Rancang Bangun Sistem Rekomendasi Pemilihan Film Menggunakan Metode Hybrid Filtering Dengan Algoritma K-Nearest Neighbor

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(1)Hak cipta dan penggunaan kembali: Lisensi ini mengizinkan setiap orang untuk menggubah, memperbaiki, dan membuat ciptaan turunan bukan untuk kepentingan komersial, selama anda mencantumkan nama penulis dan melisensikan ciptaan turunan dengan syarat yang serupa dengan ciptaan asli. Copyright and reuse: This license lets you remix, tweak, and build upon work non-commercially, as long as you credit the origin creator and license it on your new creations under the identical terms.. Team project ©2017 Dony Pratidana S. Hum | Bima Agus Setyawan S. IIP.

(2) DAFTAR LAMPIRAN 1. Riwayat Hidup 2. Formulir Bimbingan 3. Kuesioner Uji Kesuksesan Aplikasi 4. Sampel Responden Uji Kesuksesan Aplikasi 5. Proses Hitung Manual Similaritas antar Film 6. Data Uji Sampel. 83 Rancang Bangun Sistem..., Andy Tanu Ciaputra, FTI, 2017.

(3) RIWAYAT HIDUP Data Pribadi Nama. : Andy Tanu Ciaputra. Tempat, Tanggal Lahir. : Tangerang, 27 September 1995. Jenis Kelamin. : Laki - Laki. Agama. : Buddha. Kewarganegaraan. : Indonesia. Email. : [email protected]. Latar Belakang Pendidikan 2013 – Sekarang: Universitas Multimedia Nusantara, Fakultas Teknik dan Informatika, Jurusan Teknik Informatika 2010 – 2013: SMA Perguruan Buddhi, Tangerang 2007 – 2010: SMPK Mawar Saron, Tangerang 2001 – 2007: SD Mawar Saron, Tangerang Pengalaman Kerja 1. Praktek kerja magang di CV Nukegraphic Indonesia tahun 2016. Pengalaman Organisasi 1. 2. 3. 4. 5.. Koordinator Divisi Keamanan “Konten Prodi Teknik Informatika 2015” Panitia “IT Gathering 2014“ Panitia “Ultifortech 2014” Panitia “Technofest 2015” Panitia “Miss UMN 2015”. Rancang Bangun Sistem..., Andy Tanu Ciaputra, FTI, 2017.

(4) Rancang Bangun Sistem..., Andy Tanu Ciaputra, FTI, 2017.


(6) Kuesioner Uji Kepuasan Pengguna Rekapitulasi Jawaban Pertanyaan Pertama:. Rekapitulasi Jawaban Pertanyaan Kedua:. Rekapitulasi Jawaban Pertanyaan Ketiga:. Rancang Bangun Sistem..., Andy Tanu Ciaputra, FTI, 2017.

(7) Rekapitulasi Jawaban Pertanyaan Keempat:. Rekapitulasi Jawaban Pertanyaan Kelima:. Rancang Bangun Sistem..., Andy Tanu Ciaputra, FTI, 2017.













(20) Proses Perhitungan Similaritas antar Film 1. Wonder Woman. = [1,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0]. 2. Beauty and the Beast = [0,0,0,0,0,0,0,1,1,0,0,1,0,1,0,0,0,0,0] 3. Logan. = [1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0]. 4. Transformers. = [1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0]. 5. Rings. = [0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0]. 6. X-Men Apocalype. = [1,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0]. 7. The Finest Hours. = [1,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,1,0,0]. 8. Suicide Squad. = [1,0,0,0,1,0,0,0,1,0,0,0,0,0,1,0,0,0,0]. 9. Collateral Beauty. = [0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0]. Film 1-5 merupakan film yang sudah dirating oleh user, seperti ditunjukkan pada tabel 4.1, sedangkan film 6-9 merupakan film yang belom dirating oleh user, seperti ditunjukkan pada tabel 4.2. Sim[1,6] = Similaritas antara film 1 dengan film 6. A = [1x1] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] = 4 B = [1x1] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] = 4 A x B = [1x1] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] = 4 𝐴∙𝐵. 𝐴. 𝐵. Sim[1,6] = ||𝐴||∙||𝐵|| = √𝐴2 𝑥 √𝐵2 =. 4 √4𝑥√4. =1. Rancang Bangun Sistem..., Andy Tanu Ciaputra, FTI, 2017.

