S KOM 1100948 Table of content

DAFTAR ISI
PERNYATAAN ..................................................... Error! Bookmark not defined.
KATA PENGANTAR............................................ Error! Bookmark not defined.
UCAPAN TERIMA KASIH .................................. Error! Bookmark not defined.
ABSTRAK ............................................................. Error! Bookmark not defined.
ABSTRACT ........................................................... Error! Bookmark not defined.
DAFTAR ISI ..........................................................................................................viii
DAFTAR TABEL ................................................................................................... xi
DAFTAR GAMBAR ............................................................................................. xii
BAB I ..................................................................... Error! Bookmark not defined.
PENDAHULUAN .................................................. Error! Bookmark not defined.
1.1

Latar Belakang......................................... Error! Bookmark not defined.

1.2

Rumusan Masalah ................................... Error! Bookmark not defined.

1.3

Batasan Masalah ...................................... Error! Bookmark not defined.

1.4

Tujuan ...................................................... Error! Bookmark not defined.

1.5

Manfaat Penelitian ................................... Error! Bookmark not defined.

1.6

Sistematika Penulisan .............................. Error! Bookmark not defined.

BAB II .................................................................... Error! Bookmark not defined.
TINJAUAN PUSTAKA......................................... Error! Bookmark not defined.
2.1

Masalah Keamanan Media Sosial Daring Error! Bookmark not defined.

2.1.1
2.2

Ancaman Sosial Media Twitter ........ Error! Bookmark not defined.

Twitter dan Twitter API .......................... Error! Bookmark not defined.

2.2.1

Twitter API....................................... Error! Bookmark not defined.

2.3

Jenis Akun ............................................... Error! Bookmark not defined.

2.4

Spam Account ......................................... Error! Bookmark not defined.
viii

Dion Ajie Poetra, 2016
SISTEM PRED IKSI SPAM ACCOUNT PAD A MED IA SOSIAL TWITTER D ENGAN MENGGUNAKAN
ALGORITMA C4.5
Universitas Pendidikan Indonesia | repository.upi.edu| perpustakaan.upi.edu

2.4.1

Tujuan Spam Account ...................... Error! Bookmark not defined.

2.4.2

Karakteristik Spam Account ............. Error! Bookmark not defined.

2.5

Data Mining............................................. Error! Bookmark not defined.

2.6

Pengumpulan Data................................... Error! Bookmark not defined.

2.7

Praproses Data ......................................... Error! Bookmark not defined.

2.8

Klasifikasi ................................................ Error! Bookmark not defined.

2.9

Decision Tree........................................... Error! Bookmark not defined.

2.10

Evaluasi ................................................ Error! Bookmark not defined.

BAB III................................................................... Error! Bookmark not defined.
METODE PENELITIAN ....................................... Error! Bookmark not defined.
3.1

Desain Penelitian ..................................... Error! Bookmark not defined.

3.2

Metode Penelitian .................................... Error! Bookmark not defined.

3.2.1

Metode Pengumpulan Data .............. Error! Bookmark not defined.

3.2.2

Metode Pengembangan Perangkat LunakError!

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3.3

Alat dan Bahan Penelitian ....................... Error! Bookmark not defined.

3.3.1

Alat Penelitian .................................. Error! Bookmark not defined.

3.3.2

Bahan Penelitian............................... Error! Bookmark not defined.

BAB IV .................................................................. Error! Bookmark not defined.
HASIL PENELITIAN DAN PEMBAHASAN...... Error! Bookmark not defined.
4.1

Pengumpulan Data................................... Error! Bookmark not defined.

4.2

Praproses Data ......................................... Error! Bookmark not defined.

4.3

Membangun Model dan Evaluasi ............ Error! Bookmark not defined.

4.4

Penerapan Model ..................................... Error! Bookmark not defined.

4.5

Pengembangan Perangkat Lunak ............ Error! Bookmark not defined.

4.5.1

Deskripsi Sistem............................... Error! Bookmark not defined.
ix

Dion Ajie Poetra, 2016

SISTEM PRED IKSI SPAM ACCOUNT PAD A MED IA SOSIAL TWITTER D ENGAN MENGGUNAKAN
ALGORITMA C4.5
Universitas Pendidikan Indonesia | repository.upi.edu| perpustakaan.upi.edu

4.5.2

Batasan Perangkat Lunak ................. Error! Bookmark not defined.

4.5.3

Perancangan ..................................... Error! Bookmark not defined.

4.5.4

Implementasi .................................... Error! Bookmark not defined.

4.6

Pengujian ................................................. Error! Bookmark not defined.

BAB V .................................................................... Error! Bookmark not defined.
KESIMPULAN DAN SARAN .............................. Error! Bookmark not defined.
5.1

Kesimpulan .............................................. Error! Bookmark not defined.

5.2

Saran ........................................................ Error! Bookmark not defined.

DAFTAR PUSTAKA ............................................ Error! Bookmark not defined.
LAMPIRAN ........................................................... Error! Bookmark not defined.
RIWAYAT HIDUP ................................................ Error! Bookmark not defined.

x
Dion Ajie Poetra, 2016
SISTEM PRED IKSI SPAM ACCOUNT PAD A MED IA SOSIAL TWITTER D ENGAN MENGGUNAKAN
ALGORITMA C4.5
Universitas Pendidikan Indonesia | repository.upi.edu| perpustakaan.upi.edu

