (99,61%). Our result showed that XGBoost is the most effective method to predict breast cancer in the Breast Cancer Wisconsin dataset
The Transformation of Monopoly Game: Learning Media to Improve Students\u27 Creativity and Interest in Learning
No full textThis study aims to determine and applying how effective the design of The Transformation of Monopoly Game as a learning media in order to increase students\u27 creativity and interest in learning. Technological progress has been rapid development in various fields such as social, political, cultural, economic and even education. Due to technological advances often cause trends and addictions to technology, especially among students. Based on a Study funded by UNICEF (United Nations Children’s Fund) and carried out by the Ministry of Communication and Information by tracking online activities of a sample of children and adolescents aged 10-19 (as many as 400 respondents). The results of this study state the use of social media and digital become an integrated part in the daily lives of Indonesian young people. The study found that 98% of the children and adolescents surveyed knew about the internet and that 79.5% of them were internet users. This research uses descriptive method and action research. Descriptive method is used to describe the phenomena that are taking place now or in the past, and collect data from journals, book, as well as other sources. Then by applying the action research method which research objects use in the learning process. Through this media students not only play but also learn, so this can find out how effective The Transformation of Monopoly Game is as a learning medium in order to increase students\u27 creativity and interest in learning
The Importance of Disaster Knowledge in Early Childhood for The Future Investment
No full textDisasters carry consequences for humans and their environment. One of the vulnerabilities to disaster is caused by a lack of knowledge of disasters. Indonesia is a region prone to disasters. This is due to Indonesia\u27s position which is surrounded by three world tectonic plates and also located in the ring of fire, the most active volcano in the world. According to data from the National Disaster Management Agency (BPNB), during 2018-2019 there have been 3860 natural disaster incidents. The attitude that needs to be raised in minimizing the existence of a disaster is the anticipatory attitude that is accompanied by knowledge to deal with the disaster. Disaster education is one of the directives of the president in disaster management. In line with this directive, it is necessary to transfer disaster knowledge to the community especially to early childhood. Early childhood is a golden period, where the brain develops very quickly and can receive and absorb any good or bad information. For this reason, the purpose of this article is to examine the importance of disaster knowledge for early childhood. This article was compiled using the literature study. Strengthening disaster knowledge about early childhood is the first step towards realizing a disaster-aware society. Disaster aware society will have a better capacity in dealing with disasters so they are capable of threatening disasters around them. Early childhood is one of the future investments and is one of the vulnerable groups to disasters, it is very important to increase disaster knowledge because Indonesia in the future will be led by today\u27s early generation
Comparative Study of Paradigm on Character Education Perspective by Paulo Freire and Ki Hajar Dewantara
No full textNowadays, when science and technology continue to grow rapidly, character education precisely more gets eroded. It shows, there has been morals degradation in the middle global mainstreaming. The authors using of character education prespective by two phenomenal figures to be discussed, Paulo Freire and Ki Hajar Dewantara. Both give a more attention to the paradigm education that is able to answer new challenges. Freire thought to give a solution by is leaving magical and naive education, switch to concept critical education that freed humans leads to a new colour in the proggressive change. Whereas, thought Dewantara to show a concept “trilogi” that is how the role family, school, and public able to formation movers character and children mentality along through system “among” based on Ing Ngarsa Sang Tuladha, Ing Madya Karsa, and Tut Wuri Handayani. The method that is used in this research analytic comparative method, that is by to analyze in a looking for sides similarity and difference of thought. The purpose of this research is to describe character students towards the future better
Amne Gine Mafatanon (We\u27re Brothers) “The Concept of Brotherhood Amid Religious Differences Between Gamta Village and Magei West Misool District of King Ampat”
No full textThis article aims to understand how the "Amne Gine Mafatanon" treats brotherhood amidst religious differences between Gamta village and Magei village West Misool District of King Ampat Islands. Gamta Village is a Muslim village and Magei Village is a Christian village, but both villages are adjacent to the island surrounded by oceans and forests, and the two villages are separated by a road about 300 meters. In this article there are two focus questions, first how do the people of the village of gamta and magei village understand the relationship between the brothers? Secondly, why do the people of Gamta village and Magei village maintain a brotherly bond between the two? Thirdly, how is the traditional model that embraces the brotherhood values of the village gamta and magei village ?. This article usesmethods field research by obtaining primary and secondary data as supporting data in the writing of this article. The results of this study cover the ways in which the people of Kampung Gamta and Kampung Magei engage in brotherhood amidst religious differences and look at the values inherent in the tradition shared between these two villages as a bond of brotherhood
