S KOM 1203524 Table of content

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Siswo Handoko, 2016

DETEKSI MOOD PESERTA DIDIK PADA RUANG KELAS MENGGUNAKAN METODE DEEP LEARNING Universitas Pendidikan Indonesia | repository.upi.edu | perpustakaan.upi.edu

DAFTAR ISI

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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.

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vi

BAB III METODOLOGI ... 22

3.1 Alat Penelitian ... 22

3.2 Data Penelitian ... 22

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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.

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4.3.4 Implementasi Coding ... Error! Bookmark not defined.

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vii

BAB V KESIMPULAN DAN SARAN ... 64

5.1. Kesimpulan ... 64

5.2. Saran ... 64

DAFTAR PUSTAKA ... xiii