Optimization Of Neural Network Method Using Chi-Square Feature Selection In Poverty Data Classification
(Tresi Aprilia Aprilia)
DOI : 10.62411/jais.v9i1.10227
- Volume: 9,
Issue: 1,
Sitasi : 0 21-Apr-2025
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| Last.31-Jul-2025
Abstrak:
Poverty is a fundamental problem that has become the center of attention in several aspects, for example from the government. The government needs poverty data and analyzes it to determine which poverty alleviation programs should be delivered to the right target or the poor. The aim of this study is to determine the accuracy of the classification of poverty in Batang District using the Neural Network method using the chi square feature selection. The dataset used in this study uses poverty data sourced from the Batang district BPS based on the results of the Susenas survey (National Economic Survey) for the 2022 time period. The results of this study indicate that the accuracy obtained for poverty classification using a neural network is 96.38% , with a precision value of 100%, and a recall value of 89.38%. Whereas when using a neural network with feature selection chi square, it gets an accuracy value of 93.68%, with a precision value of 91.07%, and a recall value of 90.26%. The contribution of this research is to develop a neural network method using feature selection chi square to improve the results of the accuracy of the classification is not poor or poor.
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2025 |
Naive Bayes Sentiment Analysis Study On Street Boba And Gildak Kediri Consumer Reviews
(Cindy Aprilia Wijaya Prasentya, Didik Hermanto, Wana Pramudyawardana Kusuma Negar, Folasade Olubusola Isinkaye)
DOI : 10.62411/jais.v9i1.10309
- Volume: 9,
Issue: 1,
Sitasi : 0 21-Apr-2025
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| Last.31-Jul-2025
Abstrak:
Streetboba & Gildak Kediri outlet is a restaurant that serves a variety of Korean food menus and various kinds of drinks with boba and jelly toppings that are sold at low prices that suit the student's budget. This restaurant is located in East Java province which is precisely on Jalan Yos Sudarso No.43, Kediri City. With technological advances that continue to grow to affect various aspects, especially in the business and industrial world. Sentiment analysis is a technology that extracts or manages text to be expressed using text that can also be classified into positive and negative polarity. Consumer reviews are a form of communication that occurs in the sales process, the stage where potential buyers receive an explanation of the product posted and buyers receive reviews that explain the advantages or disadvantages of purchasing the product. In this study, sentiment analysis was conducted based on consumer opinions regarding social media accounts. The study aimed to use social media data to assess the service, cleanliness and quality of products offered by categorizing companies as having positive and negative reviews. To classify sentiment, the Naive Bayes method is used, which combines survey data collection methods, questionnaires, and observation data.
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2025 |
Dampak Efisiensi Renovasi Lapangan Merdeka Medan terhadap Perkembangan UMKM Lokal
(Alvian Manaralom Siregar, Kurnia Simbolon, Khairani Aprilia, Queen Helen Br. Bukit, Rohani Rohani, Elsa Kardiana)
DOI : 10.62383/wissen.v3i2.702
- Volume: 3,
Issue: 2,
Sitasi : 0 08-Apr-2025
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| Last.27-Jul-2025
Abstrak:
This journal discusses the efficiency impact of the renovation of Merdeka Field on the development of local MSMEs. The aim is to understand and analyse the multifaceted impacts that the renovation of Merdeka Square has had on the development of local MSMEs, as well as to identify and assess the various challenges faced by local MSMEs following its revitalization, including issues relating to accessibility and the potential commercialization of public spaces. The methodology used in this study involved direct observation of MSME activities both before and after the renovation. In addition to comprehensive interviews with MSMEs and relevant stakeholders, in addition to documentation related to the revitalization process of Merdeka Square and its impact on MSMEs. With well-defined regulations and an enhanced suite of facilities, MSMEs near Merdeka Square are poised to achieve superior development and maintain competitiveness amidst the evolving urban landscape.
