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Dwi Astuti
Universitas Muria Kudus
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Journal : transformasi

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PENGEMBANGAN MEDIA PEMBELAJARAN INTERAKTIF PETUALANGAN LUAR ANGKASA BERBASIS ANDROID Ariesta Kusuma, Ahmad Fauzi Anggi; Astuti, Dwi; Handayani, Riska Dwi
TRANSFORMASI Vol 19, No 1 (2023): TRANSFORMASI
Publisher : STMIK BINA PATRIA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56357/jt.v19i1.351

Abstract

Kompetensi adalah salah satu capaian dari pembelajaran yang disajikan, tidak terkecuali oleh mata pelajaran ilmu pengetahuan alam tentang tata surya.Pada penelitian ini bertujuan untuk menciptakan sebuah media pembelajaran interaktif pada materi tata surya dan benda langit, metode penelitian yang digunakan adalah Multimedia Development Life Cycle (MDLC), dengan 10 responden untuk menghasilkan bagaimana respon pengguna tentang media pembelajaran interaktif yang dibangun.Setelah dilakukan pengujian dan dihitung menggunakan skala linkert didapatkan hasil untuk media mendapatkan nilai 78,5%, pembelajaran mendapatkan nilai 80% dan minat mendapatkan nilai 78.6% . Rerata dari pengujian ini didapatkan hasil sebesar 79% dengan kategori baik. Dari hasil terebut bisa ditarik kesimpulan bahwa media pembelajaran interaktif ini dengan judul petualangan galaxy bisa diterima dengan respon positif
RANCANG BANGUN SISTEM PENDUKUNG KEPUTUSAN PENERIMAAN KARYAWAN PERUMDA ANEKA USAHA PURWOREJO MENGGUNAKAN METODE SMART (SIMPLE MULTI ATTRIBUTE RATING TECHNIQUE) BERBASIS WEBSITE Mahasinul Akhlak, Muhammad Lutfi; Chalwani, Muhammad; Astuti, Dwi
TRANSFORMASI Vol 20, No 1 (2024): TRANSFORMASI
Publisher : STMIK BINA PATRIA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56357/jt.v20i1.402

Abstract

The aim of the research is to design and build a Decision Support System for Employee Recruitment at Perumda Aneka Usaha Purworejo Using the SMART (Simple Multi Attribute Rating Technique) Method Based on a Website with the PHP programming language and MySQL database which can provide fast, precise and accurate information. The research methodology used is the Design Thinking method approach. Design thinking is a methodology carried out through deep understanding (insight) into customers or users to find solutions to problems or ideas for improvement opportunities. Design thinking consists of 5 stages, namely: exploration (empathize), identification (define), ideation (ideate), visualization (prototype) and evaluation (test). The design used in this research is a UML (Unified Modeling Language) construction. UML has graphic diagrams including use case diagrams, class diagrams, activity diagrams, sequence diagrams, and statechart diagrams. The results of user evaluation found that the average score obtained was 8.4 from the maximum average score of 10. The average score of 1.6 was not achieved because there was no automatic feature available to fill in the parameters and criteria so that the Employee Recruitment Decision Support System Perumda Aneka Usaha Purworejo Using the SMART Method (Simple Multi Attribute Rating Technique) can support HRD in making decisions in determining new employees for Perumda Aneka Usaha Purworejo more effectively, objectively and transparently.
SEGMENTASI PELANGGAN MENGGUNAKAN METODE DBSCAN UNTUK MENDETEKSI POLA BELANJA Handayani, Riska Dwi; Astuti, Dwi; Priyoatmoko, Wahyu; Kapti, Kapti
TRANSFORMASI Vol 21, No 1 (2025): TRANSFORMASI
Publisher : STMIK BINA PATRIA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56357/jt.v21i1.439

