S KOM 1203524 Table of content
DAFTAR ISI
ABSTRAK ................................................................ Error! Bookmark not defined.
ABSTRACT .............................................................. Error! Bookmark not defined.
KATA PENGANTAR .............................................. Error! Bookmark not defined.
DAFTAR ISI .......................................................................................................... v
DAFTAR TABEL ................................................................................................ ix
DAFTAR GAMBAR ............................................................................................ xi
DAFTAR LAMPIRAN ....................................................................................... xii
BAB I PENDAHULUAN ...................................................................................... 1
1.1
Latar Belakang ......................................................................................... 1
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
Sistematika Penulisan .............................. Error! Bookmark not defined.
BAB II KAJIAN PUSTAKA ................................................................................ 5
2.1
Kecerdasan Buatan ................................................................................... 5
2.2
Citra dan Pengolahan Citra ...................... Error! Bookmark not defined.
2.3
Computer Vision ...................................... Error! Bookmark not defined.
2.4
Face Detection ........................................ Error! Bookmark not defined.
2.4.1 Haar Cascade ..................................... Error! Bookmark not defined.
2.5
Viola Jones .............................................. Error! Bookmark not defined.
2.6
Histogram Equalization .......................... Error! Bookmark not defined.
2.7
Jaringan Saraf Tiruan .............................. Error! Bookmark not defined.
2.7.1
Feedforward ..................................... Error! Bookmark not defined.
2.7.2
Backpropagation .............................. Error! Bookmark not defined.
2.8
Deep Learning ......................................... Error! Bookmark not defined.
2.8.1
Convolutional Neural Network ........ Error! Bookmark not defined.
2.8.2.
Teknik Konvolusi ............................. Error! Bookmark not defined.
2.8.3
Arsitektur CNN ................................ Error! Bookmark not defined.
Siswo Handoko, 2016
DETEKSI MOOD PESERTA DIDIK PADA RUANG KELAS MENGGUNAKAN METODE DEEP LEARNING
Universitas Pendidikan Indonesia | repository.upi.edu | perpustakaan.upi.edu
vi
BAB III METODOLOGI ................................................................................... 22
3.1
Alat Penelitian ........................................................................................ 22
3.2
Data Penelitian ....................................................................................... 22
3.2.1
Data Masukan................................... Error! Bookmark not defined.
3.2.2
Data Keluaran................................... Error! Bookmark not defined.
3.3
Rancangan Penelitian .............................. Error! Bookmark not defined.
3.3.1
Studi Literatur .................................. Error! Bookmark not defined.
3.3.2.
Persiapan dan Pengumpulan Data .... Error! Bookmark not defined.
3.3.3.
Analisis Dan Perancangan................ Error! Bookmark not defined.
3.3.4.
Pengkodean/Implementasi ............... Error! Bookmark not defined.
3.3.5.
Uji Coba ........................................... Error! Bookmark not defined.
3.3.6.
Analisis dan Evaluasi Hasil.............. Error! Bookmark not defined.
3.3.7.
Penarikan Kesimpulan ..................... Error! Bookmark not defined.
3.4.
Penjadwalan ............................................. Error! Bookmark not defined.
BAB IV HASIL PENELITIAN DAN PEMBAHASAN ................................... 30
4.1
Pengumpulan Data ................................................................................. 30
4.2
Pengembangan Sistem Deteksi Mood ..... Error! Bookmark not defined.
4.2.1
Pembentukan Model......................... Error! Bookmark not defined.
4.2.2
Face Locallization............................ Error! Bookmark not defined.
4.2.3
Face Detection ................................. Error! Bookmark not defined.
4.2.4
Pre Proses ........................................ Error! Bookmark not defined.
4.2.5
Klasifikasi ........................................ Error! Bookmark not defined.
4.2
Pengembangan Perangkat Lunak ............ Error! Bookmark not defined.
4.3.1
Deskripsi Sistem .............................. Error! Bookmark not defined.
4.3.2
Batasan Perangkat Lunak ................. Error! Bookmark not defined.
4.3.3
Perancangan Arsitektur Sistem ........ Error! Bookmark not defined.
4.3.4
Implementasi Coding ....................... Error! Bookmark not defined.
4.4
Pengujian ................................................. Error! Bookmark not defined.
4.4.1
Skenario Pengujian........................... Error! Bookmark not defined.
4.4.2.
Hasil pengujian................................. Error! Bookmark not defined.
4.4.3
Pembahasan Hasil Penelitian ........... Error! Bookmark not defined.
Siswo Handoko, 2016
DETEKSI MOOD PESERTA DIDIK PADA RUANG KELAS MENGGUNAKAN METODE DEEP LEARNING
Universitas Pendidikan Indonesia | repository.upi.edu | perpustakaan.upi.edu
vii
BAB V KESIMPULAN DAN SARAN .............................................................. 64
5.1.
Kesimpulan ............................................................................................. 64
5.2.
Saran ....................................................................................................... 64
DAFTAR PUSTAKA ......................................................................................... xiii
LAMPIRAN ...................................................................................................... xviii
Siswo Handoko, 2016
DETEKSI MOOD PESERTA DIDIK PADA RUANG KELAS MENGGUNAKAN METODE DEEP LEARNING
Universitas Pendidikan Indonesia | repository.upi.edu | perpustakaan.upi.edu
ABSTRAK ................................................................ Error! Bookmark not defined.
