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挖掘DBLP作者合作关系，FP-Growth算法实践（1）：从DBLP数据集中

发布时间：2020-12-14 01:58:13 所属栏目：大数据 来源：网络整理
导读：首先从官网下载DBLP数据集 http://dblp.uni-trier.de/xml/ 只需下载?dblp.xml.gz?解压后得到1G多dblp.xml文件！文件略大。 从原始数据中提取样本： r=open("dblp.xml","r")w=open("dblpExample.xml","w")for i in range(30):print "extract line",ic=r.readl



首先从官网下载DBLP数据集http://dblp.uni-trier.de/xml/只需下载?dblp.xml.gz?解压后得到1G多dblp.xml文件！文件略大。






从原始数据中提取样本：

r=open("dblp.xml","r")
w=open("dblpExample.xml","w")
for i in range(30):
	print "extract line",i
	c=r.readline()
	w.write(c)
r.close()
w.close()
最终结果： 

<?xml version="1.0" encoding="ISO-8859-1"?>
<!DOCTYPE dblp SYSTEM "dblp.dtd">
<dblp>
<article mdate="2011-01-11" key="journals/acta/Saxena96">
<author>Sanjeev Saxena</author>
<title>Parallel Integer Sorting and Simulation Amongst CRCW Models.</title>
<pages>607-619</pages>
<year>1996</year>
<volume>33</volume>
<journal>Acta Inf.</journal>
<number>7</number>
<url>db/journals/acta/acta33.html#Saxena96</url>
<ee>http://dx.doi.org/10.1007/BF03036466</ee>
</article>
<article mdate="2011-01-11" key="journals/acta/Simon83">
...
</article>
...
</dblp>

发现没用，因为只能看一种情况。下面采用另一种方法：




由于只提取如下会议：SDM,ICDM,ECML--PKDD,PAKDD,WSDM,DMKD,TKDE,KDD?Explorations,ACM Trans. On KDD,CVPR,ICML,NIPS,COLT、CVPR、SIGIR、SIGKDD 十六个会议，至少从2000年至今的所有数据。

看一下SDM：

<inproceedings mdate="2014-02-12" key="conf/sdm/HanN08">
<author>Shuguo Han</author>
<author>Wee Keong Ng</author>
<title>Preemptive Measures against Malicious Party in Privacy-Preserving Data Mining.</title>
<pages>375-386</pages>
<year>2008</year>
<booktitle>SDM</booktitle>
<ee>http://dx.doi.org/10.1137/1.9781611972788.34</ee>
<crossref>conf/sdm/2008</crossref>
<url>db/conf/sdm/sdm2008.html#HanN08</url>
</inproceedings>
<inproceedings mdate="2015-12-30" key="conf/sdm/LiGGDZ15">
<author>Kang Li</author>
<author>Jing Gao</author>
<author>Suxin Guo</author>
<author>Nan Du</author>
<author>Aidong Zhang</author>
<title>Functional Node Detection on Linked Data.</title>
<pages>1-9</pages>
<year>2015</year>
<booktitle>SDM</booktitle>
<ee>http://dx.doi.org/10.1137/1.9781611974010.1</ee>
<crossref>conf/sdm/2015</crossref>
<url>db/conf/sdm/sdm2015.html#LiGGDZ15</url>
</inproceedings>


看一下ICDM： 

<inproceedings mdate="2014-09-17" key="conf/icdm/LazarevicKKKT03">
<author>Aleksandar Lazarevic</author>
<author>Ramdev Kanapady</author>
<author>Chandrika Kamath</author>
<author>Vipin Kumar</author>
<author>Kumar K. Tamma</author>
<title>Localized Prediction of Continuous Target Variables Using Hierarchical Clustering.</title>
<pages>139-146</pages>
<year>2003</year>
<crossref>conf/icdm/2003</crossref>
<booktitle>ICDM</booktitle>
<ee>http://dx.doi.org/10.1109/ICDM.2003.1250913</ee>
<ee>http://doi.ieeecomputersociety.org/10.1109/ICDM.2003.1250913</ee>
<url>db/conf/icdm/icdm2003.html#LazarevicKKKT03</url>
</inproceedings>
<inproceedings mdate="2014-09-17" key="conf/icdm/CampagnaP09">
<author>Andrea Campagna</author>
<author>Rasmus Pagh</author>
<title>Finding Associations and Computing Similarity via Biased Pair Sampling.</title>
<pages>61-70</pages>
<year>2009</year>
<booktitle>ICDM</booktitle>
<ee>http://dx.doi.org/10.1109/ICDM.2009.35</ee>
<ee>http://doi.ieeecomputersociety.org/10.1109/ICDM.2009.35</ee>
<crossref>conf/icdm/2009</crossref>
<url>db/conf/icdm/icdm2009.html#CampagnaP09</url>
</inproceedings>

