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Deep Learning Based LSTM Model Hyperparameter Testing to Predict the Number of Road Accidents Siswanto, Joko; Daniawan, Benny; Haryani, Haryani; Rusmandani, Pipit
Jurnal Sains, Nalar, dan Aplikasi Teknologi Informasi Vol. 3 No. 3 (2024)
Publisher : Department of Informatics Universitas Islam Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.20885/snati.v3.i3.37

Abstract

Many have used the prediction of the number of road accidents, but it is still rare to find those who use and test prediction models that are not suitable. Predictive models that have been used to predict road accidents have proven successful, but have not provided model testing with data that is different from the deep learning approach. The LSTM model test is proposed to be tested with 5 different datasets from Kaggle and 3 hidden layer variations. The test results of the LSTM model are that with variations of 4 hidden layers it can achieve higher accuracy results than those without hidden layers and 2 hidden layers. The results are obtained from stability with the lowest average MSLE value and relatively balanced average time. Deep learning-based LSTM model testing was carried out to ensure and prove the stability of the model for predicting the number of road accidents in the future. Stakeholders can predict the number of road accidents using the resulting prediction model.
Pengaruh Output Pertanian Dan Pariwisata Terhadap Pertumbuhan Ekonomi Di Indonesia Haryani, Haryani; Asrida, Asrida
Ekonomika Journal Vol 13 No 1 (2021): Ekonomika, Maret 2021
Publisher : Fakultas Ekonomi Universitas Almuslim Bireuen

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51179/eko.v13i1.538

Abstract

This research aims to explain the influence of agricultural output and tourism on growth Indonesian economy. To get maximum results, the data used is secondary data which are time series, namely data on economic growth, agricultural output and tourism data Data used on the number of foreign tourist arrivals in Indonesia over the last 24 years, namely yr 1995-2019 sourced from the World Bank using multiple linear regression analysis techniques. Research result shows that agricultural output and tourism have a positive effect on economic growth in Indonesia
ELASTISITAS DEMAND DAN SUPPLY BARANG TERHADAP HARGA DI KOTA LHOKSEUMAWE (Studi Kasus atas Persepsi para Milenial) Marzalina, Marzalina; Haryani, Haryani; Asrida, Asrida
Ekonomika Journal Vol 16 No 1 (2024): Ekonomika, Maret 2024
Publisher : Fakultas Ekonomi Universitas Almuslim Bireuen

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51179/eko.v16i1.2594

Abstract

The research was carried out descriptively quantitatively, with a questionnaire instrument on a sample of millennials in the city of Lhokseumawe. The results of respondents' perceptions show that the law and the meaning of market demand are still low. Likewise, regarding the meaning and law of bidding, around 30% still do not understand it exactly. Regarding the theory about setting and changing commodity prices, 52% understand it and the rest don't understand it and don't bother about it. In general, the elasticity of demand and supply for the price of goods is still more than 40%, which is not yet understood precisely. The results of quantitative analysis using a statistical test approach explain that there is no significant influence between the elasticity of demand and supply on price variables.
ANALISIS PENYERAPAN TENAGA KERJA DI SEKTOR KULINER KABUPATEN BIREUEN Zarimah, Zarimah; Haryani, Haryani
Ekonomika Journal Vol 15 No 2 (2023): Ekonomika, September 2023
Publisher : Fakultas Ekonomi Universitas Almuslim Bireuen

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51179/eko.v15i2.2620

Abstract

The purpose of this research is to analyze how wage levels and production values influence the absorption of labor in the culinary sector of Bireuen district. The type of research used in this research is quantitative research. In this study, the population is the culinary sector in Bireuen district by taking 49 culinary samples as respondents. Data collection techniques through questionnaires. Statistical tools used via multiple linear regression. Based on the SPSS calculation results, it shows that partially the wage rate variable (x1) has a positive and significant effect on employment absorption and the production value variable (x2) has a positive and significant effect on employment absorption. Then simultaneously the wage rate (x1) and production value (x2) have an influence on employment.
HUBUNGAN PARSIAL ASSET DAN HUTANG TERHADAP PERTUMBUHAN EKONOMI DI INDONESIA (KAJIAN DATA TAHUN 2011-2022) Marzalina, Marzalina; Haryani, Haryani; Danil, Mahyu
Ekonomika Journal Vol 16 No 2 (2024): Ekonomika, September 2024
Publisher : Fakultas Ekonomi Universitas Almuslim Bireuen

