S KOM 1202388 Table of content

DAFTAR ISI

ABSTRAK ............................................................. Error! Bookmark not defined.
ABSTRACT ........................................................... Error! Bookmark not defined.
DAFTAR ISI .......................................................................................................... iii
DAFTAR TABEL .................................................. Error! Bookmark not defined.
DAFTAR GAMBAR ............................................. Error! Bookmark not defined.
BAB I PENDAHULUAN ...................................... Error! Bookmark not defined.
1.1

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

1.2

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

1.3

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

1.4

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

1.5

Struktur Organisasi Penelitian ................. Error! Bookmark not defined.

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

Artificial Intelligence ............................... Error! Bookmark not defined.

2.2

Jaringan Syaraf Tiruan ............................ Error! Bookmark not defined.

2.3

Deep Learning ......................................... Error! Bookmark not defined.

2.4

Convolutional Neural Network ............... Error! Bookmark not defined.

2.5

Restricted Boltzmann Machine ............... Error! Bookmark not defined.

2.6

Deep Belief Network ............................... Error! Bookmark not defined.

2.7

Deteksi Gerakan ...................................... Error! Bookmark not defined.

2.8

Pengenalan Pola (Pattern Recognition)... Error! Bookmark not defined.

2.9

Ciri pada Citra (Image Feature) .............. Error! Bookmark not defined.

iii
Harisul Haqqi Harahap, 2016
DETEKSI POTENSI KECURANGAN UJIAN BERDASARKAN GERAKAN PESERTA DIDIK
MENGGUNAKAN METODE DEEP LEARNING
Universitas Pendidikan Indonesia | repository.upi.edu | perpustakaan.upi.edu

2.10

Gerakan Berpotensi menuju Kecurangan dalam Ujian................ Error!

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iv
Harisul Haqqi Harahap, 2016

DETEKSI POTENSI KECURANGAN UJIAN BERDASARKAN GERAKAN PESERTA DIDIK
MENGGUNAKAN METODE DEEP LEARNING
Universitas Pendidikan Indonesia | repository.upi.edu | perpustakaan.upi.edu

defined.

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2.11

Penelitian yang Relevan ...................... Error! Bookmark not defined.

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

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

3.1.1

Studi Literatur .................................. Error! Bookmark not defined.

3.1.2

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

3.1.3

Pembuatan Label .............................. Error! Bookmark not defined.

3.1.4

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

3.1.5

Pengembangan Aplikasi ................... Error! Bookmark not defined.

3.1.6

Desain Eksperimen........................... Error! Bookmark not defined.

3.1.7

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

3.1.8

Analisis............................................. Error! Bookmark not defined.

3.2

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

3.3

Data Penelitian......................................... Error! Bookmark not defined.

3.3.1

Data Input ......................................... Error! Bookmark not defined.

3.3.2

Data Output ...................................... Error! Bookmark not defined.

3.4

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

3.4.1

Chunk Video .................................... Error! Bookmark not defined.

3.4.2

Pra Proses Data ................................ Error! Bookmark not defined.

3.4.3

Training dan Testing dengan Deep LearningError! Bookmark not

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BAB IV HASIL PENELITIAN DAN PEMBAHASANError!

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4.1

Hasil Penelitian........................................ Error! Bookmark not defined.

4.1.1

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

4.1.2

Hasil Pembuatan Label pada Video . Error! Bookmark not defined.

Harisul Haqqi Harahap, 2016
DETEKSI POTENSI KECURANGAN UJIAN BERDASARKAN GERAKAN PESERTA DIDIK
MENGGUNAKAN METODE DEEP LEARNING
Universitas Pendidikan Indonesia | repository.upi.edu | perpustakaan.upi.edu

vi

4.1.3

Hasil Implementasi Model Deep LearningError! Bookmark not

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4.1.4

Hasil Pengembangan Perangkat LunakError!

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4.2

Pembahasan ............................................. Error! Bookmark not defined.

4.2.1

Pembahasan Akurasi Berdasarkan Epoch dan Batch ............... Error!

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4.2.2

Pembahasan Akurasi Berdasarkan Kelas DataError!

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BAB V 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.

Harisul Haqqi Harahap, 2016
DETEKSI POTENSI KECURANGAN UJIAN BERDASARKAN GERAKAN PESERTA DIDIK
MENGGUNAKAN METODE DEEP LEARNING
Universitas Pendidikan Indonesia | repository.upi.edu | perpustakaan.upi.edu