单独看ECML-PKDD：

<inproceedings mdate="2013-08-30" key="conf/pkdd/TomasevM13a">
<author>Nenad Tomasev</author>
<author>Dunja Mladenic</author>
<title>Image Hub Explorer: Evaluating Representations and Metrics for Content-Based Image Retrieval and Object Recognition.</title>
<pages>637-640</pages>
<year>2013</year>
<booktitle>ECML/PKDD (3)</booktitle>
<ee>http://dx.doi.org/10.1007/978-3-642-40994-3_44</ee>
<crossref>conf/pkdd/2013-3</crossref>
<url>db/conf/pkdd/pkdd2013-3.html#TomasevM13a</url>
</inproceedings>
<inproceedings mdate="2015-08-30" key="conf/pkdd/BudhathokiV15">
<author>Kailash Budhathoki</author>
<author>Jilles Vreeken</author>
<title>The Difference and the Norm - Characterising Similarities and Differences Between Databases.</title>
<pages>206-223</pages>
<year>2015</year>
<booktitle>ECML/PKDD (2)</booktitle>
<ee>http://dx.doi.org/10.1007/978-3-319-23525-7_13</ee>
<crossref>conf/pkdd/2015-2</crossref>
<url>db/conf/pkdd/pkdd2015-2.html#BudhathokiV15</url>
</inproceedings>


单独看PAKDD：

<inproceedings mdate="2008-05-15" key="conf/pakdd/HanN08">
<author>Shuguo Han</author>
<author>Wee Keong Ng</author>
<title>Privacy-Preserving Linear Fisher Discriminant Analysis.</title>
<pages>136-147</pages>
<year>2008</year>
<booktitle>PAKDD</booktitle>
<ee>http://dx.doi.org/10.1007/978-3-540-68125-0_14</ee>
<crossref>conf/pakdd/2008</crossref>
<url>db/conf/pakdd/pakdd2008.html#HanN08</url>
</inproceedings>
<inproceedings mdate="2005-05-18" key="conf/pakdd/BoWJ05">
<author>Liefeng Bo</author>
<author>Ling Wang</author>
<author>Licheng Jiao</author>
<title>Training Support Vector Machines Using Greedy Stagewise Algorithm.</title>
<pages>632-638</pages>
<year>2005</year>
<crossref>conf/pakdd/2005</crossref>
<booktitle>PAKDD</booktitle>
<ee>http://dx.doi.org/10.1007/11430919_73</ee>
<url>db/conf/pakdd/pakdd2005.html#BoWJ05</url>
</inproceedings>

单独看WSDM：

<inproceedings mdate="2011-01-31" key="conf/wsdm/Kawamae11a">
<author>Noriaki Kawamae</author>
<title>Predicting future reviews: sentiment analysis models for collaborative filtering.</title>
<pages>605-614</pages>
<year>2011</year>
<booktitle>WSDM</booktitle>
<ee>http://doi.acm.org/10.1145/1935826.1935911</ee>
<crossref>conf/wsdm/2011</crossref>
<url>db/conf/wsdm/wsdm2011.html#Kawamae11a</url>
</inproceedings>
<inproceedings mdate="2015-01-29" key="conf/wsdm/TangCAL15">
<author>Jiliang Tang</author>
<author>Shiyu Chang</author>
<author>Charu C. Aggarwal</author>
<author>Huan Liu</author>
<title>Negative Link Prediction in Social Media.</title>
<pages>87-96</pages>
<year>2015</year>
<booktitle>WSDM</booktitle>
<ee>http://doi.acm.org/10.1145/2684822.2685295</ee>
<crossref>conf/wsdm/2015</crossref>
<url>db/conf/wsdm/wsdm2015.html#TangCAL15</url>
</inproceedings>

单独看DMKD： 

<inproceedings mdate="2003-04-04" key="conf/dmkd/KantarciogluC02">
<author>Murat Kantarcioglu</author>
<author>Chris Clifton</author>
<title>Privacy-Preserving Distributed Mining of Association Rules on Horizontally Partitioned Data.</title>
<year>2002</year>
<booktitle>DMKD</booktitle>
<ee>http://www.bell-labs.com/user/minos/DMKD02/Papers/kantarcioglu.pdf</ee>
<url>db/conf/dmkd/dmkd2002.html#KantarciogluC02</url>
</inproceedings>
<inproceedings mdate="2003-04-04" key="conf/dmkd/ZhuFAE02">
<author>Xingquan Zhu</author>
<author>Jianping Fan</author>
<author>Walid G. Aref</author>
<author>Ahmed K. Elmagarmid</author>
<title>ClassMiner: Mining Medical Video Content Structure and Events Towards Efficient Access and Scalable Skimming.</title>
<year>2002</year>
<booktitle>DMKD</booktitle>
<ee>http://www.bell-labs.com/user/minos/DMKD02/Papers/zhu.pdf</ee>
<url>db/conf/dmkd/dmkd2002.html#ZhuFAE02</url>
</inproceedings>