Abstract

Customer segmentation is one approach used to identify customer characteristics. Accurate segmentation allows companies to personalize offers, increase customer retention and optimize marketing costs. The purpose of this study is to group customer characteristics of a retail company using the DBSCAN (Density-Based Spatial Clustering of Applications with Noise) method. The DBSCAN method does not require initial determination of the number of clusters, is able to recognize clusters with irregular shapes and can identify outliers or customers with extreme patterns. The dataset used is an external dataset obtained from Kaggle. The dataset contains customer personalization analysis with a total of 2,240 rows and 29 columns. The results of the study show that the DBSCAN method can produce an eps value of 1.2 and produce the highest Silhouette Score of 0.080 with 4 clusters formed. Visualization of segmentation results with PCA dimension reduction techniques into two dimensions to facilitate interpretation. The PCA visualization produces 5 clusters, each of which represents its respective customer group. Thus, this approach offers an adaptive segmentation alternative that is more sensitive to complex behavioral patterns.Keywords : Customer segmentation, DBSCAN, shopping patterns, silhouette scorem, PCA
RANCANG BANGUN SISTEM PENDUKUNG KEPUTUSAN PENERIMAAN KARYAWAN PERUMDA ANEKA USAHA PURWOREJO MENGGUNAKAN METODE SMART (SIMPLE MULTI ATTRIBUTE RATING TECHNIQUE) BERBASIS WEBSITE Mahasinul Akhlak, Muhammad Lutfi; Chalwani, Muhammad; Astuti, Dwi
TRANSFORMASI Vol 20, No 1 (2024): TRANSFORMASI
Publisher : STMIK BINA PATRIA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56357/jt.v20i1.402

Abstract

The aim of the research is to design and build a Decision Support System for Employee Recruitment at Perumda Aneka Usaha Purworejo Using the SMART (Simple Multi Attribute Rating Technique) Method Based on a Website with the PHP programming language and MySQL database which can provide fast, precise and accurate information. The research methodology used is the Design Thinking method approach. Design thinking is a methodology carried out through deep understanding (insight) into customers or users to find solutions to problems or ideas for improvement opportunities. Design thinking consists of 5 stages, namely: exploration (empathize), identification (define), ideation (ideate), visualization (prototype) and evaluation (test). The design used in this research is a UML (Unified Modeling Language) construction. UML has graphic diagrams including use case diagrams, class diagrams, activity diagrams, sequence diagrams, and statechart diagrams. The results of user evaluation found that the average score obtained was 8.4 from the maximum average score of 10. The average score of 1.6 was not achieved because there was no automatic feature available to fill in the parameters and criteria so that the Employee Recruitment Decision Support System Perumda Aneka Usaha Purworejo Using the SMART Method (Simple Multi Attribute Rating Technique) can support HRD in making decisions in determining new employees for Perumda Aneka Usaha Purworejo more effectively, objectively and transparently.
SEGMENTASI PELANGGAN MENGGUNAKAN METODE DBSCAN UNTUK MENDETEKSI POLA BELANJA Handayani, Riska Dwi; Astuti, Dwi; Priyoatmoko, Wahyu; Kapti, Kapti
TRANSFORMASI Vol 21, No 1 (2025): TRANSFORMASI
Publisher : STMIK BINA PATRIA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56357/jt.v21i1.439

Abstract

Customer segmentation is one approach used to identify customer characteristics. Accurate segmentation allows companies to personalize offers, increase customer retention and optimize marketing costs. The purpose of this study is to group customer characteristics of a retail company using the DBSCAN (Density-Based Spatial Clustering of Applications with Noise) method. The DBSCAN method does not require initial determination of the number of clusters, is able to recognize clusters with irregular shapes and can identify outliers or customers with extreme patterns. The dataset used is an external dataset obtained from Kaggle. The dataset contains customer personalization analysis with a total of 2,240 rows and 29 columns. The results of the study show that the DBSCAN method can produce an eps value of 1.2 and produce the highest Silhouette Score of 0.080 with 4 clusters formed. Visualization of segmentation results with PCA dimension reduction techniques into two dimensions to facilitate interpretation. The PCA visualization produces 5 clusters, each of which represents its respective customer group. Thus, this approach offers an adaptive segmentation alternative that is more sensitive to complex behavioral patterns.Keywords : Customer segmentation, DBSCAN, shopping patterns, silhouette scorem, PCA
Implementation of the LSTM Deep Learning Model for Water Quality Parameter Prediction febriani, yeza; astuti, dwi; Putra, Yusuf Wahyu Setiya; Handayani, Riska Dwi; Fatkhurrohman; Kapti
TRANSFORMASI Vol. 22 No. 1 (2026): TRANSFORMASI
Publisher : STMIK BINA PATRIA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56357/t21qyp02