(21) Sim[2,6] = Similaritas antara film 2 dengan film 6. A = [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [1x1] + [0x0] + [0x0] + [1x1] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] = 4 B = [1x1] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] = 4 A x B = [0x1] + [0x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x0] + [1x1] + [0x0] + [0x0] + [1x0] + [0x0] + [1x0] + [0x1] + [0x0] + [0x0] + [0x0] + [0x0] = 1 𝐴∙𝐵. 𝐴. 𝐵. Sim[2,6] = ||𝐴||∙||𝐵|| = √𝐴2 𝑥 √𝐵2 =. 1 √4𝑥√4. = 0.25. Sim[3,6] = Similaritas antara film 3 dengan film 6 A = [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] = 3 B = [1x1] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] = 4 A x B = [1x1] + [0x1] + [0x0] + [0x0] + [0x0] + [0x0] + [1x0] + [0x0] + [0x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] = 2 𝐴∙𝐵. 𝐴. 𝐵. Sim[3,6] = ||𝐴||∙||𝐵|| = √𝐴2 𝑥 √𝐵2 =. 2 √4𝑥√3. = 0.57735. Sim[4,6] = Similaritas antara film 4 dengan film 6 A = [1x1] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [1x1] + [0x0] + [0x0] = 4. Rancang Bangun Sistem..., Andy Tanu Ciaputra, FTI, 2017.

(22) B = [1x1] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] = 4 A x B = [1x1] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [1x0] + [0x0] + [0x0] = 3 𝐴∙𝐵. 𝐴. 𝐵. Sim[4,6] =||𝐴||∙||𝐵|| = √𝐴2 𝑥 √𝐵2 =. 3 √4𝑥√4. = 0.75. Sim[5,6] = Similaritas antara film 5 dengan film 6 A = [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] = 1 B = [1x1] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] = 4 A x B = [0x1] + [0x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x1] + [0x0] + [1x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x1] + [0x0] + [0x0] + [0x0] = 0 𝐴∙𝐵. 𝐴. 𝐵. Sim[5,6] = ||𝐴||∙||𝐵|| = √𝐴2 𝑥 √𝐵2 =. 0 √1𝑥√4. =0. Sim[1,7] = Similaritas antara film 1 dengan film 7 A = [1x1] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] = 4 B = [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] = 4 A x B = [1x1] + [1x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [1x0] + [0x0] + [0x1] + [0x0] + [0x0] = 2. Rancang Bangun Sistem..., Andy Tanu Ciaputra, FTI, 2017.

(23) 𝑐. Sim[1,7] = √𝑎 𝑥 √𝑏 =. 2 √4𝑥√4. = 0.5. Sim[2,7] = Similaritas antara film 2 dengan film 7 A = [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [1x1] + [0x0] + [0x0] + [1x1] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] = 4 B = [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] = 4 A x B = [0x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x1] + [1x0] + [1x0] + [0x1] + [0x0] + [1x0] + [0x0] + [1x0] + [0x0] + [0x0] + [0x1] + [0x0] + [0x0] = 0 𝑐. Sim[2,7] = √𝑎 𝑥 √𝑏 =. 0 √4𝑥√4. =0. Sim[3,7] = Similaritas antara film 3 dengan film 7 A = [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] = 3 B = [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] = 4 A x B = [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x1] + [0x0] + [0x0] + [0x0] + [0x0] + [1x0] + [0x0] + [0x1] + [0x0] + [0x0] = 2 𝐴∙𝐵. 𝐴. 𝐵. Sim[3,7] = ||𝐴||∙||𝐵|| = √𝐴2 𝑥 √𝐵2 =. 3 √3𝑥√4. = 0.57735. Sim[4,7] = Similaritas antara film 4 dengan film 7. Rancang Bangun Sistem..., Andy Tanu Ciaputra, FTI, 2017.

