ANALISIS ATURAN ASOSIASI MENGGUNAKAN ALGORITMA APRIORI UNTUK MENENTUKAN INVENTORI APOTEK - UDiNus Repository
DAFTAR ISI
HALAMAN JUDUL................................................................................................ i
PERSETUJUAN SKRIPSI ..................................................................................... ii
PENGESAHAN DEWAN PENGUJI.................................................................... iii
PERNYATAAN..................................................................................................... iv
PERNYATAAN PERSETUJUAN PUBLIKASI KARYA ILMIAH UNTUK
KEPENTINGAN AKADEMIS ...............................................................................v
UCAPAN TERIMA KASIH.................................................................................. vi
ABSTRAK ............................................................................................................ vii
DAFTAR ISI........................................................................................................ viii
DAFTAR TABEL....................................................................................................x
DAFTAR GAMBAR ............................................................................................. xi
DAFTAR LAMPIRAN......................................................................................... xii
BAB I PENDAHULUAN ........................................................................................1
1.1
Latar Belakang ...................................................................................1
1.2
Rumusan Masalah ..............................................................................3
1.3
Batasan Masalah.................................................................................3
1.4
Tujuan Penelitian ...............................................................................4
1.5
Manfaat penelitian..............................................................................4
BAB II TINJAUAN STUDI DAN LANDASAN TEORI.......................................5
2.1
Tinjauan Studi.....................................................................................5
2.2
Landasan Teori ...................................................................................8
2.2.1
Apotek.................................................................................................8
2.2.2
Inventori..............................................................................................9
2.2.3
Data Mining ........................................................................................9
2.2.4
Tahapan-tahapan Data Mining..........................................................12
2.2.5
CRISP-DM (Cross-Industry Standard Process for Data Mining).....14
2.2.6
Association Rule Analysis ................................................................17
2.2.7
Algoritma Apriori .............................................................................18
2.2.8
Association Rules .............................................................................22
2.2.9
PHP ...................................................................................................24
BAB III METODOLOGI PENELITIAN...............................................................25
3.1
Objek Penelitian................................................................................25
3.2
Jenis Data..........................................................................................25
Data Primer.................................................................................................25
3.2.1
3.3
Data Sekunder...................................................................................25
Metode Pengumpulan Data...............................................................26
3.3.1
Wawancara........................................................................................26
3.3.2
Studi Pustaka.....................................................................................26
3.4
Metode Analisis Menentukan Inventori Apotek...............................27
3.4.1
Fase Pemahaman Bisnis (Business Understanding Phase) ..............27
3.4.2
Fase Pemahaman Data (Data Understanding Phase).......................27
3.4.3
Fase Pengolahan Data (Data Preparation Phase)............................29
3.4.4
Fase Pemodelan (Modeling Phase )..................................................29
3.4.5
Fase Evaluasi (Evaluation Phase) ....................................................42
3.4.6
Fase Penyebaran (Deployment Phase)..............................................43
BAB IV ANALISIS HASIL PENELITIAN DAN PEMBAHASAN....................44
4.1
Hasil Penelitian .................................................................................44
4.2
Pembahasan ......................................................................................44
BAB V KESIMPULAN DAN SARAN.................................................................62
5.1
Kesimpulan .......................................................................................62
5.2
Saran .................................................................................................62
DAFTAR PUSTAKA .......................................................................................... xiii
LAMPIRAN...........................................................................................................xv
HALAMAN JUDUL................................................................................................ i
PERSETUJUAN SKRIPSI ..................................................................................... ii
PENGESAHAN DEWAN PENGUJI.................................................................... iii
PERNYATAAN..................................................................................................... iv
PERNYATAAN PERSETUJUAN PUBLIKASI KARYA ILMIAH UNTUK
KEPENTINGAN AKADEMIS ...............................................................................v
UCAPAN TERIMA KASIH.................................................................................. vi
ABSTRAK ............................................................................................................ vii
DAFTAR ISI........................................................................................................ viii
DAFTAR TABEL....................................................................................................x
DAFTAR GAMBAR ............................................................................................. xi
DAFTAR LAMPIRAN......................................................................................... xii
BAB I PENDAHULUAN ........................................................................................1
1.1
Latar Belakang ...................................................................................1
1.2
Rumusan Masalah ..............................................................................3
1.3
Batasan Masalah.................................................................................3
1.4
Tujuan Penelitian ...............................................................................4
1.5
Manfaat penelitian..............................................................................4
BAB II TINJAUAN STUDI DAN LANDASAN TEORI.......................................5
2.1
Tinjauan Studi.....................................................................................5
2.2
Landasan Teori ...................................................................................8
2.2.1
Apotek.................................................................................................8
2.2.2
Inventori..............................................................................................9
2.2.3
Data Mining ........................................................................................9
2.2.4
Tahapan-tahapan Data Mining..........................................................12
2.2.5
CRISP-DM (Cross-Industry Standard Process for Data Mining).....14
2.2.6
Association Rule Analysis ................................................................17
2.2.7
Algoritma Apriori .............................................................................18
2.2.8
Association Rules .............................................................................22
2.2.9
PHP ...................................................................................................24
BAB III METODOLOGI PENELITIAN...............................................................25
3.1
Objek Penelitian................................................................................25
3.2
Jenis Data..........................................................................................25
Data Primer.................................................................................................25
3.2.1
3.3
Data Sekunder...................................................................................25
Metode Pengumpulan Data...............................................................26
3.3.1
Wawancara........................................................................................26
3.3.2
Studi Pustaka.....................................................................................26
3.4
Metode Analisis Menentukan Inventori Apotek...............................27
3.4.1
Fase Pemahaman Bisnis (Business Understanding Phase) ..............27
3.4.2
Fase Pemahaman Data (Data Understanding Phase).......................27
3.4.3
Fase Pengolahan Data (Data Preparation Phase)............................29
3.4.4
Fase Pemodelan (Modeling Phase )..................................................29
3.4.5
Fase Evaluasi (Evaluation Phase) ....................................................42
3.4.6
Fase Penyebaran (Deployment Phase)..............................................43
BAB IV ANALISIS HASIL PENELITIAN DAN PEMBAHASAN....................44
4.1
Hasil Penelitian .................................................................................44
4.2
Pembahasan ......................................................................................44
BAB V KESIMPULAN DAN SARAN.................................................................62
5.1
Kesimpulan .......................................................................................62
5.2
Saran .................................................................................................62
DAFTAR PUSTAKA .......................................................................................... xiii
LAMPIRAN...........................................................................................................xv