忽略TKDE，KDD Explorations，ACM Trans. On KDD。

单独看CVPR：

<inproceedings mdate="2014-07-31" key="conf/cvpr/BrandOP97">
<author>Matthew Brand</author>
<author>Nuria Oliver</author>
<author>Alex Pentland</author>
<title>Coupled hidden Markov models for complex action recognition.</title>
<pages>994-999</pages>
<year>1997</year>
<crossref>conf/cvpr/1997</crossref>
<booktitle>CVPR</booktitle>
<ee>http://dx.doi.org/10.1109/CVPR.1997.609450</ee>
<ee>http://doi.ieeecomputersociety.org/10.1109/CVPR.1997.609450</ee>
<url>db/conf/cvpr/cvpr1997.html#BrandOP97</url>
</inproceedings>
<inproceedings mdate="2014-07-30" key="conf/cvpr/LiGK09">
<author>Yan Li</author>
<author>Leon Gu</author>
<author>Takeo Kanade</author>
<title>A robust shape model for multi-view car alignment.</title>
<pages>2466-2473</pages>
<year>2009</year>
<booktitle>CVPR</booktitle>
<ee>http://dx.doi.org/10.1109/CVPRW.2009.5206799</ee>
<ee>http://doi.ieeecomputersociety.org/10.1109/CVPRW.2009.5206799</ee>
<crossref>conf/cvpr/2009</crossref>
<url>db/conf/cvpr/cvpr2009.html#LiGK09</url>
</inproceedings>

单独看ICML： 

<inproceedings mdate="2013-11-25" key="journals/jmlr/WilsonFT12">
<author>Aaron Wilson</author>
<author>Alan Fern</author>
<author>Prasad Tadepalli</author>
<title>Transfer Learning in Sequential Decision Problems: A Hierarchical Bayesian Approach.</title>
<pages>217-227</pages>
<booktitle>ICML Unsupervised and Transfer Learning</booktitle>
<crossref>conf/icml/2011utl</crossref>
<year>2012</year>
<ee>http://jmlr.csail.mit.edu/proceedings/papers/v27/wilson12a.html</ee>
<url>db/journals/jmlr/jmlrp27.html#WilsonFT12</url>
</inproceedings>
<inproceedings mdate="2013-12-04" key="journals/jmlr/GlowackaDS12">
<author>Dorota Glowacka</author>
<author>Louis Dorard</author>
<author>John Shawe-Taylor</author>
<title>Preface.</title>
<booktitle>ICML On-line Trading of Exploration and Exploitation</booktitle>
<year>2012</year>
<crossref>conf/icml/2011otee</crossref>
<ee>http://jmlr.csail.mit.edu/proceedings/papers/v26/glowacka12a/glowacka12a.pdf</ee>
<url>db/journals/jmlr/jmlrp26.html#GlowackaDS12</url>
</inproceedings>


单独看NIPS：

<inproceedings mdate="2013-11-25" key="journals/jmlr/ZhengG10">
<author>Cheng Zheng</author>
<author>Zhi Geng</author>
<title>Reverse Engineering of Asynchronous Boolean Networks.</title>
<pages>237-248</pages>
<booktitle>NIPS Causality: Objectives and Assessment</booktitle>
<year>2010</year>
<crossref>conf/nips/2008coa</crossref>
<ee>http://www.jmlr.org/proceedings/papers/v6/zheng10a.html</ee>
<url>db/journals/jmlr/jmlrp6.html#ZhengG10</url>
</inproceedings>
<inproceedings mdate="2013-11-25" key="journals/jmlr/WhiteCL11">
<author>Halbert White</author>
<author>Karim Chalak</author>
<author>Xun Lu</author>
<title>Linking Granger Causality and the Pearl Causal Model with Settable Systems.</title>
<pages>1-29</pages>
<booktitle>NIPS Mini-Symposium on Causality in Time Series</booktitle>
<year>2011</year>
<crossref>conf/nips/2009mscts</crossref>
<ee>http://www.jmlr.org/proceedings/papers/v12/white11.htm</ee>
<url>db/journals/jmlr/jmlrp12.html#WhiteCL11</url>
</inproceedings>

单独看COLT： 

<inproceedings mdate="2013-11-25" key="journals/jmlr/BalcanCIW12">
<author>Maria-Florina Balcan</author>
<author>Florin Constantin</author>
<author>Satoru Iwata</author>
<author>Lei Wang</author>
<title>Learning Valuation Functions.</title>
<pages>4.1-4.24</pages>
<booktitle>COLT</booktitle>
<year>2012</year>
<crossref>conf/colt/2012</crossref>
<ee>http://www.jmlr.org/proceedings/papers/v23/balcan12b/balcan12b.pdf</ee>
<url>db/journals/jmlr/jmlrp23.html#BalcanCIW12</url>
</inproceedings>


