S KOM 1005178 Table of Content
DAFTAR ISI
PERNYATAAN .................................................... Error! Bookmark not defined.
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 .......................................................... Error! Bookmark not defined.
DAFTAR TABEL ....................................................................................................x
DAFTAR GAMBAR ............................................................................................. xi
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
Batasan Masalah ........................................... Error! Bookmark not defined.
1.4
Tujuan Penelitian .......................................... Error! Bookmark not defined.
1.5
Manfaat Penelitian ........................................ Error! Bookmark not defined.
1.6
Sistematika Penulisan ................................... Error! Bookmark not defined.
BAB II TINJAUAN PUSTAKA ........................... Error! Bookmark not defined.
2.1
Topic detection and tracking (TDT) ............. Error! Bookmark not defined.
2.1.1 Topic detection.................................. Error! Bookmark not defined.
2.1.2 Topic tracking ................................... Error! Bookmark not defined.
2.2
Twitter .......................................................... Error! Bookmark not defined.
2.2.1 Twitter API ....................................... Error! Bookmark not defined.
2.3
Penelitian Terkait.......................................... Error! Bookmark not defined.
2.3.1 Topic detection pada Twitter ............ Error! Bookmark not defined.
2.3.2 Topic Detection and Tracking pada Email ..... Error! Bookmark not
defined.
2.4
Time Window ................................................ Error! Bookmark not defined.
2.5
Text Mining .................................................. Error! Bookmark not defined.
2.5.1 Pembobotan TF-IDF ......................... Error! Bookmark not defined.
Anshar Abdullah, 2015
IMPLEMENTASI ALGORITMA K-MEANS DAN k-NEAREST NEIGHBOR
UNTUK TOPIC DETECTION AND TRACKING PADA MICROBLOG TWITTER
Universitas Pendidikan Indonesia | repository.upi.edu | perpustakaan.upi.edu
vii
2.5.2 Perhitungan Nilai Kemiripan dengan Cosine Similarity .......... Error!
Bookmark not defined.
2.6
Clustering ..................................................... Error! Bookmark not defined.
2.6.1 K-Means ........................................... Error! Bookmark not defined.
2.6.2 Evaluasi Cluster ................................ Error! Bookmark not defined.
2.6.3 Ekstraksi Kata Kunci ........................ Error! Bookmark not defined.
2.7
Klasifikasi Teks ............................................ Error! Bookmark not defined.
2.8
Visualisasi Informasi .................................... Error! Bookmark not defined.
BAB III METODOLOGI PENELITIAN .............. Error! Bookmark not defined.
3.1
Desain Penelitian .......................................... Error! Bookmark not defined.
3.2
Metode Penelitian ......................................... Error! Bookmark not defined.
3.2.1 Metode Pengumpulan Data............... Error! Bookmark not defined.
3.2.2 Metode Pengembangan Perangkat Lunak ...... Error! Bookmark not
defined.
3.3
Alat dan Bahan Penelitian ............................ Error! Bookmark not defined.
3.3.1 Alat Penelitian .................................. Error! Bookmark not defined.
3.3.2 Bahan Penelitian ............................... Error! Bookmark not defined.
BAB IV HASIL PENELITIAN DAN PEMBAHASAN ..... Error! Bookmark not
defined.
4.1
Gambaran Seluruh Tahap Implementasi Penelitian ....Error! Bookmark not
defined.
4.1.1 Pengumpulan Data ............................ Error! Bookmark not defined.
4.1.2 Preprocessing ................................... Error! Bookmark not defined.
4.1.3 Pembobotan TF-IDF ......................... Error! Bookmark not defined.
4.1.4 Perhitungan Cosine Similarity .......... Error! Bookmark not defined.
4.1.5 Topic detection.................................. Error! Bookmark not defined.
4.1.6 Topic tracking ................................... Error! Bookmark not defined.
4.1.7 Keyword Extraction .......................... Error! Bookmark not defined.
4.1.8 Visualisasi ......................................... Error! Bookmark not defined.
4.2
Pengembangan Perangkat Lunak ................. Error! Bookmark not defined.
