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Journal : Jurnal Manajemen Informatika

Array Sorting Algorithm vs Traditional Sorting Algorithm: Memory and Time Efficiency Analysis: Array Sorting Algorithm vs Algoritma Pengurutan Tradisional: Analisis Efisiensi Memori dan Waktu Pujiono, Imam Prayogo; Rachmawanto, Eko Hari; Winarsih, Nurul Anisa Sri
Jurnal Manajemen Informatika JAMIKA Vol 15 No 1 (2025): Jurnal Manajemen Informatika (JAMIKA)
Publisher : Program Studi Manajemen Informatika, Fakultas Teknik dan Ilmu Komputer, Universitas Komputer Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.34010/jamika.v15i1.13230

Abstract

The development of information technology has changed various aspects of life, including the way we store and sort data. Data that used to be stored in filing cabinets is now stored in digital form on computers. However, digital data that is not well organised can make it difficult to search and verify. Therefore, data sorting has become very important, and various sorting algorithms have been developed to fulfil this need, such as the Array Sorting Algorithm (ASA), which is claimed to have efficient time complexity and is very competitive when compared to the time complexity of traditional algorithms. This research examines the memory efficiency and computation time between ASA and five traditional sorting algorithms (Bubble Sort, Shell Sort, Merge Sort, Quick Sort, and Heap Sort) using the Java programming language. The research was conducted by utilising random numerical datasets on three different scales (100, 1,000, and 10,000 data) to test the performance of the six algorithms in various scenarios. ASA, which utilises a two-dimensional array structure to manage element frequencies, showed impressive performance in terms of computation time, especially on datasets containing 1,000 and 10,000 data, compared to traditional algorithms that focus more on comparison and recursion methods. The test results confirm that on datasets of 1,000 and 10,000 data, ASA excels in terms of computational speed but loses in terms of memory usage. Therefore, if memory usage is not a major consideration, then ASA is a very suitable sorting algorithm for sorting data of 100 - 10,000. These findings provide important insights for the selection of efficient sorting algorithms based on memory efficiency and computation time on multiple data sizes, which is particularly useful when developing applications using the Java programming language.
Co-Authors Abdul Majid Abu Hanif I. F. Agung Prihandono Agustin, Amelya Agyztia Premana Ahmad Aufal Marom Ahmad Burhanuddin, Ahmad Ahmad Ta'rifin Ahmad Ta'rifin Ahmad Turmudi Ajib Susanto Alfisyah, Ahmad Ammarulloh, Satriaji Anwar, M. Shokhib Apriani, Nadisa Ardansyah , Dawam Ardhiartha P.U., Surya Ayon Diniyanto Bangkit Rizka Hidayatullah Brilianu Sentanu Vito Christy Atika Sari Desi Lestari, Desi Desta Adyangga Saputra Diah Puspitaningrum Dicky Anggriawan Nugroho Eka Puji Rahayu Eko Hari Rachmawanto Erwin Erwin Fachri Ariza, Said Fadilah Zahra Dwi Kinanti Fadilah, Gita Faiz, Muhammad Fida Maisa Hana Firda Aulia Izzati Firdausi, Muh Izzat Habibah, Adinda Destiani Haiqa Virly Azzahra Hakim Elkominoki, M. Lukman Hamdi Yahya, Muhammad Hana, Fida Maisa Hikmah Sofyan, Nurul Himawan, Inggil Ibnu Utomo Ihsanul Ahadin, Akbar Ikhsanuddin, Rohmatulloh Muhamad Imas Saffanatul Aminah Imas Saffanatul Aminah Irfan Ali, Muhammad Jainul Arifin Lilik Riandita Linda Oktaviani Lukman Shodik M. Akmal Fatkhan Rifqi M. Arsyad Alkadafi M. Azka Failandri M. Syaifuddin Mochamad Iskarim Moh. Syaifuddin Mohammad Syaifuddin Muhamad Ridwan Muhamad Rizaludin Muhammad Anifan Muhammad Rikzam Kamal Muhammad Rikzam Kamal Musyaffa, Muhammad Zaki Mutiara Sofia Ramadhani Nisa , Nabila Luthfiyatun Noorma Fitriana M. Zain Nugroho, Dicky Anggriawan Nurul Hikmah Sofyan Prabowo, Dimas Setiaji Prayogi, Arditya Putri, Adhystha Az-Zahra Raharjo, Karunia Rahmawan Bagus Trianto Rangga Dzikri Fardiarsyah Rhischa Assabet Shilla Rhischa Assabet Shilla, Rhischa Assabet Richa Qonitatin Lazaba Ridho Riyadi Ridho Riyadi Riki Nasrullah Riyadi, Ridho Rofiah, Nurul Hidayati Rohmad Abidin Rohmah, Syifa Rohmatulloh Muhamad Ikhsanuddin Sabrina, Arum Rahma Putri Saffanatul Aminah, Imas Safinatunaja , Dhifa Shofiani, Rissa Singgih Setiawan Sofia, Lailatul Sopiah, Sopiah Syaifuddin, Moh Sylva Fahri Nailannaja Tiara Ananda Maulidia Tsalisa Yuliyanti Widodo Hami Widodo Hami Wijanarto Wijanarto Winarsih, Nurul Anisa Sri Yasmin, Nazhifa Naura Yoga Religia Zahwa Arizza Arthamevia Zulmi Aulia Azhari Abbas