Similarity-Based Clustering

Similarity-Based Clustering pdf epub mobi txt 电子书 下载 2025

出版者:
作者:Hammer, Barbara 编
出品人:
页数:201
译者:
出版时间:
价格:$ 73.39
装帧:
isbn号码:9783642018046
丛书系列:
图书标签:
  • 数据挖掘
  • 聚类分析
  • 相似性度量
  • 机器学习
  • 算法
  • 数据分析
  • 模式识别
  • 信息检索
  • 人工智能
  • 统计学习
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具体描述

This book is the outcome of the Dagstuhl Seminar on "Similarity-Based Clustering" held at Dagstuhl Castle, Germany, in Spring 2007. In three chapters, the three fundamental aspects of a theoretical background, the representation of data and their connection to algorithms, and particular challenging applications are considered. Topics discussed concern a theoretical investigation and foundation of prototype based learning algorithms, the development and extension of models to directions such as general data structures and the application for the domain of medicine and biology. Similarity based methods find widespread applications in diverse application domains, including biomedical problems, but also in remote sensing, geoscience or other technical domains. The presentations give a good overview about important research results in similarity-based learning, whereby the character of overview articles with references to correlated research articles makes the contributions particularly suited for a first reading concerning these topics.

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