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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 A'izatul Haira, Nala Abdi Cahya Subekti Abdul Majid Abu Hanif I. F. Adhiel, Adhiel Rahma Agung Bakti Agung Prihandono Agustin, Amelya Agustina, Risma Wati Agyztia Premana Ahmad Abdussalaam Ahmad Aufal Marom Ahmad Burhanuddin, Ahmad Ahmad Ta'rifin Ahmad Turmudi Aisyah Aisyah Ajib Susanto Alfisyah, Ahmad Ammarulloh, Satriaji Andy Rachman Anugrah, Anggita Dwi Anwar, M. Shokhib Anzaini, Sayla Salma Apriani, Nadisa Ardansyah , Dawam Ardhiartha P.U., Surya Arditya Prayogi Asfahani, Asfahani Aulia Miza, Nur Ayon Diniyanto Bangkit Rizka Hidayatullah Brilianu Sentanu Vito Christy Atika Sari Darutama, Ardiyan Dea Karuniawati Desi Lestari, Desi Desta Adyangga Saputra Diah Puspitaningrum Dian Sukmawati Sudrajat Dicky Anggriawan Nugroho Edi Suharyadi Eka Puji Rahayu Eko Hari Rachmawanto Elvina Rizqi Emi Nurlaela Erwin Erwin Fachri Ali Fachri Ariza, Said Fadilah Zahra Dwi Kinanti Fadilah, Gita Faiz, Muhammad Fasyih, Muhammad Rofi Nur Fatkhatun Naela Ferida Rahmawati Fiantika Mutia Rahma Fida Maisa Hana Firda Aulia Izzati Firdausi, Muh Izzat Firdausi, Muhammad Izzat Fitroh, Qorry Aina Furqon Lanang Habibah, Adinda Destiani Haiqa Virly Azzahra Hakim Elkominoki, M. Lukman Hamdi Yahya, Muhammad Hikmah Sofyan, Nurul Himawan, Inggil Ibnu Utomo Ihsan, Fuad Naufal Ihsanul Ahadin, Akbar Ikhsanuddin, Rohmatulloh Muhamad Imas Saffanatul Aminah Indra Kurniawan Irfan Ali, Muhammad Jainul Arifin Kuat Ismanto Lilik Riandita Lukman Shodik M. Adin Setyawan M. Akmal Fatkhan Rifqi M. Arsyad Alkadafi M. Azka Failandri M. Syaifuddin Maesyaroh Mochamad Iskarim Moh. Syaifuddin Mohammad Syaifuddin Mufidah, Haniatul Muhamad Ridwan Muhammad Agus Muhammad Anifan Muhammad Rikzam Kamal Muhammad Rikzam Kamal Muhammad Risqi Agung Pratama Musyaffa, Muhammad Zaki Mutiara Sofia Ramadhani Nazwa, Nazwa Gista Aulia Nisa , Nabila Luthfiyatun Noorma Fitriana M. Zain Nugroho, Dicky Anggriawan Nur Fatikhatul Jannah Nur Fatmaluna, Shabina Nur, Muhammad Zidni Nuril Lutvi Azizah Nurul Hikmah Sofyan Nurwijayanti Oktaviani, Linda Pasha Ferbitama Perdana, Firdaus Prabowo, Dimas Setiaji Putri, Adhystha Az-Zahra QURROTA A’YUN Raharjo, Karunia rahayu, eka puji Rahmawan Bagus Trianto Rangga Dzikri Fardiarsyah Rhischa Assabet Shilla Rhischa Assabet Shilla, Rhischa Assabet Riandita, Lilik Richa Qonitatin Lazaba Riki Nasrullah Riki Nasrullah Riyadi, Ridho Rizal, Muhamad Rizaludin Rofiah, Nurul Hidayati Rohmad Abidin Rohmah, Syifa Rohmatulloh Muhamad Ikhsanuddin Sabrina, Arum Rahma Putri Saffanatul Aminah, Imas Safinatunaja , Dhifa Saizi, Muhammad Salman Salma, Salma Aulia Shofiani, Rissa Singgih Setiawan Singgih Setiawan Sofia, Lailatul Sofiana, Sofa Sopiah, Sopiah Syaifuddin, Moh Sylva Fahri Nailannaja Syukron, Akhmad Aufa Tiara Ananda Maulidia Tsalisa Yuliyanti Turmudi, Ahmad Ummy Fatimah Utomo, Surya Ardhiartha Putro Widodo Hami Wijanarto Wijanarto Winarsih, Nurul Anisa Sri Yasmin, Nazhifa Naura Yoga Religia Zahwa Arizza Arthamevia Zuhrufillah, Khafifah Zulmi Aulia Azhari Abbas