- Tämä aihe sisältää 0 vastaukset, 1 ääni, ja päivitettiin viimeksi 1 vuosi sitten Lyn Dubiner toimesta.
22.11.2020, 5.13 #19703Lyn DubinerVieras
Principles of Data Mining
(Adaptive Computation and Machine Learning)
by David J. Hand, Padhraic Smyth
- Publisher: Bradford Book
- ISBN: 9780262082907 (026208290X)
- Genres: textbooks
- Series: Adaptive Computation and Machine Learning
- Format: hardcover, 578 pages
- Author: David J. Hand, Padhraic Smyth
- Release date: August 17, 2001
- Language: english
About The Book
The first truly interdisciplinary text on data mining, blending the contributions of information science, computer science, and statistics.
The growing interest in data mining is motivated by a common problem across disciplines: how does one store, access, model, and ultimately describe and understand very large data sets? Historically, different aspects of data mining have been addressed independently by different disciplines. This is the first truly interdisciplinary text on data mining, blending the contributions of information science, computer science, and statistics.
The book consists of three sections. The first, foundations, provides a tutorial overview of the principles underlying data mining algorithms and their application. The presentation emphasizes intuition rather than rigor. The second section, data mining algorithms, shows how algorithms are constructed to solve specific problems in a principled manner. The algorithms covered include trees and rules for classification and regression, association rules, belief networks, classical statistical models, nonlinear models such as neural networks, and local memory-based models. The third section shows how all of the preceding analysis fits together when applied to real-world data mining problems. Topics include the role of metadata, how to handle missing data, and data preprocessing.
Hardback Principles of Data Mining David J. Hand read reader on Bookshop. Paperback ebook Principles of Data Mining buy cheap. FB2 book Principles of Data Mining by David J. Hand download on Kindle.
Online book Principles of Data Mining on Booktopia. Hardcover Principles of Data Mining by David J. Hand buy. PDF ebook Principles of Data Mining download for PC on Barnes & Noble.