KLASIFIKASI HOMONIM-SINONIM PADA BIBLIOGRAFI DIGITAL LIBRARY DENGAN MENGGUNAKAN METODE MACHINE LEARNING

PUTRA, VARINDO OCKTA KENEDDI and Firdaus, Firdaus (2020) KLASIFIKASI HOMONIM-SINONIM PADA BIBLIOGRAFI DIGITAL LIBRARY DENGAN MENGGUNAKAN METODE MACHINE LEARNING. Undergraduate thesis, Sriwijaya University.

[thumbnail of RAMA_56201_09011181520010.pdf] Text
RAMA_56201_09011181520010.pdf - Accepted Version
Restricted to Repository staff only
Available under License Creative Commons Public Domain Dedication.

Download (6MB) | Request a copy
[thumbnail of RAMA_56201_09011181520010_TURNITIN.pdf] Text
RAMA_56201_09011181520010_TURNITIN.pdf - Accepted Version
Restricted to Repository staff only
Available under License Creative Commons Public Domain Dedication.

Download (15MB) | Request a copy
[thumbnail of RAMA_56201_09011181520010_0221017801_01_front_ref.pdf]
Preview
Text
RAMA_56201_09011181520010_0221017801_01_front_ref.pdf - Accepted Version
Available under License Creative Commons Public Domain Dedication.

Download (1MB) | Preview
[thumbnail of RAMA_56201_09011181520010_0221017801_02.pdf] Text
RAMA_56201_09011181520010_0221017801_02.pdf - Accepted Version
Restricted to Repository staff only
Available under License Creative Commons Public Domain Dedication.

Download (321kB) | Request a copy
[thumbnail of RAMA_56201_09011181520010_0221017801_03.pdf] Text
RAMA_56201_09011181520010_0221017801_03.pdf - Accepted Version
Restricted to Repository staff only
Available under License Creative Commons Public Domain Dedication.

Download (371kB) | Request a copy
[thumbnail of RAMA_56201_09011181520010_0221017801_04.pdf] Text
RAMA_56201_09011181520010_0221017801_04.pdf - Accepted Version
Restricted to Repository staff only
Available under License Creative Commons Public Domain Dedication.

Download (1MB) | Request a copy
[thumbnail of RAMA_56201_09011181520010_0221017801_05.pdf] Text
RAMA_56201_09011181520010_0221017801_05.pdf - Accepted Version
Restricted to Repository staff only
Available under License Creative Commons Public Domain Dedication.

Download (35kB) | Request a copy
[thumbnail of RAMA_56201_09011181520010_0221017801_06_ref.pdf] Text
RAMA_56201_09011181520010_0221017801_06_ref.pdf - Bibliography
Restricted to Repository staff only
Available under License Creative Commons Public Domain Dedication.

Download (115kB) | Request a copy
[thumbnail of RAMA_56201_09011181520010_0221017801_07_Lamp.pdf] Text
RAMA_56201_09011181520010_0221017801_07_Lamp.pdf - Accepted Version
Restricted to Repository staff only
Available under License Creative Commons Public Domain Dedication.

Download (564kB) | Request a copy

Abstract

The process of finding an author's name for a publication becomes more complicated because of the case of Homonyms and Synonyms. Although many researchers in the world have classified Homonym data or Synonym data from a Digital Library Bibliography dataset, in this study the classification is done at once for Homonym data, Synonym data, Homonym-Synonym data, and Non Homonym-Synonym data. The classification in this study was carried out using three classifiers, namely Support Vector Machine (SVM), Decision Tree, and Deep Neural Network (DNN). With the DBLP dataset and the three Classifiers, the classification is done in twenty one trials (model / scenario). From all experiments, each classifier has a best model / scenario that is judged by the good performance value generated. Among the sixteen models / scenario scenarios conducted using DNN, there are two best models / scenarios that produce the highest accuracy values. These two models / scenarios are the best models / scenarios for all experiments of all Classifiers.

Item Type: Thesis (Undergraduate)
Uncontrolled Keywords: Digital Library, Bibliographic Data, Author Name Disambiguation, Homonym, Synonym, Deep Neural Network, Support Vector Machine, Decision Tree.
Subjects: T Technology > T Technology (General) > T1-995 Technology (General)
T Technology > T Technology (General) > T60-60.8 Work measurement. Methods engineering
Divisions: 09-Faculty of Computer Science > 56201-Computer Systems (S1)
Depositing User: Users 5370 not found.
Date Deposited: 10 Jul 2020 04:52
Last Modified: 10 Jul 2020 04:52
URI: http://repository.unsri.ac.id/id/eprint/31162

Actions (login required)

View Item View Item