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All Journal International Journal of Electrical and Computer Engineering Jurnal Informatika Jurnal Ilmu Komputer dan Informasi Lontar Komputer: Jurnal Ilmiah Teknologi Informasi Jupiter Jurnal Teknik ITS IPTEK Journal of Proceedings Series IPTEK The Journal for Technology and Science Jurnal Buana Informatika TELKOMNIKA (Telecommunication Computing Electronics and Control) Bulletin of Electrical Engineering and Informatics JUTI: Jurnal Ilmiah Teknologi Informasi Bulletin of Electrical Engineering and Informatics Scan : Jurnal Teknologi Informasi dan Komunikasi Jurnal Sistem dan Informatika INFORMAL: Informatics Journal Khazanah Informatika: Jurnal Ilmu Komputer dan Informatika Jurnal Inspiration Bulletin of Electrical Engineering and Informatics Proceeding of the Electrical Engineering Computer Science and Informatics Journal of Development Research INTEGER: Journal of Information Technology Kinetik: Game Technology, Information System, Computer Network, Computing, Electronics, and Control Jurnal Sains dan Informatika JITTER (Jurnal Ilmiah Teknologi Informasi Terapan) Journal of Education Technology Building of Informatics, Technology and Science Specta Journal of Technology Dinasti International Journal of Education Management and Social Science Jurnal WIDYA LAKSMI (Jurnal Pengabdian Kepada Masyarakat) Sewagati Bulletin of Social Informatics Theory and Application
Darlis Herumurti
Departemen Informatika Institut Teknologi Sepuluh Nopember
Arts Humanities Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Dentistry Education Electrical & Electronics Engineering Energy Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Library & Information Science Mathematics Mechanical Engineering Public Health Social Sciences Other

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Journal : Jurnal Informatika

 1 
SISTEM REKOMENDASI INDEKS WEB DENGAN METODE FREQUENT TERMS BERBASIS MULTI INSTANCE LEARNING Herumurti, Darlis; Buliali, Joko Lianto; Andriana, Ria
Jurnal Informatika Vol 8, No 1 (2007): MAY 2007
Publisher : Institute of Research and Community Outreach - Petra Christian University

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (152.253 KB) | DOI: 10.9744/informatika.8.1.pp. 10-17

Abstract

Web index page is well known as page that arranges information by giving the title and short explanation about the information, where the complete information will be presented in other page. However since the amount of information become accumulate, the existence of a lot of index page exactly cause difficulty on getting information because it is possible to direct users into a mount of irrelevant information. Without a system which can help user navigation, the process of seeking the expected information is equal to a trial and error processing. In this paper, web index recommendation system is investigated which involved the activity of user on accessing the index page. This system will arrange the frequent term in index page and then implement Multi Instance Learning to give recommendation of the new index page automatically. The algorithm is citation kNN that will be adapted into fretCit kNN by implementing the minimal Hausdorff distance in measuring the distance. The experiments show that from the several test of users, the system give performance in average recommendation until 82,41% accuracy with 66,71% recall. Abstract in Bahasa Indonesia : Halaman indeks dikenal sebagai halaman yang mengelompokkan informasi-informasi, dengan memberikan judul serta penjelasan singkat tentang suatu informasi, dimana informasi lengkap akan dipresentasikan pada halaman-halaman lain. Namun dengan ketersediaan informasi yang menjadi semakin menumpuk, keberadaan halaman indeks yang semakin banyak justru menyebabkan kesulitan dalam mendapatkan informasi karena mungkin akan mengarahkan pada banyak informasi yang tidak relevan. Tanpa adanya sebuah sistem yang dapat membantu navigasi user, untuk mencari informasi yang diinginkan sama saja dengan sebuah kegiatan trial dan error. Dalam penelitian ini, dirancang sebuah sistem rekomendasi indeks web yang melibatkan aktifitas user dalam mengakses halaman indeks. Sistem ini mengelompokkan frequent terms pada halaman indeks dan kemudian mengimplementasikan metode Multi Instance Learning untuk memberikan rekomendasi secara otomatis dari halaman-halaman indeks baru. Algoritma yang digunakan adalah algoritma Citation kNN yang diadaptasi menjadi fretCit-kNN dengan mengaplikasikan minimal Hausdorff distance dalam pengukuran jaraknya. Dalam hasil proses dan analisis disimpulkan bahwa dengan beberapa macam uji coba data dari beberapa user sistem menampilkan performa hingga rata-rata 82,41% akurasi dan nilai kembalian sebesar 66,71%. Kata kunci: halaman indeks, sistem rekomendasi, multi instance learning, citation kNN, hausdorff distance.
Co-Authors Abdillah, Rifqi ABDUL MUNIF Afrizal Laksita Akbar Agus Zainal Arifin Agus Zainal Arifin Ahmad Ridwan Fauzi Alfan, Muhammad Bahauddin Andhik Ampuh Yunanto Anny Yuniarti Ardha Putra Santika Ardhana Praharsana Bilqis Amaliah Buliali, Joko Lianto Chastine Fatichah Deny Prasetia Hermawan Devira Wiena Pramintya Dhian Satria Yudha Kartika Diagnosa Fenomena Dian Sani Dian Sani, Dian Dwi Syamsuifin Alham Eha Renwi Astuti Esa Prakasa Fitrah Humaira Fitrah Maharani Humaira Franky Setiawan Daldiri Giri Wiriapradja Hadziq Fabroyir Handayani Tjandrasa Herdianto Naufal Farras Hidayat, Fajrul Hidayati, Shintami Chusnul Humaira, Fitrah Humaira, Fitrah Maharani Humaira, Fitrah Maharani I Gde Agung Sri Sidhimantra I Guna Adi Socrates I Made Satria Bimantara I Made Widiartha I Made Widiartha I Wayan Supriana Imam Kuswardayan Imam Kuswardayan Indri Sulistyowati Ishardan Ishardan Izza Mabruroh Januar Adi Putra Khairy, Muhammad Shulhan Mabruroh, Izza Maulana, Hendra Mohammad Sonhaji Akbar Muhammad Shulhan Khairy Musta'inul Abdi Nanik Suciati Nanik Suciati Nur Nafi’iyah Nursanti Novi Arisa Nursuci Putri Husain Pangestu Widodo, Pangestu Pratama, Moch Deny Putra, Ramadhan Hardani Putri Nur Rahayu Qonita Luthfia Sutino Radhea Wicaksono Putra Ratri Enggar Pawening Revindasari, Fony Ria Andriana Ridho Rahman Hariadi Rizqa Raaiqa Bintana Rohman Dijaya Saiful Bahri Musa Saiful Bahri Musa Sandy Akbar Dewangga Sarwosri Sarwosri Satria, Vinza Hedi Siska Arifiani Siti Rochimah Supria Supria Supria, Supria Suwanto Afiadi Tegar Palyus Fiqar Tegar Palyus Fiqar Tengku Musri Tio Darmawan Widarsono, Kukuh Wijayanti Nurul Khotimah Yanuar Risah Prayogi Yosi Kristian Yuhana, Umi Laili Yuna Sugianela Zulhaydar Fairozal Akbar