ABSTRACT .............................................................. Error! Bookmark not defined.
KATA PENGANTAR .............................................. Error! Bookmark not defined.
DAFTAR ISI .......................................................................................................... v
DAFTAR TABEL ................................................................................................ ix
DAFTAR GAMBAR ............................................................................................ xi
DAFTAR LAMPIRAN ....................................................................................... xii
BAB I PENDAHULUAN ...................................................................................... 1
1.1
Latar Belakang ......................................................................................... 1
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
Sistematika Penulisan .............................. Error! Bookmark not defined.
BAB II KAJIAN PUSTAKA ................................................................................ 5
2.1
Kecerdasan Buatan ................................................................................... 5
2.2
Citra dan Pengolahan Citra ...................... Error! Bookmark not defined.
2.3
Computer Vision ...................................... Error! Bookmark not defined.
2.4
Face Detection ........................................ Error! Bookmark not defined.
2.4.1 Haar Cascade ..................................... Error! Bookmark not defined.
2.5
Viola Jones .............................................. Error! Bookmark not defined.
2.6
Histogram Equalization .......................... Error! Bookmark not defined.
2.7
Jaringan Saraf Tiruan .............................. Error! Bookmark not defined.
2.7.1
Feedforward ..................................... Error! Bookmark not defined.
2.7.2
Backpropagation .............................. Error! Bookmark not defined.
2.8
Deep Learning ......................................... Error! Bookmark not defined.
2.8.1
Convolutional Neural Network ........ Error! Bookmark not defined.
2.8.2.
Teknik Konvolusi ............................. Error! Bookmark not defined.
2.8.3
Arsitektur CNN ................................ Error! Bookmark not defined.
Siswo Handoko, 2016
DETEKSI MOOD PESERTA DIDIK PADA RUANG KELAS MENGGUNAKAN METODE DEEP LEARNING
Universitas Pendidikan Indonesia | repository.upi.edu | perpustakaan.upi.edu
vi
BAB III METODOLOGI ................................................................................... 22
3.1
Alat Penelitian ........................................................................................ 22
3.2
Data Penelitian ....................................................................................... 22
3.2.1
Data Masukan................................... Error! Bookmark not defined.
3.2.2
Data Keluaran................................... Error! Bookmark not defined.
3.3
Rancangan Penelitian .............................. Error! Bookmark not defined.
3.3.1
Studi Literatur .................................. Error! Bookmark not defined.
3.3.2.
Persiapan dan Pengumpulan Data .... Error! Bookmark not defined.
3.3.3.
Analisis Dan Perancangan................ Error! Bookmark not defined.
3.3.4.
Pengkodean/Implementasi ............... Error! Bookmark not defined.
3.3.5.
Uji Coba ........................................... Error! Bookmark not defined.
3.3.6.
Analisis dan Evaluasi Hasil.............. Error! Bookmark not defined.
3.3.7.
Penarikan Kesimpulan ..................... Error! Bookmark not defined.
3.4.
Penjadwalan ............................................. Error! Bookmark not defined.
BAB IV HASIL PENELITIAN DAN PEMBAHASAN ................................... 30
4.1
Pengumpulan Data ................................................................................. 30
4.2
Pengembangan Sistem Deteksi Mood ..... Error! Bookmark not defined.
4.2.1
Pembentukan Model......................... Error! Bookmark not defined.
4.2.2
Face Locallization............................ Error! Bookmark not defined.
4.2.3
Face Detection ................................. Error! Bookmark not defined.
4.2.4
Pre Proses ........................................ Error! Bookmark not defined.
4.2.5
Klasifikasi ........................................ Error! Bookmark not defined.
4.2
Pengembangan Perangkat Lunak ............ Error! Bookmark not defined.
4.3.1
Deskripsi Sistem .............................. Error! Bookmark not defined.
4.3.2
Batasan Perangkat Lunak ................. Error! Bookmark not defined.
4.3.3
Perancangan Arsitektur Sistem ........ Error! Bookmark not defined.
4.3.4
Implementasi Coding ....................... Error! Bookmark not defined.
4.4
Pengujian ................................................. Error! Bookmark not defined.
4.4.1
Skenario Pengujian........................... Error! Bookmark not defined.
4.4.2.
Hasil pengujian................................. Error! Bookmark not defined.
4.4.3
Pembahasan Hasil Penelitian ........... Error! Bookmark not defined.
Siswo Handoko, 2016
DETEKSI MOOD PESERTA DIDIK PADA RUANG KELAS MENGGUNAKAN METODE DEEP LEARNING
Universitas Pendidikan Indonesia | repository.upi.edu | perpustakaan.upi.edu
vii
BAB V KESIMPULAN DAN SARAN .............................................................. 64
5.1.
Kesimpulan ............................................................................................. 64
5.2.
Saran ....................................................................................................... 64
DAFTAR PUSTAKA ......................................................................................... xiii
LAMPIRAN ...................................................................................................... xviii
Siswo Handoko, 2016
DETEKSI MOOD PESERTA DIDIK PADA RUANG KELAS MENGGUNAKAN METODE DEEP LEARNING
Universitas Pendidikan Indonesia | repository.upi.edu | perpustakaan.upi.edu