Anshar Abdullah, 2015
IMPLEMENTASI ALGORITMA K-MEANS DAN k-NEAREST NEIGHBOR
UNTUK TOPIC DETECTION AND TRACKING PADA MICROBLOG TWITTER
Universitas Pendidikan Indonesia | repository.upi.edu | perpustakaan.upi.edu
viii
4.2.1 Deskripsi Sistem ............................... Error! Bookmark not defined.
4.2.2 Batasan Perangkat Lunak ................. Error! Bookmark not defined.
4.2.3 Analisis Input .................................... Error! Bookmark not defined.
4.2.4 Analisis Output ................................. Error! Bookmark not defined.
4.2.5 Perancangan ...................................... Error! Bookmark not defined.
4.2.6 Implementasi..................................... Error! Bookmark not defined.
4.2.7 Pengujian .......................................... Error! Bookmark not defined.
4.3
Eksperimen ................................................... Error! Bookmark not defined.
4.4
Hasil Eksperimen.......................................... Error! Bookmark not defined.
4.4.1 Hasil Topic Detection ....................... Error! Bookmark not defined.
4.4.2 Hasil Topic Tracking ........................ Error! Bookmark not defined.
4.4.3 Hasil Kuesioner ................................ Error! Bookmark not defined.
4.5
Pembahasan Hasil Eksperimen..................... Error! Bookmark not defined.
4.5.1 Pembahasan Hasil Topic detection ... Error! Bookmark not defined.
4.5.2 Pembahasan Topic tracking .............. Error! Bookmark not defined.
4.5.3 Pembahasan Kuesioner ..................... 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.
Lampiran 1. Daftar Stopwords ............................... Error! Bookmark not defined.
Lampiran 2. Daftar Sinonim .................................. Error! Bookmark not defined.
Lampiran 3. Contoh File Json Twitter ................... Error! Bookmark not defined.
Lampiran 4. Contoh Tweet Beserta Topiknya Pada Pukul 05:00:00-07:59:59 (200
Tweet)
............................................................. Error! Bookmark not defined.
Lampiran 5. Contoh Tweet Beserta Topiknya Pada Pukul 08:00:00-10:59:59 (200
Tweet)
............................................................. Error! Bookmark not defined.
Lampiran 6. Contoh Tweet Beserta Topiknya Pada Pukul 11:00:00-13:59:59 (200
Tweet)
............................................................. Error! Bookmark not defined.
Anshar Abdullah, 2015
IMPLEMENTASI ALGORITMA K-MEANS DAN k-NEAREST NEIGHBOR
UNTUK TOPIC DETECTION AND TRACKING PADA MICROBLOG TWITTER
Universitas Pendidikan Indonesia | repository.upi.edu | perpustakaan.upi.edu
ix
Lampiran 7. Contoh Tweet Beserta Topiknya Pada Pukul 14:00:00-16:59:59 (200
Tweet)
............................................................. Error! Bookmark not defined.
Lampiran 8. Contoh Tweet Beserta Topiknya Pada Pukul 17:00:00-19:59:59 (200
Tweet)
............................................................. Error! Bookmark not defined.
Lampiran 9. Kuesioner........................................... Error! Bookmark not defined.
RIWAYAT HIDUP ............................................... Error! Bookmark not defined.
Anshar Abdullah, 2015
IMPLEMENTASI ALGORITMA K-MEANS DAN k-NEAREST NEIGHBOR
UNTUK TOPIC DETECTION AND TRACKING PADA MICROBLOG TWITTER
Universitas Pendidikan Indonesia | repository.upi.edu | perpustakaan.upi.edu
x
DAFTAR TABEL
Tabel 4. 1 Identitas Responden .............................. Error! Bookmark not defined.
Tabel 4. 2 Hasil jawaban Kuesioner ...................... Error! Bookmark not defined.
Tabel 4. 3 Contoh Tweet yang Tidak Diseleksi ..... Error! Bookmark not defined.
Tabel 4. 4 Contoh Tweet Preprocessing ................ Error! Bookmark not defined.
Tabel 4. 5 Contoh Hasil Pembobotan TF-IDF ....... Error! Bookmark not defined.
Tabel 4. 6 Contoh Hasil K-Means ......................... Error! Bookmark not defined.
Tabel 4. 7 Contoh Hasil Topic tracking ................. Error! Bookmark not defined.
Tabel 4. 8 Contoh Hasil Keyword Extraction ........ Error! Bookmark not defined.
Tabel 4. 9 Model .................................................... Error! Bookmark not defined.
Tabel 4. 10 Controller............................................ Error! Bookmark not defined.
Tabel 4. 11 View .................................................... Error! Bookmark not defined.
