数据挖掘中的聚类分析

Cluster Analysis in Data Mining

隶属于 数据挖掘 专项课程 » Learn how to take scattered data and or…

伊利诺伊大学香槟分校

分享

数据挖掘中的聚类分析
  • 分类: 计算机
  • 平台: Coursera
  • 语言: 英语

隶属于 数据挖掘 专项课程 »
Learn how to take scattered data and organize it into groups for use in many applications, such as market analysis and biomedical data analysis, or as a pre-processing step for many data mining tasks.

课程概述

Discover the basic concepts of cluster analysis, and then study a set of typical clustering methodologies, algorithms, and applications. This includes partitioning methods such as k-means, hierarchical methods such as BIRCH, density-based methods such as DBSCAN/OPTICS, probabilistic models, and the EM algorithm. Learn clustering and methods for clustering high dimensional data, streaming data, graph data, and networked data. Explore concepts and methods for constraint-based clustering and semi-supervised clustering. Finally, see examples of cluster analysis in applications.

授课大纲

This course will be covering the following topics:

Basic concept and introduction
Partitioning methods
Hierarchical methods
Density-based methods
Probabilistic models and EM algorithm
Spectral clustering
Clustering high dimensional data
Clustering streaming data
Clustering graph data and network data
Constraint-based clustering and semi-supervised clustering
Application examples of cluster analysis

先修知识

For this course you need basic computing proficiency including some programming experience in a typical programming language, such as C++, Java, or Python, and basic knowledge of database concepts, artificial intelligence, and statistics.

授课形式

The course will have video lectures, accompanied by quizzes and peer graded assignments.

常见问题解答

How does this course fit into the Data Mining Specialization?
This is the third course in the track.

声明:MOOC中国收录之课程均源自下列机构,版权均归他们所有。本站仅作报道并尊重其著作权益,感谢他们对MOOC事业做出的贡献!(排名不分先后)
  • Coursera
  • edX
  • OpenLearning
  • FutureLearn
  • iversity
  • Udacity
  • NovoEd
  • Canvas
  • Open2Study
  • Google
  • ewant
  • FUN
  • IOC-Athlete-MOOC
  • World-Science-U
  • Codecademy
  • CourseSites
  • opencourseworld
  • ShareCourse
  • gacco
  • MiriadaX
  • JANUX
  • openhpi
  • Stanford-Open-Edx
  • 网易云课堂
  • 中国大学MOOC
  • 学堂在线
  • 顶你学堂
  • 华文慕课
  • 好大学在线CnMooc

Copyright © 2008-2015 MOOC.CN 慕课改变你,你改变世界