单独看SIGIR：

<inproceedings mdate="2012-08-15" key="conf/sigir/RaveendranC12">
<author>Gobaan Raveendran</author>
<author>Charles L. A. Clarke</author>
<title>Lightweight contrastive summarization for news comment mining.</title>
<pages>1103-1104</pages>
<year>2012</year>
<booktitle>SIGIR</booktitle>
<ee>http://doi.acm.org/10.1145/2348283.2348490</ee>
<crossref>conf/sigir/2012</crossref>
<url>db/conf/sigir/sigir2012.html#RaveendranC12</url>
</inproceedings>
<inproceedings mdate="2012-09-13" key="conf/sigir/KraftB84">
<author>Donald H. Kraft</author>
<author>Duncan A. Buell</author>
<title>Advances in a Bayesian Decision Model of User Stopping Behaviour for Scanning the Output of an Information Retrieval System.</title>
<pages>421-433</pages>
<year>1984</year>
<booktitle>SIGIR</booktitle>
<url>db/conf/sigir/sigir84.html#KraftB84</url>
<ee>http://dl.acm.org/citation.cfm?id=636833</ee>
</inproceedings>


单独看SIGKDD：

<inproceedings mdate="2010-08-09" key="conf/kdd/FeiH10">
<author>Hongliang Fei</author>
<author>Jun Huan</author>
<title>Boosting with structure information in the functional space: an application to graph classification.</title>
<pages>643-652</pages>
<year>2010</year>
<booktitle>KDD</booktitle>
<ee>http://doi.acm.org/10.1145/1835804.1835886</ee>
<crossref>conf/kdd/2010</crossref>
<url>db/conf/kdd/kdd2010.html#FeiH10</url>
</inproceedings>
<inproceedings mdate="2015-08-10" key="conf/kdd/OuCWW015">
<author>Mingdong Ou</author>
<author>Peng Cui</author>
<author>Fei Wang</author>
<author>Jun Wang</author>
<author>Wenwu Zhu 0001</author>
<title>Non-transitive Hashing with Latent Similarity Components.</title>
<pages>895-904</pages>
<year>2015</year>
<booktitle>KDD</booktitle>
<ee>http://doi.acm.org/10.1145/2783258.2783283</ee>
<crossref>conf/kdd/2015</crossref>
<url>db/conf/kdd/kdd2015.html#OuCWW015</url>
</inproceedings>


好吧，费了九牛二虎之力，一个个看了一遍，到底是用来干嘛的？？？

第一，确定哪些标签对我们找到这16个会议有用：

DBLPContentHandler.pubList = ["article","inproceedings", "proceedings","book","incollection","phdthesis","mastersthesis","www"]
第二，确定哪些标签是我们感兴趣的数据：

DBLPContentHandler.fieldList = ["author","editor","title","booktitle","pages","year","address","journal","volume","number","month","url","ee","cdrom","cite","publisher","note","crossref","isbn","series","school","chapter"]

红色的标志解决第一个问题；黑色的标志解决第二个问题。

还需要注意一点，比如ICML的<booktitle>就有多种，所以，不能直接用等于号去匹配！！！
? ? ??

<booktitle>ICML Unsupervised and Transfer Learning</booktitle>
<booktitle>ICML On-line Trading of Exploration and Exploitation</booktitle>




下面给出提取所需要的allDB（感兴趣的信息库）和authorDB（作者信息单独一个库）的代码：

#!usr/bin/env python
# -*- coding:utf-8 -*-



from xml.dom.minidom import parse



fileName="dblp.xml"
confNameDict={"SDM":1,"ICDM":1,"ECML/PKDD":1,"PAKDD":1,"WSDM":1,"DMKD":1,"CVPR":1,"ICML":1,"NIPS":1,"COLT":1,"SIGIR":1,"KDD":1}
fromYear="2000"
allList=[] #"confName    t    year    t    title    t    author1|author2|..|authorn"
authorDict={} #author: [frequence,yearStart,yearEnd]


if __name__=="__main__":
    domTree=parse(fileName)
    dblp=domTree.documentElement
    inproceedingsList=dblp.getElementsByTagName("inproceedings")
    for inproceedings in inproceedingsList:
        
        year=inproceedings.getElementsByTagName("year")[0]
        yearStr=str(year.childNodes[0].data)
        if yearStr<fromYear:
            continue
        print "yearStr",yearStr,"=="*20
        
        booktitle=inproceedings.getElementsByTagName("booktitle")[0]
        booktitleStr=str(booktitle.childNodes[0].data)
        #for "<booktitle>ICML Unsupervised and Transfer Learning</booktitle>"
        booktitleStr=booktitleStr.split(" ")[0]
        if not confNameDict.has_key(booktitleStr):
            continue
        print "booktitleStr",booktitleStr,"^^"*20
        
