数据挖掘的数据集资源

转:http://bbs.w3china.org/blog/more.asp?name=idmer&id=24017

大家做数据挖掘研究时,常常为找不到合适的数据而发愁。在KDNuggets上有Datasets栏目,提供一些数据集,网址为:http://www.kdnuggets.com/datasets/

还有另外一个很好的资源网址为:http://kdd.ics.uci.edu/,里面包含的数据资源如下(按应用领域划分):

Direct Marketing
  KDD CUP 1998 Data

GIS
  Forest CoverType

Indexing
  Corel Image Features
  Pseudo Periodic Synthetic Time Series

Intrusion Detection
  KDD CUP 1999 Data

Process Control
  Synthetic Control Chart Time Series

Recommendation Systems
  Entree Chicago Recommendation Data

Robots
  Pioneer-1 Mobile Robot Data
  Robot Execution Failures

Sign Language Recognition
  Australian Sign Language Data
  High-quality Australian Sign Language Data

Text Categorization
  20 Newsgroups Data
  Reuters-21578 Text Categorization Collection
  NSF Research Awards Abstracts 199 0-2003

World Wide Web
  Microsoft Anonymous Web Data
  MSNBC Anonymous Web Data
  Syskill Webert Web Data

 转:http://blogger.org.cn/blog/more.asp?name=DMman&id=24043

------------------------------------------------------------------分割线------------------------------------------------------------------

DMman按:以下链接转自互联网,链接的有效性与可用价值DMman没有逐个进行测试。 

1、气候监测数据集 http://cdiac.ornl.gov/ftp/ndp026b

2、几个实用的测试数据集下载的网站

http://www.cs.toronto.edu/~roweis/data.html
http://www.cs.toronto.edu/~roweis/data.html
http://kdd.ics.uci.edu/summary.task.type.html
http://www-2.cs.cmu.edu/afs/cs.cmu.edu/project/theo-20/www/data/
http://www-2.cs.cmu.edu/afs/cs.cmu.edu/project/theo-11/www/wwkb/
http://www.phys.uni.torun.pl/~duch/software.html
在下面的网址可以找到reuters数据集http://www.research.att.com/~lewis/reuters21578.html

以下网址上有各种数据集:
http://kdd.ics.uci.edu/summary.data.type.html

进行文本分类,还有一个数据集是可以用的,即rainbow的数据集
http://www-2.cs.cmu.edu/afs/cs/project/theo-11/www/naive-bayes.html

3、找了很多测试数据集,写论文的同志们肯定需要的,至少能用来检验算法的效果
可能有一些不能访问,但是总有能访问的吧:

UCI收集的机器学习数据集
ftp://pami.sjtu.edu.cn/
http://www.ics.uci.edu/~mlearn//MLRepository.htm

statlib
http://liama.ia.ac.cn/SCILAB/scilabindexgb.htm
http://lib.stat.cmu.edu/

样本数据库
http://kdd.ics.uci.edu/
http://www.ics.uci.edu/~mlearn/MLRepository.html

关于基金的数据挖掘的网站
http://www.gotofund.com/index.asp

http://lans.ece.utexas.edu/~strehl/

reuters数据集
http://www.research.att.com/~lewis/reuters21578.html

各种数据集:
http://kdd.ics.uci.edu/summary.data.type.html
http://www.mlnet.org/cgi-bin/mlnetois.pl/?File=datasets.html
http://lib.stat.cmu.edu/datasets/
http://dctc.sjtu.edu.cn/adaptive/datasets/
http://fimi.cs.helsinki.fi/data/
http://www.almaden.ibm.com/software/quest/Resources/index.shtml
http://miles.cnuce.cnr.it/~palmeri/datam/DCI/

进行文本分类&WEB
http://www-2.cs.cmu.edu/afs/cs/project/theo-11/www/naive-bayes.html

http://www.w3.org/TR/WD-logfile-960221.html
http://www.w3.org/Daemon/User/Config/Logging.html#AccessLog
http://www.w3.org/1998/11/05/WC-workshop/Papers/bala2.html
http://www-2.cs.cmu.edu/afs/cs.cmu.edu/project/theo-11/www/wwkb/
http://www.web-caching.com/traces-logs.html
http://www-2.cs.cmu.edu/webkb
http://www.cs.auc.dk/research/DP/tdb/TimeCenter/TimeCenterPublications/TR-75.pdf
http://www.cs.cornell.edu/projects/kddcup/index.html


