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blog名称:IDMer (数据挖掘者)
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KDD Cup竞赛介绍
数据挖掘者 发表于 2005/7/5 15:41:52
以下内容来自:http://youth.ict.ac.cn/fuyan.ppt 同时请参考:http://www.kdnuggets.com/datasets/kddcup.html KDD Cup简介由SIGKDD(ACM Special Interest Group on Knowledge Discovery and Data Mining)组织,每年一次的KDD竞赛,和SIGKDD国际会议同期举行。同时面向学术界和业界。 历届KDD Cup的主题:2004, 有指导分类的多种性能度量2003, 网络挖掘及使用日志分析2002, 生物信息及文本挖掘(分子生物学领域)2001, 生物信息及医药(医药设计中的生物活性预测、预测基因/蛋白质的功能及定位) 2000, web挖掘任务(根据点击流及交易数据)1999, 网络侵入侦测及报告1998, 生成最佳直销名单1997, 预测出最可能的善款捐赠人KDD Cup 1997 http://www-aig.jpl.nasa.gov/public/kdd97/kdd_cup.htmlTask  given data on past responders to fund-raising, predict most likely responders for new campaignDataset  321 fields/variables, Significant effort on data preprocessing Participants  45 companies/institutions participated  16 contestants turned in their resultsShared 1-2 place   Charles Elkan, Ph.D. from University of California, San Diego (BNB, Boosted Naive Bayesian Classifier)  Urban Science Applications, Inc. (Gain, Direct Marketing Selection System)3rd Place   Silicon Graphics, Inc (MineSet) KDD Cup 1998 http://kdd.ics.uci.edu/databases/kddcup98/kddcup98.htmlTask: the goal was to select the best list to mail a solicitationDataset: 95412 records and 481 fields Participants: 21 teams completed the challenge and submitted results  1st place: Urban Science Applications, Inc. (Software GainSmarts)2nd place: SAS Institute, Inc. (Software Enterprise Miner)3rd place: Quadstone Limited (Software Decisionhouse) KDD Cup 1999 Classifier learning contest  http://www-cse.ucsd.edu/users/elkan/clresults.html  The goal was to build a predictive model for identifying network intrusions.   24 entries were submitted. Knowledge discovery "report" contest   http://www.cse.ucsd.edu/users/elkan/kdresults.html  The goal was to apply a range of knowledge discovery techniques to the same data used in the 1998 competition, and discover higher-level knowledge from data . Co-winners  J. Georges and A.Milley (SAS)   S. Rosset and A. Inger (Amdocs, Israel). Honorable mention  Paola Sebastiani, Marco Ramoni, and Alexander Crea of Bayesware Ltd. KDD Cup 2000 http://www.ecn.purdue.edu/KDDCUP/Task: The questions related to clickstream and purchase data from an e-tailer. Five questions.Dataset: Obtained from Gazelle.com, a legwear and legcare Web retailerOver 150 teams requested data, 30 teams submitted the answers. Questions 1 & 5 Winner: Amdocs   Exploratory Data Analysis – SAS, S Plus   Classification Tree, Rules Extraction – Amdocs Business Insight ToolQuestions 2 & 3 Winner: Salford SystemsQuestion 4 Winner: e-steam KDD Cup 2001 http://www.cs.wisc.edu/~dpage/kddcup2001/Problems from bioinformaitcsData set 1  Prediction of Molecular Bioactivity for Drug Design -- Binding to Thrombin (task 1)Data set 2  Prediction of Gene/Protein Function (task 2) and Localization (task 3)136 groups , 200 submissionsTask 1 winner (Thrombin)  Jie Cheng (Canadian Imperial Bank of Commerce).   Bayesian network learner and classifierTask 2 winner (Function)  Mark-A. Krogel (University of Magdeburg).   Inductive Logic programmingTask 3 winner (Localization)  Hisashi Hayashi, Jun Sese, and Shinichi Morishita (University of Tokyo).   