(24) A = [1x1] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [1x1] + [0x0] + [0x0] = 4 B = [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] = 4 A x B = [1x1] + [1x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x1] + [0x0] + [0x0] + [0x1] + [0x0] + [0x0] + [0x0] + [0x0] + [1x0] + [0x0] + [1x1] + [0x0] + [0x0] = 2 𝐴∙𝐵. 𝐴. 𝐵. Sim[4,7] = ||𝐴||∙||𝐵|| = √𝐴2 𝑥 √𝐵2 =. 2 √4𝑥√4. = 0.5. Sim[5,7] = Similaritas antara film 5 dengan film 7 A = [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] = 1 B = [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] = 4 A x B = [0x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x1] + [0x0] + [0x0] + [0x1] + [1x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x1] + [0x0] + [0x0] = 0 𝐴∙𝐵. 𝐴. 𝐵. Sim[5,7] =||𝐴||∙||𝐵|| = √𝐴2 𝑥 √𝐵2 =. 0 √1𝑥√4. =0. Sim [1,8] = Similaritas antara film 1 dengan film 8 A = [1x1] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] = 4 B = [1x1] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] = 4. Rancang Bangun Sistem..., Andy Tanu Ciaputra, FTI, 2017.

(25) A x B = [1x1] + [1x0] + [0x0] + [0x0] + [0x1] + [0x0] + [0x0] + [0x0] + [0x1] + [1x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] = 2 𝐴∙𝐵. 𝐴. 𝐵. Sim[1,8] = ||𝐴||∙||𝐵|| = √𝐴2 𝑥 √𝐵2 =. 2 √4𝑥√4. = 0.5. Sim [2,8] = Similaritas antara film 2 dengan film 8 A = [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [1x1] + [0x0] + [0x0] + [1x1] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] = 4 B = [1x1] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] = 4 A x B = [0x1] + [1x0] + [0x0] + [0x0] + [0x1] + [0x0] + [0x0] + [1x0] + [1x1] + [0x0] + [0x0] + [1x0] + [0x0] + [1x0] + [0x1] + [0x0] + [0x0] + [0x0] + [0x0] = 1 𝐴∙𝐵. Sim[2,8] = ||𝐴||∙||𝐵|| =. 𝐴. 𝐵 √𝐴2 𝑥 √𝐵2. =. 1 √4𝑥√4. = 0.25. Sim[3,8] = Similaritas antara film 3 dengan film 8 A = [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] = 3 B = [1x1] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] = 4 A x B = [1x1] + [0x0] + [0x0] + [0x0] + [0x1] + [0x0] + [1x0] + [0x0] + [0x1] + [0x0] + [0x0] + [0x0] + [0x0] + [1x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] = 2 𝐴∙𝐵. 𝐴. 𝐵. Sim[3,8] = ||𝐴||∙||𝐵|| = √𝐴2 𝑥 √𝐵2 =. 2 √3𝑥√4. = 0.57735. Rancang Bangun Sistem..., Andy Tanu Ciaputra, FTI, 2017.

(26) Sim[4,8] = Similaritas antara film 4 dengan film 8 A = [1x1] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [1x1] + [0x0] + [0x0] = 4 B = [1x1] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] = 4 A x B = [1x1] + [1x0] + [0x0] + [0x0] + [0x1] + [0x0] + [0x0] + [0x0] + [0x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [1x0] + [0x0] + [0x0] = 2 𝐴∙𝐵. 𝐴. 𝐵. Sim[4,8] =||𝐴||∙||𝐵|| = √𝐴2 𝑥 √𝐵2 =. 2 √4𝑥√4. = 0.5. Sim[5,8] = Similaritas antara film 5 dengan film 8 A = [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] = 1 B = [1x1] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] = 4 A x B = [0x1] + [0x0] + [0x0] + [0x0] + [0x1] + [0x0] + [0x0] + [0x0] + [0x1] + [0x0] + [1x0] + [0x0] + [0x0] + [0x0] + [0x1] + [0x0] + [0x0] + [0x0] + [0x0] = 0 𝐴∙𝐵. 𝐴. 𝐵. Sim[5,8] = ||𝐴||∙||𝐵|| = √𝐴2 𝑥 √𝐵2 =. 0 √1𝑥√4. =0. Sim[1,9] = Similaritas antara film 1 dengan film 9 A = [1x1] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] = 4. Rancang Bangun Sistem..., Andy Tanu Ciaputra, FTI, 2017.