时间序列数据的网址
http://www.stat.wisc.edu/~reinsel/bjr-data/

apriori算法的测试数据
http://www.almaden.ibm.com/cs/quest/syndata.html

数据生成器的链接
http://www.cse.cuhk.edu.hk/~kdd/data_collection.html
http://www.almaden.ibm.com/cs/quest/syndata.html


关联:
http://flow.dl.sourceforge.net/sourceforge/weka/regression-datasets.jar
http://www.almaden.ibm.com/software/quest/Resources/datasets/syndata.html#assocSynData

WEKA:
http://flow.dl.sourceforge.net/sourceforge/weka/regression-datasets.jar
1。A jarfile containing 37 classification problems, originally obtained from the UCI repository
http://prdownloads.sourceforge.net/weka/datasets-UCI.jar
2。A jarfile containing 37 regression problems, obtained from various sources
http://prdownloads.sourceforge.net/weka/datasets-numeric.jar
3。A jarfile containing 30 regression datasets collected by Luis Torgo
http://prdownloads.sourceforge.net/weka/regression-datasets.jar

癌症基因:
http://www.broad.mit.edu/cgi-bin/cancer/datasets.cgi

金融数据:
http://lisp.vse.cz/pkdd99/Challenge/chall.htm

 

另一个人提供的
http://www.cs.toronto.edu/~roweis/data.html
http://kdd.ics.uci.edu/summary.task.type.html
http://www-2.cs.cmu.edu/afs/cs.cmu.edu/project/theo-20/www/data/
http://www-2.cs.cmu.edu/afs/cs.cmu.edu/project/theo-11/www/wwkb/
http://www.phys.uni.torun.pl/~duch/software.html
在下面的网址可以找到reuters数据集
http://www.research.att.com/~lewis/reuters21578.html

以下网址上有各种数据集:
http://kdd.ics.uci.edu/summary.data.type.html

进行文本分类,还有一个数据集是可以用的,即rainbow的数据集
http://www-2.cs.cmu.edu/afs/cs/project/theo-11/www/naive-bayes.html


Download the Financial Data (~17.5M zipped file, ~67M unzipped data)
Download the Medical Data (~2M zipped file, ~6M unzipped data)
http://lisp.vse.cz/pkdd99/Challenge/chall.htm

kdnuggets 相关链接数据集(借花献佛了):
http://www.kdnuggets.com/datasets/index.html

你也可以到http://blogger.org.cn/blog/more.asp?name=idmer&id=24017
察看kdnuggets 数据集资源的详细介绍。

------------------------------------------------------------------分割线------------------------------------------------------------------

资料来源:网络资料

数据挖掘相关比赛以及数据集

2005 University of California data mining contest, predicting bad accounts and their churn date using real-world CRM data, deadline June 30, 2005.

  • ILP 2005 Challenge, on the prediction of functional classes of genes.
  • KDD Cup 2005, on classifying internet user search queries, deadline July 8.
  • Data Mining Cup 2005 (Chemnitz, Germany), for students; topic: How data mining can ascertain the risk of loss of payments and reduce this risk.
  • KDD Cup 2004, focuses on data-mining for a several performance criteria using datasets from bioinformatics and quantum physics.
  • InfoVis 2004 Contest, The History of InfoVis.
  • DATA MINING CUP 2004 (Chemnitz, Germany), for students.
  • InfoVis 2003 Contest: Visualization and Pair Wise Comparison of Trees, results announced Sep 5, 2003.
  • KDD Cup 2003, focuses on problems motivated by network mining and the analysis of usage logs.
  • DATA MINING CUP 2003 (Chemnitz, Germany). The task is to identify spam emails before they reach the user′s mailbox.
  • KDD Cup 2002, focus on data mining in molecular biology.
  • Student Data Mining Cup (2002), Chemnitz University and Prudential Systems.

     

你可能感兴趣的:(数据挖掘,数据挖掘,classification,visualization,download,microsoft,测试)