Tabel 4. 12 Pelaksanaan pengujian black box........ Error! Bookmark not defined.
Tabel 4. 13 Hasil Clustering .................................. Error! Bookmark not defined.
Tabel 4. 14 Contoh Tweet Hasil Topic detection ... Error! Bookmark not defined.
Tabel 4. 15 Hasil Klasifikasi .................................. Error! Bookmark not defined.
Tabel 4. 16 Contoh Tweet Topik "masjid, jumatan" ............ Error! Bookmark not
defined.
Tabel 4. 17 Distribusi Frekuensi Pertanyaan Pertama ......... Error! Bookmark not
defined.
Tabel 4. 18 Distribusi Frekuensi Pertanyaan Kedua ............ Error! Bookmark not
defined.
Tabel 4. 19 Distribusi Frekuensi Pertanyaan Ketiga............ Error! Bookmark not
defined.
Tabel 4. 20 Distribusi Frekuensi Pertanyaan Keempat ........ Error! Bookmark not
defined.
Tabel 4. 21 Distribusi Frekuensi Pertanyaan Kelima .......... Error! Bookmark not
defined.
Tabel 4. 22 Distribusi Frekuensi Pertanyaan Keenam ......... Error! Bookmark not
defined.
Anshar Abdullah, 2015
IMPLEMENTASI ALGORITMA K-MEANS DAN k-NEAREST NEIGHBOR
UNTUK TOPIC DETECTION AND TRACKING PADA MICROBLOG TWITTER
Universitas Pendidikan Indonesia | repository.upi.edu | perpustakaan.upi.edu
xi
DAFTAR GAMBAR
Gambar 2. 1 Topic detection (Ray Larson. 2006) .. Error! Bookmark not defined.
Gambar 2. 2 Topic tracking (Ray Larson. 2006) ... Error! Bookmark not defined.
Gambar 2. 3 Tampilan Timeline Twitter (http://www.twitter.com) .............. Error!
Bookmark not defined.
Gambar 2. 4 Tampilan Trending Topic Worldwide(http://www.twitter.com)Error!
Bookmark not defined.
Gambar 2. 5 Time Window (Sam Small, 2008)...... Error! Bookmark not defined.
Gambar 2. 6 Contoh Visualisasi Sentiment Viz
(http://www.csc.ncsu.edu/faculty/healey/tweet_viz/tweet_app/) Error! Bookmark
not defined.
Gambar 2. 7 Contoh Visualisasi Interractive Twitter
(https://euro2012.twitter.com/) .............................. Error! Bookmark not defined.
Gambar 2. 8 Visualisasi Bubble Tweet (http://bubbles.amizrahi.com/) ......... Error!
Bookmark not defined.
Gambar 3. 1 Desain Penelitian............................... Error! Bookmark not defined.
Gambar 3. 2 Model Waterfall (Sommerville, 2011) ............ Error! Bookmark not
defined.
Gambar 4. 1 Gambaran Seluruh Tahap Implementasi Penelitian .................. Error!
Bookmark not defined.
Gambar 4. 2 Use Case Aplikasi ............................. Error! Bookmark not defined.
Gambar 4. 3 Use Case Aplikasi ............................. Error! Bookmark not defined.
Gambar 4. 4 Rancangan Basis Data ....................... Error! Bookmark not defined.
Gambar 4. 5 Tampilan About ................................. Error! Bookmark not defined.
Gambar 4. 6 Tampilan Preprocessing ................... Error! Bookmark not defined.
Gambar 4. 7 Tampilan Clustering ......................... Error! Bookmark not defined.
Gambar 4. 8 Tampilan Classification .................... Error! Bookmark not defined.
Gambar 4. 9 Tampilan Help................................... Error! Bookmark not defined.
Gambar 4. 10 Simulasi ........................................... Error! Bookmark not defined.
Gambar 4. 11 Tampilan Info Visualisasi ............... Error! Bookmark not defined.
Gambar 4. 12 Grafik Topik "persib, selangor" ...... Error! Bookmark not defined.
Gambar 4. 13 Grafik Topik "masjid, jumatan" ...... Error! Bookmark not defined.
Anshar Abdullah, 2015
IMPLEMENTASI ALGORITMA K-MEANS DAN k-NEAREST NEIGHBOR
UNTUK TOPIC DETECTION AND TRACKING PADA MICROBLOG TWITTER
Universitas Pendidikan Indonesia | repository.upi.edu | perpustakaan.upi.edu
xii
PERNYATAAN .................................................... Error! Bookmark not defined.
