python数据集、机器学习、智能数据集[zz]

python数据集、机器学习、智能数据集[zz]

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

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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。

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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.

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