Data processing: artificial intelligence – Machine learning
Reexamination Certificate
2006-10-31
2006-10-31
Knight, Anthony (Department: 2121)
Data processing: artificial intelligence
Machine learning
Reexamination Certificate
active
07130833
ABSTRACT:
To achieve classification of semistructured data with a Kernel method for labeled ordered trees, instances having a labeled ordered tree structure are input and their inner product is computed, the result of which is used for classification learning of the instances. In the inner product computation, a sum of matches is computed for descendant nodes of non-leaf nodes of the labeled ordered trees by applying dynamic programming based on correspondence in which order of the nodes is maintained.
REFERENCES:
patent: 5649068 (1997-07-01), Boser et al.
patent: 5675710 (1997-10-01), Lewis
patent: 5943669 (1999-08-01), Numata
patent: 6192360 (2001-02-01), Dumais et al.
patent: 6516308 (2003-02-01), Cohen
patent: 6976207 (2005-12-01), Rujan et al.
Harris Drucker, Donghui Wu, Vladimir N. Vapnik, “Support Vector Machines for Spam Categorization”, IEEE Transactions on Neural Networks, vol. 10, No. 5, Sep. 1999.
M. Fuller, E. Mackie, R. Sacks-Davis, R. Wilkinson, “Structured Answers for a Large Structured Document Collection”, Jul. 1993, Proceedings of the 16th annual international ACM SIGIR conference on Research and development in information retrieval.
Soumen Chakrabarti “Data mining for hypertext: A tutorial survey”, Jan. 2000, ACM SIGKDD Explorations Newsletter, vol. 1 Issue 2.
Kashima Hisashi
Koyanagi Teruo
Datskovskiy Sergey
Goldman Richard
International Business Machines - Corporation
Knight Anthony
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