(27) B = [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] = 2 A x B = [1x0] + [1x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x1] + [0x0] + [0x0] + [1x0] + [0x0] + [0x0] + [0x0] + [0x1] + [1x0] + [0x0] + [0x0] + [0x0] + [0x0] = 0 𝐴∙𝐵. 𝐴. 𝐵. Sim[1,9] =||𝐴||∙||𝐵|| = √𝐴2 𝑥 √𝐵2 =. 0 √4𝑥√2. =0. Sim[2,9] = Similaritas antara film 2 dengan film 9 A = [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [1x1] + [0x0] + [0x0] + [1x1] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] = 4 B = [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] = 2 A x B = [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x1] + [1x0] + [1x0] + [0x0] + [0x0] + [1x0] + [0x0] + [1x1] + [1x0] + [0x0] + [0x0] + [0x0] + [0x0] = 1 𝐴∙𝐵. 𝐴. 𝐵. Sim[2,9] = ||𝐴||∙||𝐵|| = √𝐴2 𝑥 √𝐵2 =. 1 √4𝑥√2. = 0.35355. Sim[3,9] = Similaritas antara film 3 dengan film 9 A = [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] = 3 B = [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] = 2 A x B = [1x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x1] + [1x0] + [0x0] + [0x0] + [0x0] + [0x0] = 1. Rancang Bangun Sistem..., Andy Tanu Ciaputra, FTI, 2017.

(28) 𝐴∙𝐵. 𝐴. 𝐵. Sim[3,9] = ||𝐴||∙||𝐵|| = √𝐴2 𝑥 √𝐵2 =. 1 √3𝑥√2. = 0.40826. Sim[4,9] = Similaritas antara film 4 dengan fim 9 A = [1x1] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [1x1] + [0x0] + [0x0] = 4 B = [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] = 2 A x B = [1x0] + [1x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x1] + [1x0] + [0x0] + [1x0] + [0x0] + [0x0] = 0 𝐴∙𝐵. 𝐴. 𝐵. Sim[4,9] = ||𝐴||∙||𝐵|| = √𝐴2 𝑥 √𝐵2 =. 0 √4𝑥√2. =0. Sim[5,9] = Similaritas antara film 5 dengan film 9 A = [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] = 1 B = [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [1x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] = 2 A x B = [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] + [0x1] + [0x0] + [0x0] + [0x0] + [1x0] + [0x0] + [0x0] + [0x1] + [0x0] + [0x0] + [0x0] + [0x0] + [0x0] = 0 𝐴∙𝐵. 𝐴. 𝐵. Sim[5,9] = ||𝐴||∙||𝐵|| = √𝐴2 𝑥 √𝐵2 =. 0 √1𝑥√2. =0. Rancang Bangun Sistem..., Andy Tanu Ciaputra, FTI, 2017.

(29) Data Uji 30 Sampel Tabel Data Uji ke-1. Logan. Transformers. Rings. Total. 1. Beauty & The Beast 0.25. 0.57735. 0.75. 0. 2.32735. 0.5 0.5 0. 0 0.25 0.35355. 0.57735 0.57735 0.40826. 0.5 0.5 0. 0 0 0. 1.57735 1.57735 0.76181. 7. 8. 6. 9. 4. Wonder Woman. Film X-Men: Apocalypse The Finest Hours Suicide Squad Collateral Beauty Rating User. Hasil uji coba ke-1 pada sistem :. Tabel Data Uji ke-2. Film Pirates of the Caribbean: Dead Men Tell No Tales The Mummy John Wick: Chapter 2 Life Rating User. Logan. Transformers. Rings. Total. 0.75. Beauty & The Beast 0.25. 0.2886. 0.5. 0. 1.7886. 0.6708 0.2886. 0.2236 0. 0.2581 0.3333. 0.6708 0.5773. 0.4472 0. 2.2706 1.1993. 0.2886 7. 0 8. 0.3333 6. 0.5773 9. 0.5773 4. 1.7767. Wonder Woman. Rancang Bangun Sistem..., Andy Tanu Ciaputra, FTI, 2017.

(30) Hasil uji coba ke-2 pada sistem :. Tabel Data Uji ke-3. Film Guardians of the Galaxy Vol.2 The Fate of the Furious A Street Cat Named Bob The Lego Batman Movie Rating User. Logan. Transformers. Rings. Total. 0.75. Beauty & The Beast 0. 0.5773. 0.75. 0. 2.0773. 0.2886. 0. 0.3333. 0.5773. 0. 1.1993. 0. 0.2886. 0.3333. 0. 0. 0.6220. 0.4472. 0.4472. 0.2581. 0.2236. 0. 0.2236. 7. 8. 6. 9. 4. Wonder Woman. Hasil uji coba ke-3 pada sistem:. Rancang Bangun Sistem..., Andy Tanu Ciaputra, FTI, 2017.

