Stream Data Mining: Algorithms and Their Probabilistic Properties
Leszek Rutkowski, Maciej Jaworski, Piotr Duda
Informasi Umum
Kode
20.21.1607
Klasifikasi
518.1 - Algorithms
Jenis
Buku - Elektronik (E-Book)
Subjek
Data Mining
No. Rak
Tel-U Gedung Manterawu Lantai 5 : Rak 10b
Tel-U Purwokerto : Rak 5
Dilihat
73 kali
Informasi Lainnya
Abstraksi
This book presents a unique approach to stream data mining. Unlike the vast majority of previous approaches, which are largely based on heuristics, it highlights methods and algorithms that are mathematically justified. First, it describes how to adapt static decision trees to accommodate data streams; in this regard, new splitting criteria are developed to guarantee that they are asymptotically equivalent to the classical batch tree. Moreover, new decision trees are designed, leading to the original concept of hybrid trees. In turn, nonparametric techniques based on Parzen kernels and orthogonal series are employed to address concept drift in the problem of non-stationary regressions and classification in a time-varying environment. Lastly, an extremely challenging problem that involves designing ensembles and automatically choosing their sizes is described and solved. Given its scope, the book is intended for a professional audience of researchers and practitioners who deal with stream data, e.g. in telecommunication, banking, and sensor networks.
- CDG4K3 - DATA MINING
- IEI4G3 - DATA MINING DAN BUSINESS INTELLIGENCE
- ISI4G3 - PENAMBANGAN DATA
- CII4I3 - PENAMBANGAN DATA
- CII7D3 - PENAMBANGAN DATA LANJUT
- CII633 - ANALISIS ALGORITMA
- CII523 - PEMBEKALAN ANALISIS ALGORITMA
- CSH533 - ANALISA ALGORITMA
- CII633 - ANALISIS ALGORITMA
- CII523 - PEMBEKALAN ANALISIS ALGORITMA
- CII7D3 - PENAMBANGAN DATA LANJUT
- TUI1E3 - ALGORITMA DAN PEMROGRAMAN
- TUI1E3 - ALGORITMA DAN PEMROGRAMAN
- CPI4I3 - PENAMBANGAN DATA
- CSI-3A3 - PROYEK PENAMBANGAN DATA
- CSI3A3 - PROYEK PENAMBANGAN DATA
- TUI1E3 - ALGORITMA DAN PEMROGRAMAN
- DDK2KAB4 - Business Intelligence
- AZK1DAB3 - Algoritma dan Pemrograman
- GCK1AAB4 - Algoritma dan Pemrograman
- GIK1AAB4 - Algoritma dan Pemrograman
- GHK1FAB4 - Algoritma Dan Pemrograman
- AZK1DAB3 - Algoritma Dan Pemrograman
Koleksi & Sirkulasi
Tersedia 1 dari total 1 Koleksi
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Pengarang
| Nama | Leszek Rutkowski, Maciej Jaworski, Piotr Duda |
| Jenis | Perorangan |
| Penyunting | |
| Penerjemah |
Penerbit
| Nama | Springer |
| Kota | New York |
| Tahun | 2020 |
Sirkulasi
| Harga sewa | IDR 0,00 |
| Denda harian | IDR 1.000,00 |
| Jenis | Non-Sirkulasi |
