S KOM 1200581 Table of content

vii

DAFTAR ISI

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 ......................................................................................................... vii
DAFTAR GAMBAR ............................................................................................. ix
DAFTAR TABEL ................................................................................................... x
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

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

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

Artificial Inteligence .............................................Error! Bookmark not defined.

2.2

Pengertian Sistem Pakar .......................................Error! Bookmark not defined.

2.2.1

Bentuk Sistem Pakar ..................................Error! Bookmark not defined.

2.2.2

Modul Penyusun Sistem Pakar ..................Error! Bookmark not defined.

2.2.3

Struktur Sistem Pakar.................................Error! Bookmark not defined.

2.2.4

Ketidakpastian............................................Error! Bookmark not defined.

2.2.4.1
2.3

Metode Dempster shafer ........... Error! Bookmark not defined.

Pengertian Machine learning ................................Error! Bookmark not defined.

2.3.1

Komponen Machine Learning ...................Error! Bookmark not defined.

2.3.2

Metode Naive bayes ...................................Error! Bookmark not defined.

2.4

Bahasa Pemrograman R ........................................Error! Bookmark not defined.

2.4.1
2.5

R-Shiny ......................................................Error! Bookmark not defined.

Demam ..................................................................Error! Bookmark not defined.

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

Desain penelitian...................................................Error! Bookmark not defined.

3.2

Fokus Penelitian ....................................................Error! Bookmark not defined.

Yani Mulyani, 2016
KOMBINASI SISTEM PAKAR DAN MACHINE LEARNING DENGAN DEMPSTER SHAFER DAN NAIVE
BAYES UNTUK DIAGNOSA PENYAKIT DENGAN GEJALA DEMAM
Universitas Pendidikan Indonesia | repository.upi.edu | perpustakaan.upi.edu

viii

3.3

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

3.3.1

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

3.3.2

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

3.4

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

BAB IV HASIL PENELITIAN DAN PEMBAHASANError!
defined.

Bookmark

not

4.1

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

4.2

Pengembangan Model ...........................................Error! Bookmark not defined.

4.2.1
Deskripsi Sistem SDD (Sistem Diagnosa Demam) . Error! Bookmark not
defined.
4.2.2

Analisis Perhitungan Manual .....................Error! Bookmark not defined.

4.3 Implementasi Sistem SDD (Sistem Diagnosa Demam) ...... Error! Bookmark not
defined.
4.3.1

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

4.3.2

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

4.4

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

4.5

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

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.

Yani Mulyani, 2016
KOMBINASI SISTEM PAKAR DAN MACHINE LEARNING DENGAN DEMPSTER SHAFER DAN NAIVE
BAYES UNTUK DIAGNOSA PENYAKIT DENGAN GEJALA DEMAM
Universitas Pendidikan Indonesia | repository.upi.edu | perpustakaan.upi.edu

ix

DAFTAR GAMBAR
Gambar 2. 1 Konsep Dasar Sistem Pakar (Arhami, Muhammad,2005)....... Error!
Bookmark not defined.
Gambar 2. 2 Arsitektur Sistem Pakar (Arhami, 2004)Error! Bookmark not
defined.
Gambar 2. 3 Persamaan Dempster shafer (Giarratano dan Riley,2005........ Error!
Bookmark not defined.
Gambar 2. 4 Flowchart Dempster shafer ............. Error! Bookmark not defined.

Gambar 2. 5 Persamaan Naive bayes (Arhami,2005)Error!
Bookmark
not
defined.
Gambar 2. 6 Flowchart Naive bayes ..................... Error! Bookmark not defined.
Gambar 3. 1 Desain Alur Penelitian ..................... Error! Bookmark not defined.
Gambar 4. 1 Flowchart sistem diagnosa penyakit dengan gejala demam ..... Error!
Bookmark not defined.
Gambar 4. 2 Antarmuka Halaman Login Admin . Error! Bookmark not defined.
Gambar 4. 3 Antarmuka Halaman Home Admin . Error! Bookmark not defined.
Gambar 4. 4 Antarmuka Halaman Pengetahuan AdminError! Bookmark not
defined.
Gambar 4. 5 Antarmuka Halaman Tambah PenyakitError!
Bookmark
not
defined.
Gambar 4. 6 Antarmuka Halaman Tambah GejalaError!
Bookmark
not
defined.