Technology: Technological Advances and Changes in Human Lifestyles in a Socio-Cultural Perspective
No full textThe development of technology in this day and age can not be denied anymore, technology is very fast and rapid development. So it is not surprising that the need for media technology is increasingly high, with the existence of various jobs technology is very easy and quickly done. From that we wrote this paper aims to: (1) know the process of development of technological progress, (2) find out changes in human life patterns due to technological advances, (3) find out the influence of technological advances in the socio-cultural field, and (4) get solutions in overcoming negative impact of technological progress. This paper is the result of a literature study sourced from books, articles, journals, and completed with survey results on the use of modern technology used as data collection techniques. The data obtained were analyzed descriptively critically by the author using the socio-cultural theory change approach. The results of the discussion in this paper show the following: (1) technological advances continue to develop very rapidly and give birth to digital society; (2) there is a change in the pattern of human life due to technological advances so that it becomes more pragmatic, hedonistic, secular, and gives birth to an instant generation but also prioritizes the effectiveness and efficiency in their behavior and actions; (3) technological advances are double faced because they have positive and negative effects on human life; (4) efforts to reduce and overcome the negative impacts of technological progress can be made by synergizing the roles of family, education, society and the state. With data collection methods, documentation and participation in case studies. To obtain maximum and concrete results, this paper can be used as a solution to various problems related to technology
Sistem Terintegrasi untuk Perencanaan dan Pengendalian Pembangunan Wilayah Berbasis Kampung
No full textDevelopment planning in the village begins with the Development Planning Conference. The government considers the need for solutions in solving development problems up to the village and village level so that on November 7, 2018 a Mayor Regulation number 72 of 2018 concerning the formation of village administrators is issued so that development is no longer based on RT-RW but based on village. The many functions of village administrators need an appropriate system for processing data. Manually processing data has weaknesses, especially in planning and controlling budget. The purpose of this study is to produce an integrated system for planning and controlling village-based area development. The research method used consists of library research, data collection and system development of the Waterfall method (system analysis, system design, system implementation and system testing). The results of this study are a system that is capable of processing data from budget proposals to reporting and can provide varied information for village administrators, LPMK and Kelurahan
Analysis of Personality Characteristic Using the Naïve Bayess Classifier Algorithm (Case Study Official Twitter of Basuki Tjahaja Purnama\u27s and Anies Baswedan)
No full textThis research uses data from social media Twitter based on the results of tweets from user_timeline @basuki_btp and @aniesbaswedan. This study uses 2100 tweet data. Data that has been collected is then pre-processed first and labeled manually. The next process is classification using the Naïve Bayes Classifier Algorithm using the Big Five Personality Theory. Based on the test results using 500 tweet data as training data and 1600 tweet data as testing data. The classification results obtained by using the Naïve Bayes Classifier Method and grouped in the "Big Five" personality groups: Openness, Conscientiousness, Extraversion, Agreeableness and Neuroticism on tweet data in Indonesian
Internet Access Equity Policy Is the Internet Access Equity Policy Through USO Funds effective?
No full textIndonesia has a disparity in internet access caused by differences in regional factors, especially in geographically difficult areas to reach. The disparity in internet access is narrowed by the existence of programs through USO funds. However, the researchers found that the equalization program for internet access using USO funds had not been effective, especially in the education sector. This paper aims to provide an evaluation of USO-funded programs. This paper uses qualitative descriptive methods with review literature data collection techniques accompanied by qualitative critical analysis techniques. The important finding of this study is that the internet access equalization program has not been effective as evidenced by the ineffectiveness of this program in the education sector. Researchers suggest optimizing the internet access equalization program through USO funds to improve the quality of education