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51179/eko.v16i2.2884

Abstract

Quantitative research using verification methods with a national scope during the 2011-2022 period. Analyzing economic variables, namely assets, debt and their relationship to economic growth. Based on secondary data from BPS, the relationship model between variables is expressed in the equation GDP = 9036156+ 0.000141AS, meaning that every increase in assets has an impact on increasing economic growth. Likewise, the relationship between GDP and debt, with the GDP regression model = 8213950 + 0.452594 Hu. The contribution of the Asset aspect to GDP is 19.62%, while the contribution of the Debt variable to GDP is 92.30%. In descriptive statistics, it is explained that the median value of GDP over Assets and GDP over Debts is 578,555,199 and 7,507,359 respectively.
ANALISIS KINERJA PERANGKAT GAMPONG DALAM PENGEMBANGAN BUMG (Studi Kasus Pada Meunasah Kulam Meureudu Kabupaten Pidie Jaya) Hasbi, Hasbi; Syahriani, Endang; Ferdiananda Chadafi, Muhammad; Haryani, Haryani
Ekonomika Journal Vol 17 No 1 (2025): March, 2025
Publisher : Fakultas Ekonomi Universitas Almuslim Bireuen

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51179/eko.v17i1.3164

Abstract

The study analyzed the performance of the device in the development of BUMG by reviewing the influence of the keuchik leadership factor and increasing sources of income. The study was conducted at BUMG Meunasah Kulam, Meureudu District, Pidie Jaya Regency. The type of quantitative research with causality analysis. The data analysis technique used was path analysis using SMART-PLS. The results obtained (1) BUMG development is influenced by keuchik leadership and the contribution of income source factors also influences BUMG development, (2) Gampong device performance and also increasing sources of income have a significant effect on BUMG development. (3) Keuchik leadership has a significant effect on Gampong device performance. (4) The influence of Leadership, Increasing Sources of Income, and Gampong Device Performance simultaneously on the Development of Village-Owned Enterprises by 76.1%. (5) Leadership and Increasing Sources of Income affect Gampong Device Performance by 77.9%.
Transformasi Digital untuk Mewujudkan Ruang Publik Yang Lebih Cerdas Haryani, Haryani; Agustiani, Sarifah; Junaidi, Agus; Wahyudin, Wahyudin; Agus Junaidi
Jurnal Abdimas Ekonomi dan Bisnis Vol. 4 No. 2 (2024): Jurnal Abdimas Ekonomi dan Bisnis
Publisher : LPPM Universitas Bina Sarana Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31294/abdiekbis.v4i2.7289

Abstract

The purpose of this activity is to provide solutions to problems in RPTRA in the form of RPTRA management information systems and provide information technology training in the form of RPTRA website management. The problem in the management of RPTRA so far is that there has been no integrated data, both data on guest visits, activity agendas, and events carried out by RPTRA and external parties that use the Annur RPTRA land. The main problems related to digital infrastructure at RPTRA Annur are the availability of access to digital information such as the use of devices for digital learning for children, access to information and online registration of activities, communication and coordination between RPTRA managers and the community. The expected result in Community Service at RPTRA Annur is to make a product in the form of an RPTRA website profile that contains an agenda of activities and events, and a guest visit book that uses land at RPTRA. In addition, with this digital transformation activity, RPTRA managers also gain increased knowledge in using the Canva application for the learning process carried out.
Analisis Kualitas Pelayanan dan Lokasi terhadap Kepuasan Konsumen pada Warkop Syekar Bireuen Haryani, Haryani; Safrina, Emi; Diah, Muhammad; Firmansyah, Denny
AKADEMIK: Jurnal Mahasiswa Humanis Vol. 4 No. 2 (2024): AKADEMIK: Jurnal Mahasiswa Humanis
Publisher : Perhimpunan Sarjana Ekonomi dan Bisnis