Gambar 4. 7 Antarmuka Halaman Ubah PengetahuanError! Bookmark not
defined.
Gambar 4. 8 Antarmuka Halaman Utama User .... Error! Bookmark not defined.
Gambar 4. 9 Antarmuka Halaman Jenis Penyakit Error! Bookmark not defined.
Gambar 4. 10 Antarmuka Halaman Analisis PenyakitError! Bookmark not
defined.
Gambar 4. 11 Antarmuka Halaman Login ........... Error! Bookmark not defined.
Gambar 4. 12 Antarmuka Halaman home admin . Error! Bookmark not defined.
Gambar 4. 13 Antarmuka Halaman pengetahuan . Error! Bookmark not defined.
Gambar 4. 14 Antarmuka Halaman tambah penyakitError! Bookmark not
defined.
Gambar 4. 15 Antarmuka Halaman tambah gejalaError!
Bookmark
not
defined.
Gambar 4. 16 Antarmuka Halaman ubah pengetahuanError! Bookmark not
defined.
Gambar 4. 17 Antarmuka Halaman utama user ... Error! Bookmark not defined.

Yani Mulyani, 2016

KOMBINASI SISTEM PAKAR DAN MACHINE LEARNING DENGAN DEMPSTER SHAFER DAN NAIVE
BAYES UNTUK DIAGNOSA PENYAKIT DENGAN GEJALA DEMAM
Universitas Pendidikan Indonesia | repository.upi.edu | perpustakaan.upi.edu

x

Gambar 4. 18 Antarmuka Halaman jenis penyakitError!
Bookmark
defined.
Gambar 4. 19 Antarmuka Halaman analisis penyakitError! Bookmark
defined.

not
not

Yani Mulyani, 2016
KOMBINASI SISTEM PAKAR DAN MACHINE LEARNING DENGAN DEMPSTER SHAFER DAN NAIVE
BAYES UNTUK DIAGNOSA PENYAKIT DENGAN GEJALA DEMAM
Universitas Pendidikan Indonesia | repository.upi.edu | perpustakaan.upi.edu

xi

DAFTAR TABEL
Tabel 2. 1 Tabel Kombinasi Gejala Pilek .............. Error! Bookmark not defined.
Tabel 2. 2 Tabel Kombinasi gejala gatal pada PilekError!
Bookmark
not
defined.
Tabel 2. 3 Tabel Data Training.............................. Error! Bookmark not defined.
Tabel 4. 1 Gejala Keseluruhan .............................. Error! Bookmark not defined.
Tabel 4. 2 Nilai Belief pada tiap gejala ................. Error! Bookmark not defined.
Tabel 4. 3 Data Training Naive bayes ................... Error! Bookmark not defined.
Tabel 4. 4 kombinasi gejala panas dan mimisan ... Error! Bookmark not defined.
Tabel 4. 5 kombinasi gejala panas dan mimisan dengan muntah.................. Error!
Bookmark not defined.
Tabel 4. 6 kombinasi langkah 3 dengan hilang nafsu makanError!
Bookmark
not defined.
Tabel 4. 7 Hasil eksperimen Fitting Step .............. Error! Bookmark not defined.
Tabel 4. 8 Hasil eksperimen Testing Step ............. Error! Bookmark not defined.

Yani Mulyani, 2016
KOMBINASI SISTEM PAKAR DAN MACHINE LEARNING DENGAN DEMPSTER SHAFER DAN NAIVE
BAYES UNTUK DIAGNOSA PENYAKIT DENGAN GEJALA DEMAM
Universitas Pendidikan Indonesia | repository.upi.edu | perpustakaan.upi.edu