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2025 |
Analisis Tindak Tutur dalam Podcast “Close The Door” terhadap Konten Kreator Gay
(Dina Olivia Sidabutar, Ester Marga Retta, Jelita Sitorus, Mutiara Aprilia, Nayla Lubis, Nurul Annisa, Regina Situmorang, Soraya Firanti, Oky Fardian Gafari)
DOI : 10.61132/pragmatik.v3i2.1562
- Volume: 3,
Issue: 2,
Sitasi : 0 26-Mar-2025
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| Last.06-Aug-2025
Abstrak:
This study aims to gain a deeper understanding of the gay community, including their identity, social dynamics, and the challenges they face. In addition, this study aims to identify factors that influence public perception of the gay community and how stigma and discrimination develop. The method used is qualitative, which is a research approach that aims to understand the meaning, experience, and perspective of individuals or groups in a particular context. The data in this study were obtained from the analysis of the podcast "Close The Door" by Deddy Corbuzier which features an interview with a content creator who is part of the LGBT (gay) community. Through this analysis, the study seeks to uncover how narratives that develop in the media can influence public opinion. The results of the study are expected to provide a clearer understanding of the existence of the gay community in the social structure, as well as assist policy makers in designing regulations that are more inclusive and support diversity.
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2025 |
Stunting Prevention and First 1,000 Days of Life Optimisation Programme in Gunungkidul
(Andari Wuri Astuti, Siti Fatimah, Lulu Anisa, Resya Aprilia, Cindy Putri Febrianti, Siti Roshaidai Mohd Arifin, Ita Suryani, Mila Savitri)
DOI : 10.15294/kemas.v20i3.13706
- Volume: 20,
Issue: 3,
Sitasi : 0 25-Mar-2025
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| Last.10-Jul-2025
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Stunting is a significant public health issue and the prevalence of stunting in Indonesia was reported at 21.6% in 2022. This study used a mixed-methods approach. The qualitative component employed a single-case embedded study design, data were collected through semi-structured interviews involving 15 participants and analyzed by using a thematic approach using NVivo-12. Meanwhile, the quantitative component utilized a one-group pre-test post-test design involving 155 respondents, data were gathered using questionnaires and were analyzed using paired t-tests with SPSS-26.Participants had a lack of knowledge about stunting. However, they acknowledged various healthy nutrition and health programs for stunting prevention. There were also various programs managed by local government involving multisector bodies, and communities focusing on reducing stunting prevalence. However, there were expectations to strengthen the program strategies by providing home visits, online educational media, adequate facilities, and infrastructure within Integrated Community Services (ICS (Posyandu)). The paired t-test revealed a significant average difference between pre-test and post-test values, with a mean difference of 1.167 and a p-value of <0.008. The ongoing stunting alleviation program demonstrates the government’s commitment to multi-sectoral collaboration and the use of educational media, such as videos, significantly enhances respondents’ knowledge about stunting.
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2025 |
Pengaruh Pemberdayaan, Kewirausahaan, dan Self Efficacy Terhadap Produktivitas Kerja Karyawan UKM Batik Tulis di Malang Raya
(Dyah Aprilita Purwaningsih, Ernani Hadiyati, Sugeng Mulyono)
DOI : 10.62951/jem.v25i3.57
- Volume: 25,
Issue: 3,
Sitasi : 0 20-Mar-2025
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| Last.13-Aug-2025
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Human Resources (HR) are a crucial asset for companies and must be effectively managed and developed to maximize performance and achieve the company’s objectives. In this study, the focus is on Small and Medium Enterprises (SMEs), which undeniably play a vital role as the backbone of the national economy. This research aims to analyze the impact of empowerment, entrepreneurship, and self-efficacy on employee productivity in SMEs, specifically in Batik Tulis SMEs in Malang Raya. Additionally, the study seeks to identify the most dominant factor among these three variables in influencing employee productivity. The research employs multiple linear regression analysis, with data collected through questionnaires from 102 respondents selected using a census method. The findings indicate that empowerment, entrepreneurship, and self-efficacy have significant simultaneous and partial effects on employee productivity. However, self-efficacy was found to be the most dominant factor affecting employee productivity, contrary to the initial hypothesis that identified empowerment as the dominant variable. The novelty of this study lies in its discovery that self-efficacy has a significant influence on employee productivity.
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2025 |
RANCANGAN BANGUN SISTEM PENDAFTARAN SISWA BARU SMK CITRA NEGARA DEPOK MENGGUNAKAN METODE WATERFALL
(Trisna Wahyudi Rohman, Phita Pitria, Aprilia Styanigrum, Arbi Sarmembi, Selestina Didi Irmaya)
DOI : 10.69714/6estwv71
- Volume: 2,
Issue: 1,
Sitasi : 0 17-Mar-2025
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| Last.30-Jul-2025
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The rapid development of information and communication technology has revolutionized various sectors, including education. In response to the challenges of manual registration processes, SMK Citra Negara Depok initiated the design of a modern, integrated online student registration system using the Waterfall method. This research aims to enhance efficiency, improve data accuracy, and provide better access for prospective students. Through qualitative and quantitative approaches, this study analyzes existing problems, designs solutions, and evaluates the system’s effectiveness. The results demonstrate that the proposed system significantly optimizes registration processes, thereby increasing the institution's competitiveness in the digital era.