DAFTAR TABEL

Tabel 2. 1 Features yang digunakan dalam beberapa penelitianError! Bookmark
not defined.
Tabel 2. 2 Tabel confussion matrix ........................ Error! Bookmark not defined.
Tabel 2. 3 Data pelatihan........................................ Error! Bookmark not defined.
Tabel 2. 4 Jumlah data dan Entropy (S) ................. Error! Bookmark not defined.
Tabel 2. 5 Deskripsi data pelatihan ........................ Error! Bookmark not defined.
Tabel 2. 6 Data pelatihan node 1.1 ......................... Error! Bookmark not defined.
Tabel 2. 7 Entropy Atribut asal univ UI................. Error! Bookmark not defined.
Tabel 2. 8 Deskripsi data pelatihan node 1.1 ......... Error! Bookmark not defined.
Tabel 2. 9 Cabang node 1.1 .................................... Error! Bookmark not defined.
Tabel 2. 10 Data pelatihan node 1.2 ....................... Error! Bookmark not defined.
Tabel 3. 1 Jenis request .......................................... Error! Bookmark not defined.
Tabel 3. 2 Features hasil crawling......................... Error! Bookmark not defined.
Tabel 3. 3 Features hasil praproses data ................ Error! Bookmark not defined.
Tabel 4. 1 Data statistik Follower Rate.................. Error! Bookmark not defined.
Tabel 4. 2 Data statistik Following Rate ................ Error! Bookmark not defined.
Tabel 4. 3 Data statitik Account Reputation........... Error! Bookmark not defined.
Tabel 4. 4 Data statisktik Account Age .................. Error! Bookmark not defined.

Tabel 4. 5 Diagram kelas Last Update ................... Error! Bookmark not defined.
Tabel 4. 6 Data statistik Mention Ratio.................. Error! Bookmark not defined.
Tabel 4. 7 Data statistik Retweet Ratio .................. Error! Bookmark not defined.
Tabel 4. 8 Data statistik Hashtag Ratio.................. Error! Bookmark not defined.
Tabel 4. 9 Data statistik URL Ratio........................ Error! Bookmark not defined.
Tabel 4. 10 Data statistik tweet average ................ Error! Bookmark not defined.
Tabel 4. 11 Data statistik Interval all tweet ........... Error! Bookmark not defined.
Tabel 4. 12 Data statistik Interval one tweet .......... Error! Bookmark not defined.
Tabel 4. 13 Hasil ekperimen data pelatihan ........... Error! Bookmark not defined.
Tabel 4. 14 Jumlah data pelatihan .......................... Error! Bookmark not defined.
xi
Dion Ajie Poetra, 2016
SISTEM PRED IKSI SPAM ACCOUNT PAD A MED IA SOSIAL TWITTER D ENGAN MENGGUNAKAN
ALGORITMA C4.5
Universitas Pendidikan Indonesia | repository.upi.edu| perpustakaan.upi.edu

DAFTAR GAMBAR

Gambar 2. 1 Linimasa (timeline) Twitter ............... Error! Bookmark not defined.
Gambar 2. 2 Bot yang melakukan spamming ........ Error! Bookmark not defined.
Gambar 2. 3 Spammer yang melakukan spam di Twitter dengan menduplikasi
tweet. ...................................................................... Error! Bookmark not defined.
Gambar 2. 4 Akun spammer yang melakukan promosi melalui tranding topic
................................................................................ Error! Bookmark not defined.
Gambar 2. 5 Pohon Keputusan............................... Error! Bookmark not defined.
Gambar 2. 6 Decision Tree node 1......................... Error! Bookmark not defined.
Gambar 2. 7 Pohon Keputusan 2............................ Error! Bookmark not defined.
Gambar 2. 8 Pohon keputusan lengkap .................. Error! Bookmark not defined.
Gambar 2. 9 Visualisasi dari k-fold cross validation sebanyak 10 fold .......... Error!
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Gambar 3. 1 Desain Penelitian ............................... Error! Bookmark not defined.
Gambar 3. 2 Model Waterfall (Sommerville,2011)Error!

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Gambar 4. 1 Contoh hasul crawling....................... Error! Bookmark not defined.
Gambar 4. 2 contoh data setelah melalui tahap praproses dalam format CSV
................................................................................ Error! Bookmark not defined.
Gambar 4. 3 Diagram Follower Rate terhadap kelasError!

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defined.
Gambar 4. 4 Diagram Following Rate terhadap kelasError!
defined.
Gambar 4. 5 Diagram Account Reputation terhadap kelasError! Bookmark not
defined.
Gambar 4. 6 Diagram Account Age terhadap kelas Error! Bookmark not defined.
Gambar 4. 7 Diagram Last Update terhadap kelas Error! Bookmark not defined.
Gambar 4. 8 Diagram Mention Ratio terhadap kelasError!

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not

defined.
xii
Dion Ajie Poetra, 2016
SISTEM PRED IKSI SPAM ACCOUNT PAD A MED IA SOSIAL TWITTER D ENGAN MENGGUNAKAN
ALGORITMA C4.5
Universitas Pendidikan Indonesia | repository.upi.edu| perpustakaan.upi.edu

Gambar 4. 9 Diagram Retweet Ratio terhadap kelasError!

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not

defined.
Gambar 4. 10 Diagram Hashtag Ratio terhadap kelasError!

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not

defined.
Gambar 4. 11 Diagram URL Ratio terhadap kelas. Error! Bookmark not defined.
Gambar 4. 12 Diagram Tweet Average terhadap kelasError!

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defined.
Gambar 4. 13 Diagram Intevall All tweet terhadap kelasError!

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not

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defined.
Gambar 4. 14 Diagram Interval one tweet terhadap kelasError!
defined.

xiii
Dion Ajie Poetra, 2016
SISTEM PRED IKSI SPAM ACCOUNT PAD A MED IA SOSIAL TWITTER D ENGAN MENGGUNAKAN
ALGORITMA C4.5
Universitas Pendidikan Indonesia | repository.upi.edu| perpustakaan.upi.edu