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 .......................................................... Error! Bookmark not defined.
DAFTAR TABEL ....................................................................................................x
DAFTAR GAMBAR ............................................................................................. xi
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
Batasan Masalah ........................................... Error! Bookmark not defined.
1.4
Tujuan Penelitian .......................................... Error! Bookmark not defined.
1.5
Manfaat Penelitian ........................................ Error! Bookmark not defined.
1.6
Sistematika Penulisan ................................... Error! Bookmark not defined.
BAB II TINJAUAN PUSTAKA ........................... Error! Bookmark not defined.
2.1
Topic detection and tracking (TDT) ............. Error! Bookmark not defined.
2.1.1 Topic detection.................................. Error! Bookmark not defined.
2.1.2 Topic tracking ................................... Error! Bookmark not defined.
2.2
Twitter .......................................................... Error! Bookmark not defined.
2.2.1 Twitter API ....................................... Error! Bookmark not defined.
2.3
Penelitian Terkait.......................................... Error! Bookmark not defined.
2.3.1 Topic detection pada Twitter ............ Error! Bookmark not defined.
2.3.2 Topic Detection and Tracking pada Email ..... Error! Bookmark not
defined.
2.4
Time Window ................................................ Error! Bookmark not defined.
2.5
Text Mining .................................................. Error! Bookmark not defined.
2.5.1 Pembobotan TF-IDF ......................... Error! Bookmark not defined.
Anshar Abdullah, 2015
IMPLEMENTASI ALGORITMA K-MEANS DAN k-NEAREST NEIGHBOR
UNTUK TOPIC DETECTION AND TRACKING PADA MICROBLOG TWITTER
Universitas Pendidikan Indonesia | repository.upi.edu | perpustakaan.upi.edu
vii
2.5.2 Perhitungan Nilai Kemiripan dengan Cosine Similarity .......... Error!
Bookmark not defined.
2.6
Clustering ..................................................... Error! Bookmark not defined.
2.6.1 K-Means ........................................... Error! Bookmark not defined.
2.6.2 Evaluasi Cluster ................................ Error! Bookmark not defined.
2.6.3 Ekstraksi Kata Kunci ........................ Error! Bookmark not defined.
2.7
Klasifikasi Teks ............................................ Error! Bookmark not defined.
2.8
Visualisasi Informasi .................................... Error! Bookmark not defined.
BAB III METODOLOGI PENELITIAN .............. Error! Bookmark not defined.
3.1
Desain Penelitian .......................................... Error! Bookmark not defined.
3.2
Metode Penelitian ......................................... Error! Bookmark not defined.
3.2.1 Metode Pengumpulan Data............... Error! Bookmark not defined.
3.2.2 Metode Pengembangan Perangkat Lunak ...... Error! Bookmark not
defined.
3.3
Alat dan Bahan Penelitian ............................ Error! Bookmark not defined.
3.3.1 Alat Penelitian .................................. Error! Bookmark not defined.
3.3.2 Bahan Penelitian ............................... Error! Bookmark not defined.
BAB IV HASIL PENELITIAN DAN PEMBAHASAN ..... Error! Bookmark not
defined.
4.1
Gambaran Seluruh Tahap Implementasi Penelitian ....Error! Bookmark not
defined.
4.1.1 Pengumpulan Data ............................ Error! Bookmark not defined.
4.1.2 Preprocessing ................................... Error! Bookmark not defined.
4.1.3 Pembobotan TF-IDF ......................... Error! Bookmark not defined.
4.1.4 Perhitungan Cosine Similarity .......... Error! Bookmark not defined.
4.1.5 Topic detection.................................. Error! Bookmark not defined.
4.1.6 Topic tracking ................................... Error! Bookmark not defined.
4.1.7 Keyword Extraction .......................... Error! Bookmark not defined.
4.1.8 Visualisasi ......................................... Error! Bookmark not defined.
4.2
Pengembangan Perangkat Lunak ................. Error! Bookmark not defined.