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2025 |
Pentingnya Bahasa Indonesia dalam Membangun Kesadaran Demokrasi di Sekolah pada Mahasiswa/i Jurusan PPKn
(Amalia Apriliani, Joya Urmila Lubis, Trima Uasito Tampubolon, Petrus Medikson Pardede, Nurul Azizah)
DOI : 10.61132/morfologi.v3i2.1529
- Volume: 3,
Issue: 2,
Sitasi : 0 15-Mar-2025
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| Last.06-Aug-2025
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Bahasa Indonesia, as the official language and primary means of communication in Indonesia, not only serves as a link between diverse ethnicities and cultures, but also as an effective medium for conveying democratic values ??to students. This study uses a qualitative method with a descriptive approach to understand the meaning behind the use of language in learning activities. The results of the study indicate that good mastery of Bahasa Indonesia can facilitate constructive discussions and interactions, support the teaching of democratic values, and create an inclusive learning environment. Through interactive learning strategies, prospective PPKn teachers can instill awareness of the importance of active participation in a democratic society, build mutual respect, and appreciate differences of opinion among students. This study emphasizes the importance of developing Indonesian language competence for prospective teachers as an effort to create a generation that cares and is responsible for national and state life.
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2025 |
Gambaran Regulasi Emosi Remaja Sekolah Menengah Pertama di SMP Sultan Agung 4 Semarang
(Sesilia Apriliani, Indra Tri Astuti, Kurnia Wijayanti)
DOI : 10.61132/corona.v3i2.1219
- Volume: 3,
Issue: 2,
Sitasi : 0 11-Mar-2025
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| Last.06-Aug-2025
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Background: Emotional regulation is the ability of individuals to recognize, manage, and control their emotions, which is crucial for adolescents, especially when facing various situations in the school environment. This study motivated by the high incidence of stress and emotional problems among students, which can impact their academic performance and social relationships. Method: This research employs a quantitative approach using a survey method. Questionnaires were distributed to 173 students from grades 7, 8, and 9 at SMP 4 Sultan Agung. The obtain data were analyzed to identify the depiction of students emotional regulation and the factors influencing it. Result: Based on the analysis results, from 193 respondents, it showed that 81 respondents (46.8%) had good emotional regulation, while 92 respondents (53.2%) had sufficient emotional regulation. There was a significant difference in emotional regulation ability based on grade level, where students in higher grades had better emotional control. Internal and external factors can affect students' emotional regulation. Conclusion: This study concludes that the emotional regulation of students at SMP 4 Sultan Agung varies, and it is essential for schools and parents to collaborate in creating an environment that supports the development of students' emotional regulation skills.
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2025 |
Edukasi Menstruasi Berbasis Syariah sebagai Metode Meningkatkan Perilaku Remaja Selama Menstruasi
(Fadlilah Shofiyyuna, Sri Wahyuni, Apriliani Yulianti Wuriningsih)
DOI : 10.55606/detector.v3i2.4925
- Volume: 3,
Issue: 2,
Sitasi : 0 10-Mar-2025
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| Last.13-Aug-2025
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Menstruation is a sign that a woman has a uterus in her stomach, so menstruation is normal for all women. Sharia-based menstruation has differences in terms of cleansing (hygiene), counting the menstrual blood that comes out, prohibitions, and what is permitted during menstruation. This research is quantitative research, using Pre-Experimental Design with a Two Group Pretest-Posttest design. Sampling used a stratified random sampling technique, the number of respondents was 64 female students using the paired t-test. The results of the respondent analysis weare obtained from 32 respondents at SMA 3 Sultan Agung, on average there were 25 female students aged 17 years with a percentage of (78.1%). And it is known that of the 32 respondents at SMA 1 Sultan Agung, the average number of 17 year old female students was 22 respondents with a percentage of (66.7%). And the test results show that the level of knowledge of SMA 3 Sultan Agung female students increased significantly after receiving the intervention from (30.46%) to (86.87%). However, this is different from SMA 1 Sultan Agung, where there are only slight changes because there is no intervention. There is an influence of Sharia-based menstrual education on adolescent behavior during menstruation in high school with a p-value of 0.001 (p-value < 0.05)
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2025 |