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37481/jmh.v4i2.904

Abstract

This research aims to determine the effect of service quality and location on consumer satisfaction at Warkop Syekar. This type of research is associative research. Data collection in this research was carried out through a survey approach with a quantitative descriptive research type by distributing questionnaires to 100 respondents, while the population used in this research was warkop on mada consumers. Data collection techniques were carried out using interviews, questionnaires and documentation studies. The data analysis tool used in this research uses SPSS (Statistical Product Software Solution). The data analysis techniques in this research are descriptive analysis, multiple linear regression analysis, hypothesis testing using a partial significant test (t test), simultaneous significant test (F test), and testing the coefficient of determination (R2). The results of this research show that partially service quality has a positive and significant influence on consumer satisfaction. And partially location has a positive and significant influence on consumer satisfaction.
THE UTILIZATION OF INSTAGRAM AS A SOCIAL MEDIA IN ENHANCING THE CADETS’ ABILITY TO WRITE A RECOUNT TEXT Sulistyorini, Dwi; Haryani, Haryani
Majalah Ilmiah Gema Maritim Vol 24 No 1 (2022): Gema Maritim Vol 24 No 1 tahun 2022 tanggal 31 Maret 2022
Publisher : Politeknik Bumi Akpelni

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (305.275 KB) | DOI: 10.37612/gema-maritim.v24i1.286

Abstract

Abstract The objective of this research was about finding out if there is a significantly different use of the Instagram media for increasing the cadets’ ability to write Recount text in Technical Department compared to the use of English book media on students' ability to write short recount texts. The samples in this study were two classes of cadets of the Technical Department, Politeknik Bumi Akpelni involving 48 cadets. The experimental group was taught using Instagram as a new way of learning through social media in sample groups and groups taught using English books or handouts in non-examples groups. To find out whether there is an important difference between the final examination scores of the sample and non-sample groups, the t-test was calculated, and it was found that the t-value was higher than the t-table (3, 109 > 2.00). According to the results of the research that has been carried out for 1 semester, the researchers conclude that there is an important effect on using the new method, namely the Instagram social media application, compared to the use of English books or handouts that have been used the old way on the cadets' ability to write recount texts. This means that the t-test is greater than the t-table. The alternative hypothesis (H1) is accepted and the null hypothesis (H0) is rejected. In addition, through a new method of following young people's technology, namely social media Instagram as a medium in teaching English, especially recount text, it is very significant to improve cadets' writing skills.
Implementation of Binaan Inovatif Sehat Mandiri Aktif (BIMA): a community resilience program for COVID-19 at Griya Lare Utami Bantul Fithriyyah, Yayu Nidaul; Saifudin, I Made Moh. Yanuar; Martani, Hersinta Retno; Arumningtyas, Fajar; Khalish, Gaviota; Ermamilia, Aviria; Wanti, Ipang Fitria; Aulawi, Khudazi; Haryani, Haryani; Kustanti, Anita
Journal of Community Empowerment for Health Vol 7, No 2 (2024)
Publisher : Faculty of Medicine, Public Health, and Nursing, Universitas Gadjah Mada

