Lecture Notes in Data Mining

Lecture Notes in Data Mining pdf epub mobi txt 电子书 下载 2025

出版者:World Scientific Pub Co Inc
作者:Berry, Michael W. (EDT)/ Browne, Murray (EDT)
出品人:
页数:236
译者:
出版时间:2006-9
价格:$ 111.00
装帧:HRD
isbn号码:9789812568021
丛书系列:
图书标签:
  • 统计 
  •  
想要找书就要到 图书目录大全
立刻按 ctrl+D收藏本页
你会得到大惊喜!!

The continual explosion of information technology and the need for better data collection and management methods has made data mining an even more relevant topic of study. Books on data mining tend to be either broad and introductory or focus on some very specific technical aspect of the field. This book is a series of seventeen edited "student-authored lectures" which explore in depth the core of data mining (classification, clustering and association rules) by offering overviews that include both analysis and insight. The initial chapters lay a framework of data mining techniques by explaining some of the basics such as applications of Bayes Theorem, similarity measures, and decision trees. Before focusing on the pillars of classification, clustering, and association rules, this book also considers alternative candidates such as point estimation and genetic algorithms. The book's discussion of classification includes an introduction to decision tree algorithms, rule-based algorithms (a popular alternative to decision trees) and distance-based algorithms. Five of the lecture-chapters are devoted to the concept of clustering or unsupervised classification.

The functionality of hierarchical and partitional clustering algorithms is also covered as well as the efficient and scalable clustering algorithms used in large databases. The concept of association rules in terms of basic algorithms, parallel and distributive algorithms and advanced measures that help determine the value of association rules are discussed. The final chapter discusses algorithms for spatial data mining.

具体描述

读后感

评分

评分

评分

评分

评分

用户评价

评分

简单易懂,适合快速入门

评分

简单易懂,适合快速入门

评分

简单易懂,适合快速入门

评分

简单易懂,适合快速入门

评分

简单易懂,适合快速入门

本站所有内容均为互联网搜索引擎提供的公开搜索信息,本站不存储任何数据与内容,任何内容与数据均与本站无关,如有需要请联系相关搜索引擎包括但不限于百度google,bing,sogou

© 2025 book.wenda123.org All Rights Reserved. 图书目录大全 版权所有