(31) Tabel Data Uji ke-4 Wonder Woman. Film Alien: Covenant Get Out Cars 3 Baywatch Rating User. 0.2886 0 0.2886 0.3535 7. Beauty & The Beast 0 0 0 0 8. Logan. Transformers. Rings. Total. 0.3333 0 0 0.4082 6. 0.5773 0.2886 0.2886 0.3535 9. 0.5773 0.5773 0 0 4. 1.7767 0.866 0.5773 1.1153. Hasil uji coba ke-4 pada sistem :. Tabel Data Uji ke-5. Film A Cure for Wellness Power Rangers Thor: Ragnarok 47 Meters Down Rating User. Logan. Transformers. Rings. Total. 0.4082. Beauty & The Beast 0.2041. 0.4714. 0.4082. 0.4082. 1.9. 0.866 1 0 7. 0 0.25 0 8. 0.666 0.5773 0 6. 0.866 0.75 0.3535 9. 0 0 0.7071 4. 2.398 2.577 1.06. Wonder Woman. Rancang Bangun Sistem..., Andy Tanu Ciaputra, FTI, 2017.

(32) Hasil uji coba ke-5 pada sistem:. Tabel Data Uji ke-6. Film King Arthur: Legend of the Sword xXx: Return of the Xander Cage T2 Trainspotting All Eyez on Me Rating User. Logan. Transformers. Rings. Total. 0.5773. Beauty & The Beast 0.2886. 0.6666. 0.2886. 0. 1.8213. 0.5773. 0. 0.3333. 0.5773. 0. 1.488. 0 0 7. 0 0.3535 8. 0.4082 0.4082 6. 0 0 9. 0 0 4. 0.4082 0.7618. Wonder Woman. Hasil uji coba ke-6 pada sistem :. Rancang Bangun Sistem..., Andy Tanu Ciaputra, FTI, 2017.

(33) Tabel Data Uji ke-7 Film. Logan. Transformers. Rings. Total. 0.866 0.5. Beauty & The Beast 0.2886 0. 0.3333 0.5773. 0.5773 0.5. 0 0. 2.0653 1.5773. 0. 0.3535. 0.4082. 0. 0. 0.7618. 0 7. 0 8. 0.4082 6. 0 9. 0 4. 0.4082. Logan. Transformers. Rings. Total. 0. 0. 0. 0.7071. Wonder Woman. Kong: Skull Island Boyka: Undisputed IV Fifty Shades Darker Rough Night Rating User. Hasil uji coba ke-7 pada sistem :. Tabel Data Uji ke-8 Film Cinderella’s Hot Night Ghost in the Shell The Belko Experiment It Comes at Night Rating User. 0.3535. Beauty & The Beast 0.3535. 0.4082 0.5. 0 0. 0.7071 0.5773. 0.6123 0.75. 0 0.5. 1.7277 2.3273. 0 7. 0 8. 0 6. 0.3535 9. 0.7071 4. 1.0606. Wonder Woman. Rancang Bangun Sistem..., Andy Tanu Ciaputra, FTI, 2017.

(34) Hasil uji coba ke-8 pada sistem :. Tabel Data Uji ke-9 Film. Fairy Tail Movie 2: Dragon Cry Spider-Man: Homecoming The Boss Baby Fist Fight Rating User. 0.5773. Beauty & The Beast 0.2886. 0.866. 0. 0.6666. 0.866. 0. 2.3987. 0 0 7. 0.2886 0 8. 0 0 6. 0 0 9. 0 0 4. 0.2886 0. Wonder Woman. Logan. Transformers. Rings. Total. 0. 0.2886. 0. 1.1547. Hasil uji coba ke-9 pada sistem :. Rancang Bangun Sistem..., Andy Tanu Ciaputra, FTI, 2017.