        #allList=[] #"confName    t    year    t    title    t    author1|author2|..|authorn"
        #authorDict={} #author: [frequence,yearEnd]
        allContent=booktitleStr+"t"+yearStr+"t" #confName    t    year    t
        title=inproceedings.getElementsByTagName("title")[0]
        titleStr=str(title.childNodes[0].data)
        allContent+=titleStr+"t" #title    t
        authorList=inproceedings.getElementsByTagName("author")
        for i,author in enumerate(authorList):
            authorStr=str(author.childNodes[0].data)
            allContent+=authorStr+"|" #authori|
            if authorDict.has_key(authorStr):
                authorDict[authorStr][0]+=1
                if yearStr<authorDict[authorStr][1]:
                    authorDict[authorStr][1]=yearStr
                elif yearStr>authorDict[authorStr][2]:
                    authorDict[authorStr][2]=yearStr
            else:
                authorDict[authorStr]=[1,yearStr]
        allList.append(allContent)
    
    allContent="n".join(allList)
    wf=open("allDB.txt","w")
    wf.write(allContent)
    wf.close()
    
    authorList=sorted(authorDict.items(),lambda x,y: cmp(x[1],y[1]),reverse=True)
    wf=open("authorDB.txt","w")
    allContent="n".join([author+"t"+str(frequence)+"t"+yearStart+"t"+yearEnd for author,(frequence,yearEnd) in authorList])
    wf.write(allContent)
    wf.close()



这里直接使用xml.dom去解析文件，这样的方式需要将所有数据读到内存，然后构建dom树；我在服务器上跑的，用台式机的建议使用sax解析（参考：http://www.runoob.com/python/python-xml.html）。