Abstract

Efficient water quality prediction is crucial amid the threat of increasing pollution. Conventional methods have limitations in terms of cost, time, and coverage, requiring an innovative approach based on artificial intelligence. This study aims to classify drinking water suitability using Long Short-Term Memory (LSTM) architecture, which is known to be effective for sequential data. The research method includes data collection from Kaggle, data pre-processing such as normalization and missing value handling, and data division into 80% for training and 20% for testing. The proposed LSTM model was evaluated using accuracy, precision, recall, and F1-Score metrics. The results show that the LSTM model is capable of achieving an overall accuracy of 95.47%, with a precision of 0.9511 and a recall of 0.9547. Although there are some False Positive classification errors (predicting water as unfit when it is actually fit), the overall performance of the model is excellent and reliable for this classification task. The conclusion of this study is that the LSTM model can be an effective and accurate solution for predicting water quality, supporting early detection and real-time pollution control efforts.
Co-Authors . Aisyah A.A. Ketut Agung Cahyawan W Abdul Latif Abrori, Abrori Achmad Buchori Achmad Fauzi Ade Mirza Adib, Abdul Adisty Gineung Pratidina, Adisty Adjeng Moelyati, Trisniarty Adkhana, Dian Nur Adnan, Mazlini Afit Istiandaru, Afit Afriani, Astri Afu Lathif, Hanif Agung Dinarjito, Agung Agung Hartoyo Agus Anggoro Sigit Agus Setiyono Ahirawati Ahmad Fauzi Anggi Ariesta Kusuma ahmad kurniadi F04209033 Ahmad Syukron Ahyar, Haeril Ajiningtyas, Eko Sari Alfian Bayu Indrawan Alif Noor Anna Alifandy, Naufal Alwin Marakarmah, Alwin Amalia, Putri Binazir Amalia Ambarwati Amini, Fani Aisyah Amir Fatah Sofyan Anastasia Pudjitriherwanti Andariiani, Fera Andivas, Marulan Anggraeni, Monieka Dyah Anggraini, Yuyun Angraini, Wulan Anjani, Ayu Anky Zannati Anniza, Risma Anny Rosiana Masithoh Apriadi Situmorang Aprilia, Anna Ardiansyah, Awi Arif Setyo Upoyo Arini, Maya Intan Arum, Sri Retno Aryuna, Dyah Ratri Ash Shidiq, Rosyid Augustine, Venanda Clariza Aulia, Titin Awaliah Nur Hikmah, Octa Aziz Muslim, Muhamad Azizah, Syahlika Nur Azzahra, Aleyda Rachma B. Wahyudi Joko Santoso Bambang Hudiono Benny Abraham Bungasalu Bre Boli, Elisabet Bukman Lian, Bukman Cahyamulyaninrum, Erma Dwi Cahyaningtyas, Ovi Sakti Carolina, Thabita Chalwani, Muhammad Chasanah, Isnatul Chatarina Umbul Wahyuni Christanto Syam Damayanti, Safrida Dwi Danithania, Melsa Darmahusni, Darmahusni Darwanto, Salsabilla Ma’anna Syinfa Inna Daspar Daspar Delfi, Asri Denny, Hanifa M. Dewi Hartinah Dewi Novita Sari Dewi Wulandari Diah Andriani Kusumastuti, Diah Andriani Diah Vitri Widayanti Dian Ahmad BS Dian Hasanah Dikdaya, Teguh Diyah Astuti Nurfa’izah Djunijanti Peggie, Djunijanti Dwi Astari, Yanisha Dwi Linna Suswardany Dwi Widyajayantie dwi, annisa Edhi Nurhartadi Edi Tandililing Edy Yusmin Eko Budi Sariyono Eko Julianto Eko Prasetyo Nugroho Eko Supriyanto Ekowati, Sri Elfina, Nisa Emilia Roza Enung Sri Mulyaningsih Estiati, Amy Estiati, Amy Farhan Fakhrudin, Aris Farid Noor Romadlon Farida, Widiatun Nur Fathika, Rizqiana Nur Fathika Fatkhurrochman, Fatkhurrochman Fatkhurrohman Fauzia, Zenitha Nururriski Febriani, Budi