eprintid: 42666
rev_number: 12
eprint_status: archive
userid: 12461
dir: disk0/00/04/26/66
datestamp: 2021-07-07 10:03:12
lastmod: 2021-07-07 10:03:12
status_changed: 2021-07-07 10:03:12
type: thesis
metadata_visibility: show
contact_email: anik.azizah@uin-suka.ac.id
creators_name: Muhammad Raffiudin, NIM.: 16650041
title: COMPARATIVE STUDY OF WORDNET PATH SIMILARITY AND WU-PALMER SIMILARITY FOR ANALYZING TEXT SIMILARITY  (CASE STUDIES: THE ENGLISH TRANSLATIONS OF THE QURAN AND AN-NAWAWI'S NARRATED FORTY HADITH)
ispublished: pub
subjects: TB
subjects: isl_scie
divisions: jur_tinf
full_text_status: restricted
keywords: WordNet Path, Wu-Palmer, Text Similarity
note: Pembimbing : Muhammad Didik Rohmad Wahyudi, S.T., MT.
abstract: Studying the Quran and the Hadith side by side can help us understand that
the two are fundamental and two main resource and essential wellspring of Islamic
knowledge and law, which manages muslim the genuine information and are
fundamental needs of their everyday life. There are many debates about similarities
between those holy scriptures from many famous preachers and scholars. 
Technology, as an application of science, can be used as an alternative
solution to solve these problems. There is important to stress that this research is
not a religious study. There are at least two overall approaches to determine textsimilarity;
the
vector
space
model
and
semantic
similarity
—define
the
similarity

or
the
distance.
The
similarity
between
words
is
often
represented
by
a
similarity

between
concepts
associated
with
the words.
The objective of this study to answer the statement that this research aims
to analyzing data sets from both of the Quran and the Hadith using WordNet path
similarity and Wu-Palmer similarity to find semantic similarities between each
sentences from both the Quran and the Hadith and compare both of the method. 
The result from implementation of both method, it can be concluded that the
use of the WordNet path similarity and Wu-Palmer to the Quran Sahih International
Translation with the The An-Nawawi Forty Hadith Translation and using 0.8 as
threshold for similarity value for each pairs produces 0.1% similar pairs for path
similarity and 0.2% for Wu-Palmer similarity from the 1.319.995 datasets run
which is a combination of pairs of sentences taken from all verses from both
scriptures.  
This method also evaluated and have acceptable accuracy. By using 0.8 as
threshold for similarity value, it shows 0.583% accuracy when using path similarity
and 0.654% while using Wu-Palmer similarity, using 0.85 as threshold shows 0.
519% accuracy when using path similarity and 0.607% while using Wu-Palmer
similarity, using 0.9 as threshold shows 0.436% accuracy when using path
similarity and 0.513% while using Wu-Palmer similarity, using 0.95 as threshold
shows 0.369% accuracy when using path similarity and 0.399% while using WuPalmer

similarity. Despite both of the method is success to identify similarity
between two sentences, but they have slighty different accuracy and Wu-Palmer
similarity is superior than path similarity when identifiying sentences between
Quran Sahih International Translation and An-Nawawi Forty Hadith Translation. Looking ahead, we might be able to improve our results by using multipliers such
as reverse document frequency (TF-IDF), combining the results of several steps in
WordNet similarity, using vector space models and optimal matching methods.
date: 2020-07-28
date_type: published
pages: 143
institution: UIN SUNAN KALIJAGA YOGYAKARTA
department: Fakultas Sains dan Teknologi
thesis_type: skripsi
thesis_name: other
citation:   Muhammad Raffiudin, NIM.: 16650041  (2020) COMPARATIVE STUDY OF WORDNET PATH SIMILARITY AND WU-PALMER SIMILARITY FOR ANALYZING TEXT SIMILARITY (CASE STUDIES: THE ENGLISH TRANSLATIONS OF THE QURAN AND AN-NAWAWI'S NARRATED FORTY HADITH).  Skripsi thesis, UIN SUNAN KALIJAGA YOGYAKARTA.   
document_url: https://digilib.uin-suka.ac.id/id/eprint/42666/1/16650041_BAB-I_IV-atau-V_DAFTAR-PUSTAKA.pdf
document_url: https://digilib.uin-suka.ac.id/id/eprint/42666/2/16650041_BAB-II_sampai_SEBELUM-BAB-TERAKHIR.pdf