K nearest neighbor KDD Cup 2002 http://www.biostat.wisc.edu/~craven/kddcup/Two tasks from molecular biology domains Task 1: construct models that can assist genome annotators by automatically extracting information from scientific articles Task 2: learn models that characterize the behavior of individual genes in a hidden experimental setting. Task 1 winner  Yizhar Regev and Michal Finkelstein  ClearForest and Celera, USATask 2 winner  Adam Kowalczyk and Bhavani Raskutti  Telstra Research Laboratories, Australia  Single Class SVM KDD Cup 2003 http://www.cs.cornell.edu/projects/kddcup/Data set  A very large archive of research papers   Citation structure and (partial) data on the downloading of papers by users Task  Task 1: predict how many citations each paper will receive during the three months leading up to the KDD 2003 conference  Task 2: a citation graph of a large subset of the archive from only the LaTex sources   Task 3:  each paper's popularity will be estimated based on partial download logs   Task 4: devise their own questionsTask 1 :  Claudia Perlich, Foster Provost, Sofus Kacskassy  New York UniversityTask 2:   David Vogel  AI Insight Inc.Task 3 :  Janez Brank and Jure Leskovec   Jozef Stefan Institute, Slovenija Task 4 :  Amy McGovern, Lisa Friedland, Michael Hay, Brian Gallagher, Andrew Fast, Jennifer Neville, and David Jensen   University of Massachusetts, Amherst, USA KDD Cup 2004 http://kodiak.cs.cornell.edu/kddcup/ April 28 --- July 14, 2004两个问题,数据分别来自  生物信息学  量子物理学不同性能指标下的数据挖掘问题有来自49个国家的注册 (including .com)  优胜者来自China, Germany, India, New Zealand, USA  优胜者一半来自公司,一半来自大学Protein Winners:  Bernhard Pfahringer   University of Waikato, Computer Science Department  1st Place Overall   Yan Fu, RuiXiang Sun, Qiang Yang, Simin He, Chunli Wang, Haipeng Wang, Shiguang Shan, Junfa Liu, Wen Gao   Institute of Computing Technology, Chinese Academy of Sciences  Tied for 1st Place Overall   Honorable Mention for Squared Error   Honorable Mention for Average Precision   David S. Vogel, Eric Gottschalk, and Morgan C. Wang   MEDai / A.I. Insight / University of Central Florida  Tied for 1st Place Overall   Honorable Mention for Top-1 Accuracy   Dirk Dach, Holger Flick, Christophe Foussette, Marcel Gaspar, Daniel Hakenjos, Felix Jungermann, Christian Kullmann, Anna Litvina, Lars Michele, Katharina Morik, Martin Scholz, Siehyun Strobel, Marc Twiehaus, Nazif Veliu   Artificial Intelligence Unit, University of Dortmund, Germany  Honorable Mention for Rank of Last  

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回复:KDD Cup竞赛介绍
yijun(游客)发表评论于2009/12/16 17:01:32
你好 请问你有2000年的数据集吗?有的化能不能给一个 谢谢 email:xuyijunyuzhu@163.com

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回复:KDD Cup竞赛介绍
兔老(游客)发表评论于2008/4/18 18:12:52
我在您给的http://www.cs.wisc.edu/~dpage/kddcup2001/ 这个网站上没有找到1998年的结果,打扰的问您下您有1998年的连接么?或者邮箱联系也可,wangtulao@126.com 不胜感激
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回复:KDD Cup竞赛介绍
狂奔的蜗牛(游客)发表评论于2007/12/13 22:18:02
我想要一份2000的中文结果!我学其他专业的,看不懂呢,但是为修学分选了
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回复:KDD Cup竞赛介绍
haha(游客)发表评论于2007/3/13 10:41:16
请问,有KDD 2001 TASK1 的标准参考结果吗? qqqqq1982@163.com 以下为blog主人的回复: 请参考:http://www.cs.wisc.edu/~dpage/kddcup2001/
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