Firmansyah Firmansyah Fitra Ramadani Fitrianawati, Meita Fitriani Fitriyani, Harina Friscilla Wenny Rusnawati Galih Prakasa, Handika Garini, Faradila Sri Ardhya Guswenda, Nuan Ifga Hae, Mike Meyranda Jhosephina Halini - Hanafia, Fifi Hanani, Anis Nur handayani, riska dwi Handayani, Sri Hanif, Andini Hanifatur Rosyidah, Hanifatur Hanna Luthfiana Hartanto Hazriyanto, Hazriyanto HEDDY JULISTIONO Hellen Kurniati, Hellen Henni Febriawati, Henni Herdiana, Indra Heri Maria Zulfiati, Heri Maria Heri Retnawati Heriyani, Erfina Herlambang, Alfino Daiva Herlina Ningsih Heru Mugiarso Hidayah, Hidayah Hidayat Ashari, Hidayat Holyness Nurdin Singadimedja Honorius Arpin, Honorius Humokor, Edwin Johanis Husni Mubarak Ibrahim, Luthfi Maulana Ihsan Nurul Alam INDAH PUSPITASARI Indah Risnawati Indanah Irawati Indrianingrum Irfan Nurkhanif, Muhamad Irwan, Hadi Irwati, Dwi Islami, I Ismail, Wan Ismahanisa Ismatul Maula Jayanti Putri Purwaningrum Jayanti, Tamara Dwi Jayawarsa, A.A. Ketut Jevi Triasnia, Jevi Joko Purwanto Joko Purwanto Juliawati, Eka Jumadi Jumadi Jumadi Kamil Hafidzi, M. Kapti Kapti Kapti, Kapti Kartika, Umy Kasmir Kasmir, Kasmir Kawiji Kawiji Khoiriyah, Nana Khoirunnisa, Fania Khuzaimah, Inayah Kisanjani, Alex Koherista G. Liufeto Komala, Indah Kumala, Junisa Kundarmasno, Agus Kurniasih, Iis Kurniawan Rudi Trijatmiko, Kurniawan Rudi Latifa Nur Ahyani, Latifa Nur Latifah Nur Ahyani Liena Sofiana Lintang Kusuma, Devinta Listiana, Yesi Loedin, Inez H.S Loedin, Inez Hortenza Slamet Lutvia Christina Nur Said, Lutvia Christina M. Amir, M. Mahyuse Effendi, Amirta Vina Maridi, M Marlina Widiyanti, Marlina Martha, Septiani Martina Bunga' Martyana Prihaswati Maryadi, Adi Masitoh, anny Rosiana Mastiah, M Maulana, Hutomo Atman Maulina, Devita Maydianasari, Lenna Meidiana Dwidiyanti mendrofa, hendry kiswanto Mifrohul A'la Millati, Arina Minsih Mohamad Syaefudin Mohammad Irham Mohammad Masykuri Mohammad Z. Rahfiludin Mohammad Zen Rahfiludin Mohd Yatim, Siti Rohana Momon Momon, Momon Mufida, Dwi Milla Muhamad Ekhsan Muhamad Jauhar Muhammad Abdul Muin Muhammad Akmal Al Abdilah Muhammad Hanafi Muhammad Idris Muhammad Lutfi Mahasinul Akhlak Muhammad Purnomo Muhammad Syaiful Muharram, Johan Umfri Munaim, Siti mungin eddy wibowo, mungin eddy Muqorobin, Muqorobin Musyaddad, Anwar Muthoifin Mutmainna, Mutmainna Naa’ifatun, Arneta Ghinaa Nanda Hanifah Putri Nandifah, Nurun Nasrah Nasrah, Nasrah Nasriyah, N Nasution, Siti Lamah Nataliyanti, Dwi Wahyu Natasha, Jehan Nazrantika Sunarto Nazwa Shyreen Alieviandy Neli Purwani Nina Mardiana (F01108057) Nindyasari, Jenita Berlian Ningrum, Lutfi Setia Noor Azizah Noor Cholifah Noprida, Fransiska Santa Nor Asiyah Novita Syahidah Sari Nugraheni, Eri Nur Hidayah, Rida Berliana Amanda Nurfadillah Nurhalizah, Nurhalizah Nurholis Nurholis, Nurholis Nurul Aulia Pratama NURUL HIDAYAH Nyemas Plisa Pradanita, Nyemas Plisa Octariana, Syariefah Fatimah Oktaria, Eka Travilta Oktaviana, Virza Pandini Gunawan, Yosi Intan Pangestu, Tidar Panji Pantouw, Carla F. Pantouw, Carla Frieda Parestu, Octa Widya Pasangka, Oktliana Pebriyanti, Diantika Permadi, Hanif Nanda permana, David reveindra Afif Permana, David Rivaindra Afif Pipit Novila Sari Prakusya, Iclashul Bintang Pratama, Lingga Prida Putra Priyani, Priyani Priyatin Sulistyowati Priyono Priyono Priyono, Siti