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Amir Hamzah
Institut Sains & Teknologi AKPRIND Yogyakarta
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Journal : Seminar Nasional Aplikasi Teknologi Informasi (SNATI)

 1 
Perbandingan Feature Kata dan Frasa dalam Kinerja Clustering Dokumen Teks Berbahasa Indonesia Amir Hamzah; Adhi Susanto; F. Soesianto; Jazi Eko Istyanto
Seminar Nasional Aplikasi Teknologi Informasi (SNATI) 2007
Publisher : Jurusan Teknik Informatika, Fakultas Teknologi Industri, Universitas Islam Indonesia

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Abstract

Text document clustering has been intensively studied because of its important role in text-mining andinformation retrieval. High dimensionality problem caused by high number of words is always happened inword-based clustering technique using vector space model. Although extracting words in the preprocessingphase is simple, the collection itself is not only can be viewed as a set of words but also a set of partly more thanone word phrase. Separating a phrase into its parts can eliminate the actual meaning of phrase. Therefore inorder to maintain the context of words a phrase must be maintain as a phrase. It is assumed that by addingphrases to words as features in clustering will improve the performance. This paper will study the comparison ofword-base and phrase-based clustering. Three clustering models was chosen i.e. hierachical, partional andhybrid model. Four similarity technique i.e. GroupAverage, CompleteLink, SingleLink, and ClusterCenter wastried for hierarchical, K-Means and Bisecting K-Mean for partitonal and buckshot for hybrid. Documentcollections from 200-800 news text that has been categorized manually was used to test these algorithms byusing F-measure as criteria of clustering performance. This value was derived from Recall and Precision andcan be used to measure the performance of the algorithms to correctly classify the collections. Results show thatby adding phrases or simply word pair, although it’s still not statistically significant, it slightly improves theperformance of clustering.Keywords: word-base document clustering, phraset-based document clustering, clustering performance
Co-Authors Ade Rizki Purnama Ade Yogi Adhi Susanto Adhi Susanto Afifah Dzuriatun Khasanah Agel, Walid Agusnadi Agusnadi Ahmad Mujahid Ainun Ainun amirhamzah@institutpendidikan.ac.id Andi Kurniawan Andri Perdana Putra Anggreawan - Aprizal Rosadian Ari Budi Noviyanto Ariyana, Renna Yanwastika Asriadi Asriadi Asti Widyaningsih Ayus ahmad Yusuf Basuki Beny Firman Budhi Anto Catur Iswahyudi Catur Iswayudi Dahliyusmanto, Dahliyusmanto Daldir - Dedy Darmawan Dini Suryaningsih Dyah Apriliani Edhy Sutanta (Jurusan Teknik Informatika IST AKPRIND Yogyakarta) Egi Mulyadi Emy Setyaningsih Erfanti Fatkhiyah Erma Susanti Erna Kumalasari Nurnawati Erna Kumalasari Nurnawati Erna Safariyah Erwin Hariyanto Nugroho F. Soesianto F. Soesianto Fauzan Prasetyo Febbi Adha Hardiani Febrianto Ramadhan Firdaus Firmansyah Kusuma, R. Okky Galih Prassantika Utama Gatot Santosa Gatot Santosa, Gatot Gloriansi Umbu Heingu Deta Hadijah Hadijah Hae Isnapoh Maykel Yoseph Hanny Oktariani Hari Rachmadi Haris Dibdyaningsih Hendra Mardika Heri Ihwani Heri Siswanto Heru Susanto Indien Winarwati Indriyani Indriyani Irawan Danismaya Ismail Ismail Istiana Agustika Anandy Iwan Kurniawan Iwan Sukma Gumilar Jazi Eko Istiyanto Jazi Eko Istyanto Kris Suryowati Lia Dwi Martika Lilik Nugroho M Altaf Hidayat M. Rasuhan Fikri MAYA, IRA Mia Lusmiawati Mohammad Sholeh Muchamad Rizal Rinaldi Muhamad Najib Muhamad Taufik Hidayat Muhammad Akbar Muhammad Firdaus Muhammad Sholeh Muhammad Sholeh Muhammad Suyanto Muntaha Nega Mustafa - Naniek Widyastuti Naniek Widyastuti Niken Irawati Putri Novita Istiqomah Nurul Sakdah Oktaviani Rahmita Putri Oktaviani Rita Puspasari Oman Somantri Pidie Wiyanto Prastyono Eko Pambudi R. Ismail Nugroho Akbar Riani - Risang Aji Herlambang Risma Sri Mulyati Robertus Desta Raka Siwi Romy Romy Rr. Yuliana Rachmawati Ryan Akbar Fadhilah Ryvan Sirait Ryzka Rahmawati Shalahuddin Shaleh Shaleh Sholeh, Muhammad Siar Nimah Siti Lestari Sony Cahyo Wibisono Suraya - Suwanto Raharjo Syafi'i, Ahmad Tanty Naomi Siahaan Taufik Maulana Taufiq Abidin Tinezia Arum Cendhani1 UGM) Fakultas Matematika dan Ilmu Pengetahuan Alam Jazi Eko Istiyanto (Jurusan Fisika Uning Lestari Uning Lestari Universitas Gadjah Mada) Fakultas Teknik Adhi Susanto (Jurusan Teknik Elektro Universitas Gadjah Mada) Fakultas Teknik F. Soesianto (Jurusan Teknik Elektro Uswatun Hasanah Virgilius Daton Balamakin Wafikulinnuha - Wafikulinuha Wafikulinuha Wahid Hasim Wahid Hasyim Winantris Winantris Wisnu Widiarto Wisnu Widiarto Yoga Pratama Yohanes Yohanes Yudi Setyawan Yunita Kusumawardani Yusriana Yusriana