下面是测试数据集：好吧，上出了几次都不成功；

<?xml version="1.0" encoding="ISO-8859-1"?>  
<!DOCTYPE dblp SYSTEM "dblp.dtd">
<dblp>
<inproceedings mdate="2014-02-12" key="conf/sdm/HanN08">  
<author>Shuguo Han</author>  
<author>Wee Keong Ng</author>  
<title>Preemptive Measures against Malicious Party in Privacy-Preserving Data Mining.</title>  
<pages>375-386</pages>  
<year>2008</year>  
<booktitle>SDM</booktitle>  
<ee>http://dx.doi.org/10.1137/1.9781611972788.34</ee>  
<crossref>conf/sdm/2008</crossref>  
<url>db/conf/sdm/sdm2008.html#HanN08</url>  
</inproceedings>  
<inproceedings mdate="2015-12-30" key="conf/sdm/LiGGDZ15">  
<author>Kang Li</author>  
<author>Jing Gao</author>  
<author>Suxin Guo</author>  
<author>Nan Du</author>  
<author>Aidong Zhang</author>  
<title>Functional Node Detection on Linked Data.</title>  
<pages>1-9</pages>  
<year>2015</year>  
<booktitle>SDM</booktitle>  
<ee>http://dx.doi.org/10.1137/1.9781611974010.1</ee>  
<crossref>conf/sdm/2015</crossref>  
<url>db/conf/sdm/sdm2015.html#LiGGDZ15</url>  
</inproceedings>
<inproceedings mdate="2014-09-17" key="conf/icdm/LazarevicKKKT03">  
<author>Aleksandar Lazarevic</author>  
<author>Ramdev Kanapady</author>  
<author>Chandrika Kamath</author>  
<author>Vipin Kumar</author>  
<author>Kumar K. Tamma</author>  
<title>Localized Prediction of Continuous Target Variables Using Hierarchical Clustering.</title>  
<pages>139-146</pages>  
<year>2003</year>  
<crossref>conf/icdm/2003</crossref>  
<booktitle>ICDM</booktitle>  
<ee>http://dx.doi.org/10.1109/ICDM.2003.1250913</ee>  
<ee>http://doi.ieeecomputersociety.org/10.1109/ICDM.2003.1250913</ee>  
<url>db/conf/icdm/icdm2003.html#LazarevicKKKT03</url>  
</inproceedings>  
<inproceedings mdate="2014-09-17" key="conf/icdm/CampagnaP09">  
<author>Andrea Campagna</author>  
<author>Rasmus Pagh</author>  
<title>Finding Associations and Computing Similarity via Biased Pair Sampling.</title>  
<pages>61-70</pages>  
<year>2009</year>  
<booktitle>ICDM</booktitle>  
<ee>http://dx.doi.org/10.1109/ICDM.2009.35</ee>  
<ee>http://doi.ieeecomputersociety.org/10.1109/ICDM.2009.35</ee>  
<crossref>conf/icdm/2009</crossref>  
<url>db/conf/icdm/icdm2009.html#CampagnaP09</url>  
</inproceedings>
<inproceedings mdate="2013-08-30" key="conf/pkdd/TomasevM13a">  
<author>Nenad Tomasev</author>  
<author>Dunja Mladenic</author>  
<title>Image Hub Explorer: Evaluating Representations and Metrics for Content-Based Image Retrieval and Object Recognition.</title>  
<pages>637-640</pages>  
<year>2013</year>  
<booktitle>ECML/PKDD (3)</booktitle>  
<ee>http://dx.doi.org/10.1007/978-3-642-40994-3_44</ee>  
<crossref>conf/pkdd/2013-3</crossref>  
<url>db/conf/pkdd/pkdd2013-3.html#TomasevM13a</url>  
</inproceedings>  
<inproceedings mdate="2015-08-30" key="conf/pkdd/BudhathokiV15">  
<author>Kailash Budhathoki</author>  
<author>Jilles Vreeken</author>  
<title>The Difference and the Norm - Characterising Similarities and Differences Between Databases.</title>  
<pages>206-223</pages>  
<year>2015</year>  
<booktitle>ECML/PKDD (2)</booktitle>  
<ee>http://dx.doi.org/10.1007/978-3-319-23525-7_13</ee>  
<crossref>conf/pkdd/2015-2</crossref>  
<url>db/conf/pkdd/pkdd2015-2.html#BudhathokiV15</url>  
</inproceedings>
<inproceedings mdate="2008-05-15" key="conf/pakdd/HanN08">  
<author>Shuguo Han</author>  
<author>Wee Keong Ng</author>  
<title>Privacy-Preserving Linear Fisher Discriminant Analysis.</title>  
<pages>136-147</pages>  
<year>2008</year>  
<booktitle>PAKDD</booktitle>  
<ee>http://dx.doi.org/10.1007/978-3-540-68125-0_14</ee>  
<crossref>conf/pakdd/2008</crossref>  
<url>db/conf/pakdd/pakdd2008.html#HanN08</url>  
</inproceedings>  
<inproceedings mdate="2005-05-18" key="conf/pakdd/BoWJ05">  
<author>Liefeng Bo</author>  
<author>Ling Wang</author>  
<author>Licheng Jiao</author>  
<title>Training Support Vector Machines Using Greedy Stagewise Algorithm.</title>  
<pages>632-638</pages>  
<year>2005</year>  
<crossref>conf/pakdd/2005</crossref>  
<booktitle>PAKDD</booktitle>  
<ee>http://dx.doi.org/10.1007/11430919_73</ee>  
<url>db/conf/pakdd/pakdd2005.html#BoWJ05</url>  
</inproceedings>
<inproceedings mdate="2011-01-31" key="conf/wsdm/Kawamae11a">  
<author>Noriaki Kawamae</author>  
<title>Predicting future reviews: sentiment analysis models for collaborative filtering.</title>  
<pages>605-614</pages>  
<year>2011</year>  
<booktitle>WSDM</booktitle>  
<ee>http://doi.acm.org/10.1145/1935826.1935911</ee>  
<crossref>conf/wsdm/2011</crossref>  
<url>db/conf/wsdm/wsdm2011.html#Kawamae11a</url>  
</inproceedings>  
<inproceedings mdate="2015-01-29" key="conf/wsdm/TangCAL15">  
<author>Jiliang Tang</author>  
<author>Shiyu Chang</author>  
<author>Charu C. Aggarwal</author>  
<author>Huan Liu</author>  
<title>Negative Link Prediction in Social Media.</title>  
<pages>87-96</pages>  
<year>2015</year>  
<booktitle>WSDM</booktitle>  
<ee>http://doi.acm.org/10.1145/2684822.2685295</ee>  
<crossref>conf/wsdm/2015</crossref>  
<url>db/conf/wsdm/wsdm2015.html#TangCAL15</url>  
</inproceedings>
<inproceedings mdate="2003-04-04" key="conf/dmkd/KantarciogluC02">  
<author>Murat Kantarcioglu</author>  
<author>Chris Clifton</author>  
<title>Privacy-Preserving Distributed Mining of Association Rules on Horizontally Partitioned Data.</title>  
<year>2002</year>  
<booktitle>DMKD</booktitle>  
<ee>http://www.bell-labs.com/user/minos/DMKD02/Papers/kantarcioglu.pdf</ee>  
<url>db/conf/dmkd/dmkd2002.html#KantarciogluC02</url>  
</inproceedings>  
<inproceedings mdate="2003-04-04" key="conf/dmkd/ZhuFAE02">  
<author>Xingquan Zhu</author>  
<author>Jianping Fan</author>  
<author>Walid G. Aref</author>  
<author>Ahmed K. Elmagarmid</author>  
<title>ClassMiner: Mining Medical Video Content Structure and Events Towards Efficient Access and Scalable Skimming.</title>  