(35) Tabel Data Uji ke-10 Film. Logan. Transformers. Rings. Total. 0.25 0.866. Beauty & The Beast 0.25 0. 0 0.6666. 0.25 0.866. 0 0. 0.75 2.3987. 0 0 7. 0.5 0.4472 8. 0 0.2581 6. 0 0 9. 0 0 4. 0.5 0.7054. Wonder Woman. Despicable Me 3 Kamen Rider x Super Sentai Heartbreaks Sing Rating User. Hasil uji coba ke-10 pada sistem :. Tabel Data Uji ke-11 Film. Miss Peregrine's Home for Peculiar Children Split The Great Wall Tommorow Everything Starts Rating User. Logan. Transformers. Rings. Total. 0.5773. Beauty & The Beast 0.2886. 0.3333. 0.2886. 0. 1.488. 0 0.866 0. 0 0.2886 0. 0 0.3333 0.4082. 0.3535 0.5773 0. 0.7071 0 0. 1.0606 2.0653 0.4082. 7. 8. 6. 9. 4. Wonder Woman. Rancang Bangun Sistem..., Andy Tanu Ciaputra, FTI, 2017.

(36) Hasil uji coba ke-11 pada sistem :. Tabel Data Uji ke-12 Film. Deadpool Doctor Strange Captain America: Civil War Fantastic Beasts and Where to Find Them Rating User. Logan. Transformers. Rings. Total. 0.5 1 0.866. Beauty & The Beast 0.25 0.25 0. 0.2886 0.5773 0.6666. 0.5 0.75 0.866. 0 0 0. 1.5386 2.5773 2.3987. 0.3535. 0.7071. 0. 0. 0. 1.0606. 7. 8. 6. 9. 4. Wonder Woman. Hasil uji coba ke-12 pada sistem :. Rancang Bangun Sistem..., Andy Tanu Ciaputra, FTI, 2017.

(37) Tabel Data Uji ke-13 Film. Logan. Transformers. Rings. Total. 0 0.866. Beauty & The Beast 0 0.2886. 0.3333 0.3333. 0 0.5773. 0 0. 0.3333 2.0653. 0.5. 0. 0.5773. 0.5. 0. 1.5773. 0.25 7. 0 8. 0.5773 6. 0.5 9. 0 4. 1.3273. Logan. Transformers. Rings. Total. 0.2886 0.6666 0.5773 0 6. 0 0.866 0.5 0.25 9. 0 0 0 0 4. 0.7886 2.3987 2.0773 0.75. Wonder Woman. Hacksaw Bridge Batman vs Superman: Dawn of Justice Rogue One: A Star Wars Story Arrival Rating User. Hasil uji coba ke-13 pada sistem :. Tabel Data Uji ke-14 Film. La La Land Start Trek Beyond Suicide Squad Zootopia Rating User. Wonder Woman 0 0.866 0.75 0.25 7. Beauty & The Beast 0.5 0 0.25 0.25 8. Rancang Bangun Sistem..., Andy Tanu Ciaputra, FTI, 2017.

(38) Hasil uji coba ke-14 pada sistem :. Tabel Data Uji ke-15 Film. Logan. Transformers. Rings. Total. 0 0. Beauty & The Beast 0 0. 0.4082 0. 0 0. 0 0.7071. 0.4082 0.7071. 0 0.7071 7. 0 0 8. 0.4082 0.4082 6. 0.3535 0.7071 9. 0 0 4. 0.7618 1.8224. Wonder Woman. Hidden Figures The Autopsy of Jane Doe Nocturnal Animals Allegiant Rating User. Hasil uji coba ke-15 pada sistem :. Rancang Bangun Sistem..., Andy Tanu Ciaputra, FTI, 2017.

(39) Tabel Data Uji ke-16. Film Donnie Darko Amélie Shrek The Mummy Returns Rating User. Logan. Transformers. Rings. Total. 0.2886 0 0.4472 0.8660. Beauty & The Beast 0.2886 0.3535 0.4472 0.2886. 0.3333 0 0 0.3333. 0 0 0.2236 0.5773. 0 0 0 0. 0.9106 0.3535 1.1180 2.0653. 7. 8. 6. 9. 4. Wonder Woman. Hasil uji coba ke-16 pada sistem :. Tabel Data Uji ke-17. Film A Beautiful Mind Bridget Jones's Diary Black Hawk Down Blow Rating User. Logan. Transformers. Rings. Total. 0. Beauty & The Beast 0.3535. 0.4082. 0. 0. 0.7618. 0. 0.2886. 0.3333. 0. 0. 0.6220. 0.2886. 0. 0.3333. 0.2886. 0. 0.9106. 0 7. 0 8. 0.4082 6. 0 9. 0 4. 0.4082. Wonder Woman. Rancang Bangun Sistem..., Andy Tanu Ciaputra, FTI, 2017.