N. Purnama Sari, Septi Aliviana Purwani, Purwani Puspasari, Fida Dyah Putra, Ilham Muhammad Mardi Putri, Citra Anita Tika Putri, Hera Azaria Putri, Trias Qosyasih, Nelis Nazziatus Sadiah Rachmawati, Syamsidah Rahmah, Nurul Rahmawati Rahmawati, Kartika Novi Rahmawati, Khusnul Dwi Ramadhan, Cahya Ramadhan, Muhammad Raishal Ramadhani, Nauval Ramdan, Adythia Ramdan, Evan Purnama Rasiman3, Rasiman Rasyid, Febby Rullya Ratna P., Yatimah Regina Regina Rendi Ary Syarifuddin Rengganis, Erika Yudhi Retno Purwani Setyaningrum Reynaldi, Randa Rezania Asyfiradayati Ridwan Budi Pramono Rifai, Nur Rajar Risnawati Risnawati Rizdika Mardiana Romal Ijuddin Romal Ijudin, Romal romiadi F04209036 Rosadi, Dede Rudianto, . rudiyanto Rudiyanto Rudiyanto, Rudiyanto Rully Charitas Indra Prahmana Rumondang, Juwita Ria Ryani Dhyan Parashakti Sadiah, Halima Tus Saiful Rohman Saleni, Resti Mien Samsinar Samsinar Samudra, Hayyin Awwaliyya Tiyas Santhyami Santi, Emy Nofa Saputra, Fahmi Saputro, Maarif Ardhi Saragih Sidauruk, Jhon Erikson Saraswati, Lia Kharisma Sarfilianty Anggiani, Sarfilianty Sari, Pramudya Novita Sarto Sasongko, Ananto Tri Satya Nugroho Sawitri, Riski Resti Sembiring, Rinawati Septiani, Widya Septriliyana, R. Noucie Setiani, Purwaningsih Endah Setiowati, Dian Mega Setiowati, Erfi Ana Setyanto, Arif Tri Setyarini, Ristiyana Eko Setyawan, Fariz Setyawan, Wisnu Shofiana, Friska Sholehah, Mar'atus Sholihah, Elly Putri Sih Mustika, Gandes Silitonga, Samuel Simbolon, Octorolas Siregar, Lesti Kaslati Siska Wulandari, Siska SITI DRIVOKA SULISTYANINGRUM Siti Juariah SITI MAHMUDAH Siti Nuramaliati Prijono, Siti Nuramaliati Sokawati, Ririn Sri Darnoto Sri Handayani SRI HENDRASTUTI HIDAYAT Sri Indrayani, Sri Sri Karyati SRI SULANDARI Sri Sumarni Sri Wahyuni Suasoongern , Sineenart subarjo, Subarjo Sudarwoto -, Sudarwoto Sudiarto Sugiatno . Sugiyanti Sugiyanti Sukandar Sukasno Sukris Sutiyatno Sulistyorini, Dian Sulistyorini, Mufita Sundari, Susanti Supriyati . Suryo Wiyono Susda Heleni Susi Iravati Sutrisna Wibawa Suwandi Suwandi Suwandi Suwarni Suwarni Syafitri, Elsa Bernafia Syah, Siti Hinda Syakdiah Syakdiah, Syakdiah Syambasril . Syamsidah Rahmawati, Syamsidah Syamsul Arifin Syariefa, Laditry Susthia Tanjung Anitasari Indah Kusumaningrum TARUNI SRI PRAWAST MIEN KAOMINI ANY ARYANI DEDY DURYADI SOLIHIN Tegar Ariyansah, Riyo Tiara Annisya Ni'am Titi Solfitri Tri Eko Agustiningrum Tri Eko Agustiningrum, Tri Tri Handayani TRI JOKO SANTOSO Tri Yusnanto Tricahyanti, Wahyu Trikoesoemaningtyas Tristanti, Ika Tutik Endarwati, Tutik Tyas, Ayuning Ulfah, Hanik Khomisiyah Ulvana, Sukma Umalihayati Umalihayati Ummi Kulsum Upik Kesumawati Hadi Usodo, Budi Utari, Dyah Ayu Vincentia Esti Windiastri, Vincentia Esti Vivi Aprilia, Vivi Wagimin Wahyu Priyoatmoko Wahyu Purbo Juwono Wahyuni, Peni Wati, Cheppy Wati, Wiwik Novia Widhiastuti Sri Lestari, Rosalia Widodo Widodo Widyajayanti, Dwi Widyasari, Rita Aprilia Widyastuti, Riana Widyastutik, Otik Widyawati Widyawati Wigati, Atun Wijamukti, Satrio Wiwin Winarsih Wulansih, Rahmaniati Yeza Febriani Young, Felina C. Yuan Badrianto Yuhan, Risni Julaeni Yuli Yanti Yuliana, Yohanes Gatot Sutapa Yuliandari, Yuliandari Yulisetyaningrum Yulistryarini, Tiwi Yunianto, Eko Yunita Kristiani Yunita Syafitri Yusuf Wahyu Setiya Putra Zulaekah, Niar Zumrotus, Aulia Zunaidah Zunaidah