<year>2002</year>  
<booktitle>DMKD</booktitle>  
<ee>http://www.bell-labs.com/user/minos/DMKD02/Papers/zhu.pdf</ee>  
<url>db/conf/dmkd/dmkd2002.html#ZhuFAE02</url>  
</inproceedings>
<inproceedings mdate="2014-07-31" key="conf/cvpr/BrandOP97">  
<author>Matthew Brand</author>  
<author>Nuria Oliver</author>  
<author>Alex Pentland</author>  
<title>Coupled hidden Markov models for complex action recognition.</title>  
<pages>994-999</pages>  
<year>1997</year>  
<crossref>conf/cvpr/1997</crossref>  
<booktitle>CVPR</booktitle>  
<ee>http://dx.doi.org/10.1109/CVPR.1997.609450</ee>  
<ee>http://doi.ieeecomputersociety.org/10.1109/CVPR.1997.609450</ee>  
<url>db/conf/cvpr/cvpr1997.html#BrandOP97</url>  
</inproceedings>  
<inproceedings mdate="2014-07-30" key="conf/cvpr/LiGK09">  
<author>Yan Li</author>  
<author>Leon Gu</author>  
<author>Takeo Kanade</author>  
<title>A robust shape model for multi-view car alignment.</title>  
<pages>2466-2473</pages>  
<year>2009</year>  
<booktitle>CVPR</booktitle>  
<ee>http://dx.doi.org/10.1109/CVPRW.2009.5206799</ee>  
<ee>http://doi.ieeecomputersociety.org/10.1109/CVPRW.2009.5206799</ee>  
<crossref>conf/cvpr/2009</crossref>  
<url>db/conf/cvpr/cvpr2009.html#LiGK09</url>  
</inproceedings>
<inproceedings mdate="2013-11-25" key="journals/jmlr/WilsonFT12">  
<author>Aaron Wilson</author>  
<author>Alan Fern</author>  
<author>Prasad Tadepalli</author>  
<title>Transfer Learning in Sequential Decision Problems: A Hierarchical Bayesian Approach.</title>  
<pages>217-227</pages>  
<booktitle>ICML Unsupervised and Transfer Learning</booktitle>  
<crossref>conf/icml/2011utl</crossref>  
<year>2012</year>  
<ee>http://jmlr.csail.mit.edu/proceedings/papers/v27/wilson12a.html</ee>  
<url>db/journals/jmlr/jmlrp27.html#WilsonFT12</url>  
</inproceedings>
<inproceedings mdate="2013-12-04" key="journals/jmlr/GlowackaDS12">  
<author>Dorota Glowacka</author>  
<author>Louis Dorard</author>  
<author>John Shawe-Taylor</author>  
<title>Preface.</title>  
<booktitle>ICML On-line Trading of Exploration and Exploitation</booktitle>  
<year>2012</year>  
<crossref>conf/icml/2011otee</crossref>  
<ee>http://jmlr.csail.mit.edu/proceedings/papers/v26/glowacka12a/glowacka12a.pdf</ee>  
<url>db/journals/jmlr/jmlrp26.html#GlowackaDS12</url>  
</inproceedings>
<inproceedings mdate="2013-11-25" key="journals/jmlr/ZhengG10">  
<author>Cheng Zheng</author>  
<author>Zhi Geng</author>  
<title>Reverse Engineering of Asynchronous Boolean Networks.</title>  
<pages>237-248</pages>  
<booktitle>NIPS Causality: Objectives and Assessment</booktitle>  
<year>2010</year>  
<crossref>conf/nips/2008coa</crossref>  
<ee>http://www.jmlr.org/proceedings/papers/v6/zheng10a.html</ee>  
<url>db/journals/jmlr/jmlrp6.html#ZhengG10</url>  
</inproceedings>
<inproceedings mdate="2013-11-25" key="journals/jmlr/WhiteCL11">  
<author>Halbert White</author>  
<author>Karim Chalak</author>  
<author>Xun Lu</author>  
<title>Linking Granger Causality and the Pearl Causal Model with Settable Systems.</title>  
<pages>1-29</pages>  
<booktitle>NIPS Mini-Symposium on Causality in Time Series</booktitle>  
<year>2011</year>  
<crossref>conf/nips/2009mscts</crossref>  
<ee>http://www.jmlr.org/proceedings/papers/v12/white11.htm</ee>  
<url>db/journals/jmlr/jmlrp12.html#WhiteCL11</url>  
</inproceedings>
<inproceedings mdate="2013-11-25" key="journals/jmlr/BalcanCIW12">  
<author>Maria-Florina Balcan</author>  
<author>Florin Constantin</author>  
<author>Satoru Iwata</author>  
<author>Lei Wang</author>  
<title>Learning Valuation Functions.</title>  
<pages>4.1-4.24</pages>  
<booktitle>COLT</booktitle>  
<year>2012</year>  
<crossref>conf/colt/2012</crossref>  
<ee>http://www.jmlr.org/proceedings/papers/v23/balcan12b/balcan12b.pdf</ee>  
<url>db/journals/jmlr/jmlrp23.html#BalcanCIW12</url>  
</inproceedings>
<inproceedings mdate="2012-08-15" key="conf/sigir/RaveendranC12">  
<author>Gobaan Raveendran</author>  
<author>Charles L. A. Clarke</author>  
<title>Lightweight contrastive summarization for news comment mining.</title>  
<pages>1103-1104</pages>  
<year>2012</year>  
<booktitle>SIGIR</booktitle>  
<ee>http://doi.acm.org/10.1145/2348283.2348490</ee>  
<crossref>conf/sigir/2012</crossref>  
<url>db/conf/sigir/sigir2012.html#RaveendranC12</url>  
</inproceedings>  
<inproceedings mdate="2012-09-13" key="conf/sigir/KraftB84">  
<author>Donald H. Kraft</author>  
<author>Duncan A. Buell</author>  
<title>Advances in a Bayesian Decision Model of User Stopping Behaviour for Scanning the Output of an Information Retrieval System.</title>  
<pages>421-433</pages>  
<year>1984</year>  
<booktitle>SIGIR</booktitle>  
<url>db/conf/sigir/sigir84.html#KraftB84</url>  
<ee>http://dl.acm.org/citation.cfm?id=636833</ee>  
</inproceedings>
<inproceedings mdate="2010-08-09" key="conf/kdd/FeiH10">  
<author>Hongliang Fei</author>  
<author>Jun Huan</author>  
<title>Boosting with structure information in the functional space: an application to graph classification.</title>  
<pages>643-652</pages>  
<year>2010</year>  
<booktitle>KDD</booktitle>  
<ee>http://doi.acm.org/10.1145/1835804.1835886</ee>  
<crossref>conf/kdd/2010</crossref>  
<url>db/conf/kdd/kdd2010.html#FeiH10</url>  
</inproceedings>  
<inproceedings mdate="2015-08-10" key="conf/kdd/OuCWW015">  
<author>Mingdong Ou</author>  
<author>Peng Cui</author>  
<author>Fei Wang</author>  
<author>Jun Wang</author>  
<author>Wenwu Zhu 0001</author>  
<title>Non-transitive Hashing with Latent Similarity Components.</title>  
<pages>895-904</pages>  
<year>2015</year>  
<booktitle>KDD</booktitle>  
<ee>http://doi.acm.org/10.1145/2783258.2783283</ee>  
<crossref>conf/kdd/2015</crossref>  
<url>db/conf/kdd/kdd2015.html#OuCWW015</url>  
</inproceedings>
</dblp>