Anshar Abdullah, 2015
IMPLEMENTASI ALGORITMA K-MEANS DAN k-NEAREST NEIGHBOR
UNTUK TOPIC DETECTION AND TRACKING PADA MICROBLOG TWITTER
Universitas Pendidikan Indonesia | repository.upi.edu | perpustakaan.upi.edu
viii
4.2.1 Deskripsi Sistem ............................... Error! Bookmark not defined.
4.2.2 Batasan Perangkat Lunak ................. Error! Bookmark not defined.
4.2.3 Analisis Input .................................... Error! Bookmark not defined.
4.2.4 Analisis Output ................................. Error! Bookmark not defined.
4.2.5 Perancangan ...................................... Error! Bookmark not defined.
4.2.6 Implementasi..................................... Error! Bookmark not defined.
4.2.7 Pengujian .......................................... Error! Bookmark not defined.
4.3
Eksperimen ................................................... Error! Bookmark not defined.
4.4
Hasil Eksperimen.......................................... Error! Bookmark not defined.
4.4.1 Hasil Topic Detection ....................... Error! Bookmark not defined.
4.4.2 Hasil Topic Tracking ........................ Error! Bookmark not defined.
4.4.3 Hasil Kuesioner ................................ Error! Bookmark not defined.
4.5
Pembahasan Hasil Eksperimen..................... Error! Bookmark not defined.
4.5.1 Pembahasan Hasil Topic detection ... Error! Bookmark not defined.
4.5.2 Pembahasan Topic tracking .............. Error! Bookmark not defined.
4.5.3 Pembahasan Kuesioner ..................... 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.
Lampiran 1. Daftar Stopwords ............................... Error! Bookmark not defined.
Lampiran 2. Daftar Sinonim .................................. Error! Bookmark not defined.
Lampiran 3. Contoh File Json Twitter ................... Error! Bookmark not defined.
Lampiran 4. Contoh Tweet Beserta Topiknya Pada Pukul 05:00:00-07:59:59 (200
Tweet)
............................................................. Error! Bookmark not defined.
Lampiran 5. Contoh Tweet Beserta Topiknya Pada Pukul 08:00:00-10:59:59 (200
Tweet)
............................................................. Error! Bookmark not defined.
Lampiran 6. Contoh Tweet Beserta Topiknya Pada Pukul 11:00:00-13:59:59 (200
Tweet)
............................................................. Error! Bookmark not defined.
Anshar Abdullah, 2015
IMPLEMENTASI ALGORITMA K-MEANS DAN k-NEAREST NEIGHBOR
UNTUK TOPIC DETECTION AND TRACKING PADA MICROBLOG TWITTER
Universitas Pendidikan Indonesia | repository.upi.edu | perpustakaan.upi.edu
ix
Lampiran 7. Contoh Tweet Beserta Topiknya Pada Pukul 14:00:00-16:59:59 (200
Tweet)
............................................................. Error! Bookmark not defined.
Lampiran 8. Contoh Tweet Beserta Topiknya Pada Pukul 17:00:00-19:59:59 (200
Tweet)
............................................................. Error! Bookmark not defined.
Lampiran 9. Kuesioner........................................... Error! Bookmark not defined.
RIWAYAT HIDUP ............................................... Error! Bookmark not defined.
Anshar Abdullah, 2015
IMPLEMENTASI ALGORITMA K-MEANS DAN k-NEAREST NEIGHBOR
UNTUK TOPIC DETECTION AND TRACKING PADA MICROBLOG TWITTER
Universitas Pendidikan Indonesia | repository.upi.edu | perpustakaan.upi.edu
x
DAFTAR TABEL
Tabel 4. 1 Identitas Responden .............................. Error! Bookmark not defined.
Tabel 4. 2 Hasil jawaban Kuesioner ...................... Error! Bookmark not defined.
Tabel 4. 3 Contoh Tweet yang Tidak Diseleksi ..... Error! Bookmark not defined.
Tabel 4. 4 Contoh Tweet Preprocessing ................ Error! Bookmark not defined.
Tabel 4. 5 Contoh Hasil Pembobotan TF-IDF ....... Error! Bookmark not defined.
Tabel 4. 6 Contoh Hasil K-Means ......................... Error! Bookmark not defined.
Tabel 4. 7 Contoh Hasil Topic tracking ................. Error! Bookmark not defined.
Tabel 4. 8 Contoh Hasil Keyword Extraction ........ Error! Bookmark not defined.
Tabel 4. 9 Model .................................................... Error! Bookmark not defined.
Tabel 4. 10 Controller............................................ Error! Bookmark not defined.
Tabel 4. 11 View .................................................... Error! Bookmark not defined.
Tabel 4. 12 Pelaksanaan pengujian black box........ Error! Bookmark not defined.
