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Journal : Journal of Artificial Intelligence and Engineering Applications (JAIEA)

Enhancing Election Staff Selection through Decision Tree-Based Classification Rizal Rayyan Firdaus; Nana Suarna; Irfan Ali; Ahmad Rifai
Journal of Artificial Intelligence and Engineering Applications (JAIEA) Vol. 4 No. 2 (2025): February 2025
Publisher : Yayasan Kita Menulis

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59934/jaiea.v4i2.768

Abstract

The selection of competent election committee members is a critical aspect in ensuring the success of a fair and transparent election process. However, the subjective nature of this selection process necessitates a data-driven approach to optimize the selection of officials who meet the required competency criteria. This research aims to classify the competencies of prospective election committee members using the Decision Tree algorithm based on demographic data and technological attributes of the population. The study employs the Knowledge Discovery in Databases (KDD) methodology, which includes the stages of data selection, preprocessing, transformation, data mining, and evaluation. In this process, data collected through various attributes are processed to build a classification model. The Decision Tree algorithm is applied to extract patterns from the data, resulting in a decision tree that can classify individuals into different competency classes based on existing features. The research findings indicate that the Decision Tree algorithm effectively classifies respondents into several competency classes that represent varying levels of skills and interest in the election process. The model shows that Class 4 is the dominant class, indicating that most respondents have moderate competency in technological skills and interest in elections. Class 3 represents individuals with higher technological skills but moderate interest, while Classes 2 and 1 represent individuals with varying combinations of interest and skills. This study demonstrates that using the Decision Tree algorithm in the KDD process is highly effective in objectively classifying the competencies of prospective election committee members. By analyzing the interactions among relevant attributes, the model provides insights that can improve the accuracy of election official selection. This data-driven approach can be adapted to other contexts requiring competency classification, offering broader benefits for various criteria-based selection systems.
Simple Additive Weighting Method for Improving Decision Support Systems Laptop Selection Ika Riantika; Martanto; Arif Rifaldi Dikananda; Ahmad Rifai
Journal of Artificial Intelligence and Engineering Applications (JAIEA) Vol. 4 No. 2 (2025): February 2025
Publisher : Yayasan Kita Menulis