allDB.txt部分结果：

SDM	2008	Preemptive Measures against Malicious Party in Privacy-Preserving Data Mining.	Shuguo Han|Wee Keong Ng|
SDM	2015	Functional Node Detection on Linked Data.	Kang Li|Jing Gao|Suxin Guo|Nan Du|Aidong Zhang|
ICDM	2003	Localized Prediction of Continuous Target Variables Using Hierarchical Clustering.	Aleksandar Lazarevic|Ramdev Kanapady|Chandrika Kamath|Vipin Kumar|Kumar K. Tamma|
ICDM	2009	Finding Associations and Computing Similarity via Biased Pair Sampling.	Andrea Campagna|Rasmus Pagh|
ECML/PKDD	2013	Image Hub Explorer: Evaluating Representations and Metrics for Content-Based Image Retrieval and Object Recognition.	Nenad Tomasev|Dunja Mladenic|
ECML/PKDD	2015	The Difference and the Norm - Characterising Similarities and Differences Between Databases.	Kailash Budhathoki|Jilles Vreeken|
PAKDD	2008	Privacy-Preserving Linear Fisher Discriminant Analysis.	Shuguo Han|Wee Keong Ng|
PAKDD	2005	Training Support Vector Machines Using Greedy Stagewise Algorithm.	Liefeng Bo|Ling Wang|Licheng Jiao|
WSDM	2011	Predicting future reviews: sentiment analysis models for collaborative filtering.	Noriaki Kawamae|
WSDM	2015	Negative Link Prediction in Social Media.	Jiliang Tang|Shiyu Chang|Charu C. Aggarwal|Huan Liu|

authorDB.txt部分结果： 

Shuguo Han	2	2008	2008
Wee Keong Ng	2	2008	2008
Jilles Vreeken	1	2015	2015
Aidong Zhang	1	2015	2015
Jing Gao	1	2015	2015
Suxin Guo	1	2015	2015
Fei Wang	1	2015	2015
Shiyu Chang	1	2015	2015
Nan Du	1	2015	2015
Wenwu Zhu 0001	1	2015	2015
Peng Cui	1	2015	2015
Huan Liu	1	2015	2015
Kang Li	1	2015	2015
Mingdong Ou	1	2015	2015
Charu C. Aggarwal	1	2015	2015
Jun Wang	1	2015	2015
Jiliang Tang	1	2015	2015
Kailash Budhathoki	1	2015	2015
Nenad Tomasev	1	2013	2013
Dunja Mladenic	1	2013	2013






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