Tabel 4. 13 Hasil Clustering .................................. Error! Bookmark not defined.
Tabel 4. 14 Contoh Tweet Hasil Topic detection ... Error! Bookmark not defined.
Tabel 4. 15 Hasil Klasifikasi .................................. Error! Bookmark not defined.
Tabel 4. 16 Contoh Tweet Topik "masjid, jumatan" ............ Error! Bookmark not
defined.
Tabel 4. 17 Distribusi Frekuensi Pertanyaan Pertama ......... Error! Bookmark not
defined.
Tabel 4. 18 Distribusi Frekuensi Pertanyaan Kedua ............ Error! Bookmark not
defined.
Tabel 4. 19 Distribusi Frekuensi Pertanyaan Ketiga............ Error! Bookmark not
defined.
Tabel 4. 20 Distribusi Frekuensi Pertanyaan Keempat ........ Error! Bookmark not
defined.
Tabel 4. 21 Distribusi Frekuensi Pertanyaan Kelima .......... Error! Bookmark not
defined.
Tabel 4. 22 Distribusi Frekuensi Pertanyaan Keenam ......... Error! Bookmark not
defined.
Anshar Abdullah, 2015
IMPLEMENTASI ALGORITMA K-MEANS DAN k-NEAREST NEIGHBOR
UNTUK TOPIC DETECTION AND TRACKING PADA MICROBLOG TWITTER
Universitas Pendidikan Indonesia | repository.upi.edu | perpustakaan.upi.edu
xi
DAFTAR GAMBAR
Gambar 2. 1 Topic detection (Ray Larson. 2006) .. Error! Bookmark not defined.
Gambar 2. 2 Topic tracking (Ray Larson. 2006) ... Error! Bookmark not defined.
Gambar 2. 3 Tampilan Timeline Twitter (http://www.twitter.com) .............. Error!
Bookmark not defined.
Gambar 2. 4 Tampilan Trending Topic Worldwide(http://www.twitter.com)Error!
Bookmark not defined.
Gambar 2. 5 Time Window (Sam Small, 2008)...... Error! Bookmark not defined.
Gambar 2. 6 Contoh Visualisasi Sentiment Viz
(http://www.csc.ncsu.edu/faculty/healey/tweet_viz/tweet_app/) Error! Bookmark
not defined.
Gambar 2. 7 Contoh Visualisasi Interractive Twitter
(https://euro2012.twitter.com/) .............................. Error! Bookmark not defined.
Gambar 2. 8 Visualisasi Bubble Tweet (http://bubbles.amizrahi.com/) ......... Error!
Bookmark not defined.
Gambar 3. 1 Desain Penelitian............................... Error! Bookmark not defined.
Gambar 3. 2 Model Waterfall (Sommerville, 2011) ............ Error! Bookmark not
defined.
Gambar 4. 1 Gambaran Seluruh Tahap Implementasi Penelitian .................. Error!
Bookmark not defined.
Gambar 4. 2 Use Case Aplikasi ............................. Error! Bookmark not defined.
Gambar 4. 3 Use Case Aplikasi ............................. Error! Bookmark not defined.
Gambar 4. 4 Rancangan Basis Data ....................... Error! Bookmark not defined.
Gambar 4. 5 Tampilan About ................................. Error! Bookmark not defined.
Gambar 4. 6 Tampilan Preprocessing ................... Error! Bookmark not defined.
Gambar 4. 7 Tampilan Clustering ......................... Error! Bookmark not defined.
Gambar 4. 8 Tampilan Classification .................... Error! Bookmark not defined.
Gambar 4. 9 Tampilan Help................................... Error! Bookmark not defined.
Gambar 4. 10 Simulasi ........................................... Error! Bookmark not defined.
Gambar 4. 11 Tampilan Info Visualisasi ............... Error! Bookmark not defined.
Gambar 4. 12 Grafik Topik "persib, selangor" ...... Error! Bookmark not defined.
Gambar 4. 13 Grafik Topik "masjid, jumatan" ...... Error! Bookmark not defined.
Anshar Abdullah, 2015
IMPLEMENTASI ALGORITMA K-MEANS DAN k-NEAREST NEIGHBOR
UNTUK TOPIC DETECTION AND TRACKING PADA MICROBLOG TWITTER
Universitas Pendidikan Indonesia | repository.upi.edu | perpustakaan.upi.edu
xii