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.22146/jcoemph.82755

Abstract

Introduction: Resilience is the key to overcoming the significant challenges of pandemics or large-scale disasters. Methods: A cross-sectional study design was performed in the study report. The BIMA program implementation lasted from June to November 2022 at Griya Lare Utami, Bantul. DIY, through integrated community services (BIMA): Training (B: Building/Binaan): training for cadres to screen potential health problems, Innovative Activities (I: Inovatif): valid information literacy (anti-hoax) for families and Canva training for youth organizations, Independent of Menu (M: Mandiri menu): Independently develops menus, practical locally available for Small and Medium Enterprise (SME), and Active (A: Aktif); counseling actions, competitions to make fish products, and poster designs, and evaluation of activities for community society. Results: The BIMA program involved 172 people from health cadres (n=12), Youth Organizations (n=24), Innovative Families (n=12), and Small and Medium Enterprises (SME) (n=11), with community members (n=113). The results showed significant differences after the program in cadre roles (p=0.01), Canva training (p=0.01), innovation family training (p=0.04), and knowledge of balanced nutrition (p=0.002). Meanwhile, there was no significant difference in the respondents' understanding regarding the development of local food products after participating in the activity (p=0.082). These results indicate that the BIMA program succeeded in increasing the knowledge and skills of the respondents. Conclusion: The BIMA Program has effectively enhanced the roles of health workers, health literacy, and nutrition management. However, it requires further advancement in the development of local products. It is recommended that the initiative persists with activities aimed at extensive community empowerment, incorporating collaboration with pertinent sectors.
Co-Authors A.A. Ketut Agung Cahyawan W Adinda Putri, Adinda Putri Adnan Adnan Agus Irianto Agus Junaidi Agus Junaidi Agustiani, Sarifah Agustyaningrum, Cucu Ika Ahyaudin, Ahyaudin Al Busyra Fuadi Al Kausar, Riski Alamsyah Harahap, Alamsyah Alda, Atikah Kurnia Annisa Astrid Anwar Senen Arif Rahman Mansur, Arif Rahman Arifin Triyanto Arifn, Zaenal Arofah, Salwa Nada Agfi Artika Surniandari Arumningtyas, Fajar Aselia, Putri Asham Bin Jamaluddin Asrida Asrida, Asrida Astisyah, Andi Dian Aunurrahman Aunurrahman Aviria Ermamilia Azaki Khoirudin Bahagiya, Multika Untung Chairul Bariah Chanissa Purwaningrum Christantie Effendy Cindy Caroline Daniawan, Benny Danil, Mahyu Dedi Saputra Denny Firmansyah Diah, Muhammad Dianda, Alya Maghfira Dwi Harjanto Dwi Listyorini Emiliana, Meutia Raissa Endang Ciptowati, Endang Endang Syahriani Era Triana Erawati, Wati Ezra Aditia Fachry Abda El Rahman Fadilah, Iwan Fardinan, Rolly Faturrohman, Faturrohman Febiana Kistianti, Febiana Febrianto, Aziza Restu Felisha, Angela Putri Ferdiananda Chadafi, Muhammad Firmansyah, Denny Fithriyyah, Yayu Fithriyyah, Yayu Nidaul Fitri Yeni, Fitri Fitria, Annis Fitria, Erlin Fitriana, Cut Nadia Hadi, Sofian Wira Hajri, Zuhratul Halifah Pagarra Hamiidah, Shofia Nurmalita Hardiani, Sri Hartanto, Cahya Fajar Budi Hartanto, Cahya Fajar Budi Haryani Hasbi Heny Suseani Pangastuti Hidayati, Baiq Nurul Huda, Samani - Humairah, Nurul I Nengah Tela I Nyoman Mangku Karmaya Indri Astuti Irzal, Ummul Aulia Iskandar Aziz Ismiyati Ismiyati Issy Yuliasri Iwan Stia Budi Januarius Mujiyanto Joko Siswanto Khalish, Gaviota Khudazi Aulawi Kumita, Kumita Kurniawan, Catur Kustanti, Anita Kusumah, Dadang Puja Lidya, Herlin M. Akbar Mangkuwinata, Denny Sumantri Marison, Artian Ferry Mariyono Sedyo Winarso, Mariyono Sedyo Martani, Hersinta Retno Marzalina, Marzalina Muh. Yunus Muhammad Anwar Muhammad Diah Mulfakli, Mulfakli Mulyahati, Anuwari Nara, Intan Permata Narni Tri Sulastri, Narni Tri Ni Ketut Metri, Ni Ketut Nuristiana, Nuristiana Nurul Hidayati Pipit Rusmandani, Pipit Priatno, Priatno Purwaningrum Purwaningrum, Purwaningrum Putri, Rizky Rachma R, A. Rahmadana Raden Ahmad Dedy Mardani, Raden Ahmad Dedy Raeni N, Raeni Rahmawati, Yusi Randa M, Asty Ratna Kurnia Dewi Retno Muriyani, Retno Rimba, Lovely Grace Rini Mutahar Rita Erlina, Rita Romadonika, Fitri Rudi Hartono Rusli, Marzalina Safitri, Rias Pratiwi Safrina, Emi Saifudin, I Made Moh. Yanuar Sakura, Royanna Seftiyani, Friska Siswi Kusumadewi S, Siswi Sonny Muhammad Ikhsan Mangkuwinata Sri Ratna Widyowati, Sri Ratna SRI SETIYARINI, SRI Sri Warsini Suhardi Aldi Sulistio Jati NS, Hery Sutono Sutono Syafruddin Syafruddin Syafryadin, Syafryadin Syah, Nuhasan Syahirul Alim syahriani, endang Thoyibah, Zurriyatun Tjitjih Kurniasih, Tjitjih TRI PRABOWO Tulutfiah, Besse Afidah Uki Noviana Ulhusni, Annisa Wahyudin Wahyudin Wanti, Ipang Fitria Winarto, Agung Tri Wulandari, Luh Putu Lila Wuri Wuryandani Zahara, Mutiara Zarimah, Zarimah