(40) Hasil uji coba ke-17 pada sistem :. Tabel Data Uji ke-18. Film Atlantis: The Lost Empire A.I. Artificial Intelligence Enemy at the Gates I Am Sam Rating User. Logan. Transformers. Rings. Total. 0.5. Beauty & The Beast 0.25. 0.2886. 0.5. 0. 1.5386. 0.5773. 0. 0.6666. 0.5773. 0. 1.8213. 0. 0. 0. 0. 0. 0. 0 7. 0 8. 0.5773 6. 0 9. 0 4. 0.5773. Wonder Woman. Hasil uji coba ke-18 pada sistem :. Rancang Bangun Sistem..., Andy Tanu Ciaputra, FTI, 2017.

(41) Tabel Data Uji ke-19. Film Rush Hour 2 Joy Ride American Pie 2 Lady and the Tramp II: Scamp's Adventure Rating User. Logan. Transformers. Rings. Total. 0.25 0 0 0.25. Beauty & The Beast 0 0 0.3535 0.5. 0.2886 0.3333 0 0. 0.5 0.2886 0 0.25. 0 0 0 0. 1.0386 0.6220 0.3535 1. 7. 8. 6. 9. 4. Wonder Woman. Hasil uji coba ke-19 pada sistem :. Tabel Data Uji ke-20. Film Monster's Ball Sex and Lucia Mulholland Drive Planet of the Apes Rating User. Logan. Transformers. Rings. Total. 0 0 0. Beauty & The Beast 0.3535 0.3535 0. 0.4082 0.4082 0.3333. 0 0 0.2886. 0 0 0. 0.7618 0.7618 0.6220. 0.75. 0. 0.5773. 1. 0. 2.3273. 7. 8. 6. 9. 4. Wonder Woman. Rancang Bangun Sistem..., Andy Tanu Ciaputra, FTI, 2017.

(42) Hasil uji coba ke-20 pada sistem :. Tabel Data Uji ke-21 Film. A Knight's Tale Final Fantasy: The Spirits Within Pearl Harbor The Devil's Backbone Rating User. Logan. Transformers. Rings. Total. 0.5. Beauty & The Beast 0.25. 0.5773. 0.5. 0. 1.8273. 0.8164. 0.2041. 0.4714. 0.8164. 0. 2.3085. 0 0.4472. 0.2886 0.2236. 0 0.5163. 0 0.4472. 0 0.4472. 0.2886 2.0816. 7. 8. 6. 9. 4. Wonder Woman. Hasil uji coba ke-21 pada sistem :. Rancang Bangun Sistem..., Andy Tanu Ciaputra, FTI, 2017.

(43) Tabel Data Uji ke-22 Film. Scary Movie 2 Lara Croft: Tomb Raider Y Tu Mamá También Original Sin Rating User. Logan. Transformers. Rings. Total. 0 0.75. Beauty & The Beast 0 0.25. 0 0.2886. 0 0.75. 0 0. 0 2.0386. 0. 0.3535. 0.4082. 0. 0. 0.7618. 0 7. 0.25 8. 0.2886 6. 0.25 9. 0 4. 0.7886. Logan. Transformers. Rings. Total. 0.2581 0.3333 0.2886 0 6. 0.2236 0.5773 0.25 0 9. 0 0.5773 0.5 0 4. 0.9290 2.0653 1.0386 0. Wonder Woman. Hasil uji coba ke-22 pada sistem :. Tabel Data Uji ke-23 Film. Joe Dirt Arachnid The Others Zoolander Rating User. Wonder Woman 0.2236 0.5773 0 0 7. Beauty & The Beast 0.2236 0 0 0 8. Rancang Bangun Sistem..., Andy Tanu Ciaputra, FTI, 2017.

