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Course Description
This course examines the design and implementation of various data mining techniques and gets to know various cases and techniques in real life. Understanding real world problems and solving them using various data mining algorithms such as classification, clustering and association rules. Apart from that, an introduction to the various tools available in the data mining process.
Program Objectives (PO)
- Mahasiswa mampu memahami konsep data, data warehouse dan proses transformasinya, konsep dan teknik data mining beserta karakteristiknya, serta mengenali berbagai tools yang digunakan dalam data mining.
- Mahasiswa mampu menerapkan berbagai algoritma data mining untuk menganalisis data serta menyelesaikan permasalahan sederhana maupun kasus nyata secara tepat.
Aktifitas Pembelajaran
-
Pertemuan 1 Konsep data mining dan tahapan umum penggunaannya. -
Pertemuan 2 Teknik prapengolahan data. -
Pertemuan 3 Teknik representasi data. -
Pertemuan 4 Dasar-dasar proses data mining. -
Pertemuan 5 Karakterisasi dan perbandingan-perbandingan dalam concept description. -
Pertemuan 6 Teknik klasifikasi dalam data mining. -
Pertemuan 7 Teknik klasifikasi dalam data mining. -
Pertemuan 8 Ujian Sub-Sumatif / Ujian Tengah Semester -
Pertemuan 9 Teknik/metode analisis asosiasi dalam data mining. -
Pertemuan 10 Teknik/metode analisis asosiasi dalam data mining. -
Pertemuan 11 Teknik clustering dalam data mining. -
Pertemuan 12 Teknik clustering dalam data mining. -
Pertemuan 13 Cara menangani anomali data dan mendeteksi adanya anomali data. -
Pertemuan 14 Proses data mining untuk data yang kompleks. -
Pertemuan 15 Membuat aplikasi pengembangan data mining sesuai tren yang ada. -
Pertemuan 16 Ujian Sumatif / Ujian Akhir Semester
References
- Tan, Pang-Ning; Steinbach, Michael; Kumar, Vipin. 2018. Introduction to Data Mining, 2nd Edition. Pearson Education, Inc.
- Han, Jiawei; Kamber, Micheline, and Jian Pei, Morgan Kaufmann. 2011. Data Mining Concepts and Techniques 3rd Edition . Morgan Kaufmann, Inc.
- Maimon,Oded; Rocach, Lior. 2010. Data Mining and Knowledge Discovery, Handbook Second Edition . Springer.
Lecturer
Difficult Things About Education.
$75$10
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