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59934/jaiea.v4i2.790

Abstract

The development of information technology significantly benefits various activities, particularly for students, by facilitating access to information and supporting academic tasks. However, students majoring in Information Technology often face challenges in selecting a suitable laptop due to the wide range of options with varying specifications and prices. This study aims to develop a Decision Support System (DSS) based on the Simple Additive Weighting (SAW) method to assist in choosing the best laptop. The SAW method was selected for its ability to evaluate multiple criteria through a weighting process. The study utilizes five main criteria: price, processor, RAM, storage type, and storage capacity. Data were collected through interviews and observations at the "IComp" laptop store. The analysis process involves matrix normalization and preference value calculation to determine recommendations. The DSS recommends the best laptop based on the highest preference score: Lenovo IP Flex 5 (0.78), followed by Lenovo IP3 (0.77) and HP Pav14 (0.76). The results indicate that these laptops offer an optimal balance between performance and price. The web-based sy stem designed accelerates the evaluation process, enhances objectivity, and improves user accessibility. The implementation of the SAW method proves effective and accurate in determining the best laptop, particularly in scenarios combining cost and benefit criteria. The system successfully meets the needs of Information Technology students by providing relevant and reliable results. This study successfully develops a DSS using the SAW method for selecting the best laptop. The system designed is effective and reliable for multi-criteria decision-making. Future research can integrate real-time data and broader user surveys to improve result generalization, making it applicable to other product selection contexts.
Co-Authors A Sumarudin ABDULLOH Agfianto Eko Putra Agung Premono Agus Cahyono Agus Suwarno, Agus Ahmad Faqih Ahmad Sholehuddin Suryanullah Ahmad Taufan Ainaya Sukma Pitaloka Aisyah Oktaviana Aisyah Oktaviyani Alfianti Syahidah Putri Amelia Putri, Shinta Andri Yama Putra Angga Kurniawan Rasmi Anggrainy, Rani Anin Wijayanti Anisa Mayasari Anni Rachmayani Antonius Cosnami Sitorus Aqilatun Arum Ardinata Ardinata Arianggara, Andi Wilda Arif Rifaldi Dikananda Aris Prio Agus Santoso Arya Chandra Argadinata ATI SUMIATI, ATI Atika Mailasari Audia Faradhisa Ansori Awaluddin Awaluddin Awan Setiawan Bimmo Fathin Tammam Bobby Irtanto Cahya Rahmi Anissa Cecep Haryoto Daffa Dhiya Ulhaq Diah Hesti Safitri Dian Febriansyah Dicky Andriansyah Didi Muwardi Dimenta, Rivo Hasper Dinar Anggit Wicaksono Dini Septianingsih Ginting Dino Angga**, Budi Santoso* Djaimi Bakce Donald Jhon Frengki Eka Putri Rachmawati Eliza ' Eliza Eliza Endar Pituringsih Ermi Tety ERNI HIDAYATI Erwin Sinaga Euis Evipuspitasai Eva Kristi Evi Maharani Evy Maharani Fadhilah Suryanillah Darojah Fahmil Faiz Fikri Al Fahmi Fajar Restuhadi Farid Naufal Rabbani Fatihanursari Dikananda Ferry Budhi Susetyo Firdaus Firdaus Fitra Hardianti Freddi Jimmi S Gulat Medalie Mas Manurung Gusti Ayu Ratih Damayanti Hadi Riwayati Utami Halimatussa’diyah, Halimatussa’diyah Hana Rizki Farhana Harjito - Hendrik ' I Gede Pasek Artana Ibnu Hajar Ii Humaidi Ika Retno Sari Ika Riantika Ika Septiana Ikhsan Romli Indira Nailah Ramadhani Indri Febrianti Intan Nibrosy Rubyssalam Ira Mardina Irfan Ali Irhamni Sabil Abdillah Irma Istihara Zain Jayawarsa, A.A. Ketut Juliati Samosir Jum’atri Yusri Juwita Rizki Fitri Nauli Rangkuti Karen Azelia Syalom Kausar ' Kausar Kausar Ken Ditha Tania Khairani ' Khairul Fahmi Khairul Khairul Khairunas ' Krisa Gotami Kurnia, Deby Kusnadi Kusumaningrum, Hesti Lalu Agus Sudrajat Lamun Bathara Lia Sumayyah Lina Mariyati Listiyani Wahyuningsih Loren Parulian Pandianga Lukman Nul Hakim M. Padeli Wibowo Malika Aulia Husnah Saragih Martanto Martua Siahaan Mia Decnita Millia Aldavira Mohamad Riad Solihin Mohammad Ulyan Muammar Muhajir Muhajir Muhammad Abror Muhammad Agus Sahbana Muhammad Alif Muhammad Daffa Ayyasy Muhammad Dzaky Alifayoezra Muhammad Fauzan Muhammad Fauzan Januri Muhammad Rivalgy Nana Suarna Nanik Setyawati Nanjah Fachira Ayundari Nazla Maharani Umaya Nevia Indah Winaryuni Nina Nina Novia Dewi Nurul Itsna Fawzi’ah Nurul Qomar Nurul Qomariah Osvari Arsalan Pathur Rahman Pratiwi, Ciptati Nugraha Raditya Dafa Rizki Rahmat Kurniawan Ritonga Rahmi Puspita Sari Rani Zaskia Ariesky Rany Wahida Rian Adnan Fauzi Rian Irawan Rida Prihatni Rivai, Andi Muhammad Rizal Rayyan Firdaus Rondhianto Rondhianto Ronny Malavia Mardani Rosnita ' Rossi Passarella Roza Yulida Sabda Wahab Samsoni Sandi Setiawan Saputra, Edriagus Sarah Fidelia Situmorang Saraswati, Ety Sebba, Ade Kartikasari Shaban Al-Dalou Shorea Khaswarina Siti Alifah Ailatun Nasuha Sofian Al-Hakim Sri Agusty Putri Sri Wijayanti Suardi Tarumun Sugeng Riono Sukendar Sukendar Susy Edwina Syaeful Islam Syafri Fadillah Marpaung Syaiful Hadi Syaripuddin Syofian ' Tedi Rohadi Tengku Darmansah Tiur Lamria Br Sitinjak Toni Dwi Putra Tri Puji Aswoko Ummi Fajarul Aini Upasana Narang warda, wardawati wardawati Wiasti Yuana Prastiwi Willy Permana Putra Wira Anggini Yeni Huriani Yeni Kusumawaty Yuni Srianingsih Yusmarini Yusmarini Zunaidy Abdullah Siregar