Deteksi Komentar Bullying Di Media Sosial Dengan Neural Network

Sinaga, Ladys Maopatni (2019) Deteksi Komentar Bullying Di Media Sosial Dengan Neural Network. Other thesis, Universitas Komputer Indonesia.

[img]
Preview
Text
1.10114336_LADYS MAOPATNI SINAGA_COVER.pdf - Published Version

Download (31kB) | Preview
[img]
Preview
Text
18.10114336_LADYS MAOPATNI SINAGA_LEMBAR PENGESAHAN.pdf - Published Version

Download (225kB) | Preview
[img]
Preview
Text
19.10114336_LADYS MAOPATNI SINAGA_SURAT KETERANGAN PUBLIKASI.pdf - Published Version

Download (78kB) | Preview
[img]
Preview
Text
20.10114336_LADYS MAOPATNI SINAGA_SURAT KETERANGAN ORISINALITAS.pdf - Published Version

Download (190kB) | Preview
[img]
Preview
Text
4.10114336_LADYS MAOPATNI SINAGA_KATA PENGANTAR.pdf - Published Version

Download (156kB) | Preview
[img]
Preview
Text
5.10114336_LADYS MAOPATNI SINAGA_DAFTAR ISI.pdf - Published Version

Download (93kB) | Preview
[img]
Preview
Text
11.10114336_LADYS MAOPATNI SINAGA_BAB 1.pdf - Published Version

Download (172kB) | Preview
[img]
Preview
Text
12.10114336_LADYS MAOPATNI SINAGA_BAB 2.pdf - Published Version

Download (419kB) | Preview
[img] Text
13.10114336_LADYS MAOPATNI SINAGA_BAB 3.pdf - Published Version
Restricted to Repository staff only

Download (779kB) | Request a copy
[img]
Preview
Text
14.10114336_LADYS MAOPATNI SINAGA_BAB 4.pdf - Published Version

Download (472kB) | Preview
[img]
Preview
Text
15.10114336_LADYS MAOPATNI SINAGA_BAB 5.pdf - Published Version

Download (8kB) | Preview
[img]
Preview
Text
10.10114336_LADYS MAOPATNI SINAGA_DAFTAR PUSTAKA.pdf - Published Version

Download (208kB) | Preview
[img]
Preview
Text
21.10114336_LADYS MAOPATNI SINAGA_JURNAL BAHASA INDONESIA.pdf - Published Version

Download (572kB) | Preview
[img]
Preview
Text
22.10114336_LADYS MAOPATNI SINAGA_JURNAL BAHASA INGGRIS.pdf - Published Version

Download (387kB) | Preview
[img] Text
17.10114336_LADYS MAOPATNI SINAGA_BIODATA.docx - Published Version
Restricted to Repository staff only

Download (9MB) | Request a copy
Official URL: http://elibrary.unikom.ac.id

Abstract

Media sosial Facebook merupakan salah satu media sosial yang banyak digunakan. Bebasnya pengguna dalam berkomentar menjadi salah satu alasan terjadinya konten yang bersifat melukai (abuse) dan berakibat bullying (perundungan) di media sosial. Pemanfaatan machine learning dapat digunakan untuk mendeteksi komentar yang mengandung bully. Prerocessing yang digunakan meliputi case folding, cleaning, convert negation, stopwords removal dan tokenizing. TF-IDF digunakan dalam menghitung pembobotan setiap term. Metode Neural Network Backpropagation menjadi metode yang digunakan dalam penelitian ini. Hasil pengujian yang didapatkan dengan mengubah nilai epoch dan learning rate mendapat nilai rata – rata Precision sebesar 0.52, Recall dengan nilai rata – rata sebesar 0.40, dan f-measures sebesar 0.5 dimana akurasi terendah adalah 0.38 dan tertinggi adalah 0.8.

Item Type: Thesis (Other)
Uncontrolled Keywords: Machine learning, Facebook, bully, Neural Network Backpropagation, Preprocessing, TF-IDF
Subjects: 000_COMPUTER SCIENCE, INFORMATION & GENERAL WORKS. > 004_Data Processing & Computer Science
Divisions: S1_SKRIPSI > FTIK_Teknik Informatika (01)
Depositing User: Mrs. Calis Maryani
Date Deposited: 28 Nov 2019 03:23
Last Modified: 28 Nov 2019 03:23
URI: http://elibrary.unikom.ac.id/id/eprint/1347

Actions (login required)

View Item View Item