(44) Hasil uji coba ke-23 pada sistem :. Tabel Data Uji ke-24 Film. Not Another Teen Movie Legally Blonde Training Day Vanilla Sky Rating User. 0. Beauty & The Beast 0. 0. 0. 0. 0. 0. 0. 0.25 0.2236 7. 0 0.2236 8. 0.5773 0.5163 6. 0.5 0.4472 9. 0 0 4. 1.3273 1.4108. Wonder Woman. Logan. Transformers. Rings. Total. 0. 0. 0. 0. Hasil uji coba ke-24 pada sistem :. Rancang Bangun Sistem..., Andy Tanu Ciaputra, FTI, 2017.

(45) Tabel Data Uji ke-25 Film. The Man Who Wasn't There Wasabi 15 Minutes Rock Star Rating User. Logan. Transformers. Rings. Total. 0. Beauty & The Beast 0. 0.4082. 0. 0. 0.4082. 0.2886 0.2886 0 7. 0 0 0.2886 8. 0.6666 0.3333 0.3333 6. 0.2886 0.5773 0 9. 0 0 0 4. 1.2440 1.1993 0.6220. Wonder Woman. Hasil uji coba ke-25 pada sistem :. Tabel Data Uji ke-26 Film. Impostor Kiss of the Dragon Prozac Nation Bandits Rating User. Logan. Transformers. Rings. Total. 0.5773 0.2886. Beauty & The Beast 0 0. 0.6666 0.3333. 0.8660 0.5773. 0 0. 2.1100 1.1993. 0 0.25 7. 0 0.25 8. 0.5773 0.2886 6. 0 0.25 9. 0 0 4. 0.5773 1.0386. Wonder Woman. Rancang Bangun Sistem..., Andy Tanu Ciaputra, FTI, 2017.

(46) Hasil uji coba ke-26 pada sistem :. Tabel Data Uji ke-27 Film. Jimmy Neutron: Boy Genius Swordfish Princess of Thieves From Hell Rating User. Logan. Transformers. Rings. Total. 0.7559. Beauty & The Beast 0.3779. 0.4364. 0.5669. 0. 2.1372. 0.2886 0.4472. 0 0.4472. 0.3333 0.2581. 0.5773 0.4472. 0 0. 1.1993 1.5998. 0 7. 0 8. 0 6. 0.2886 9. 0.5773 4. 0.8660. Wonder Woman. Hasil uji coba ke-27 pada sistem :. Rancang Bangun Sistem..., Andy Tanu Ciaputra, FTI, 2017.

(47) Tabel Data Uji ke-28 Film. Spy Game Spy Kids The Princess Diaries Tremors 3: Back to Perfection Rating User. Logan. Transformers. Rings. Total. 0.2886 0.5 0. Beauty & The Beast 0 0.25 0.5773. 0.3333 0.2886 0. 0.5773 0.5 0. 0 0 0. 1.1993 1.5386 0.5773. 0.4472. 0. 0.5163. 0.6708. 0.4472. 2.0816. 7. 8. 6. 9. 4. Wonder Woman. Hasil uji coba ke-19 pada sistem :. Tabel Data Uji ke-29 Film. Sweet November Spider-Man The Lord of the Rings: The Two Towers Harry Potter and the Chamber of Secrets Rating User. Logan. Transformers. Rings. Total. 0. Beauty & The Beast 0.3535. 0.4082. 0. 0. 0.7618. 0.7071 0.8660. 0.3535 0.2886. 0.4082 0.3333. 0.3535 0.5773. 0 0. 1.8224 2.0653. 0.5773. 0.5773. 0. 0.2886. 0. 1.4433. 7. 8. 6. 9. 4. Wonder Woman. Rancang Bangun Sistem..., Andy Tanu Ciaputra, FTI, 2017.

(48) Hasil uji coba ke-29 pada sistem :. Hasil uji coba ke-30 pada sistem : Film. Central Intelligence The Assignment The 5th Wave Captain Fantastic Rating User. Logan. Transformers. Rings. Total. 0.3535. Beauty & The Beast 0. 0.4082. 0.3535. 0. 1.1153. 0.2886. 0. 0.3333. 0.57735. 0. 1.1993. 0.7071 0.25. 0 0.25. 0.4082 0.2886. 0.7071 0.25. 0 0. 1.8224 1.0386. 7. 8. 6. 9. 4. Wonder Woman. Hasil uji coba ke-30 pada sistem :. Rancang Bangun Sistem..., Andy Tanu Ciaputra, FTI, 2017.

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