Transformative Pattern Learning

作者: David Jensen , MASSACHUSETTS UNIV AMHERST

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摘要: Abstract : Statistical analysis of relational data is a fundamental and novel problem in machine learning mining. Such constructs useful statistical models from about complex relationships among people, places, things, events. Supported by this research contract, we uncovered challenges inference data, designed implemented new languages for expressing deterministic probabilistic dependencies such developed algorithms models, an open-source system knowledge discovery containing over 40,000 lines code that has been downloaded more than 1000 times, evaluated the utility those undertaking large realistic applications.

参考文章(18)
Jennifer Neville, Ozgur Simsek, David Jensen, Autocorrelation and Relational Learning: Challenges and Opportunities Defense Technical Information Center. ,(2004) , 10.21236/ADA472226
Jennifer Neville, Micah Adler, David Jensen, Spectral Clustering with Links and Attributes Defense Technical Information Center. ,(2004) , 10.21236/ADA472209
David Jensen, Jennifer Neville, Autocorrelation and linkage cause bias in evaluation of relational learners inductive logic programming. ,vol. 2583, pp. 101- 116 ,(2002) , 10.1007/3-540-36468-4_7
David Jensen, Jennifer Neville, Linkage and Autocorrelation Cause Feature Selection Bias in Relational Learning international conference on machine learning. pp. 259- 266 ,(2002)
Amy McGovern, David Jensen, Identifying Predictive Structures in Relational Data Using Multiple Instance Learning international conference on machine learning. pp. 528- 535 ,(2003) , 10.21236/ADA465314
Matthew J. Rattigan, David Jensen, The case for anomalous link detection Proceedings of the 4th international workshop on Multi-relational mining - MRDM '05. pp. 69- 74 ,(2005) , 10.1145/1090193.1090205
Jennifer Neville, David Jensen, Lisa Friedland, Michael Hay, Learning relational probability trees knowledge discovery and data mining. pp. 625- 630 ,(2003) , 10.1145/956750.956830
David Jensen, Matthew Rattigan, Hannah Blau, Information awareness: a prospective technical assessment knowledge discovery and data mining. pp. 378- 387 ,(2003) , 10.1145/956750.956794