Automated synthesis of frequent event-sequences corpus from large-scale textual data and its application to WEB content tracking
| Project/Area Number |
16500078
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| Research Category |
Grant-in-Aid for Scientific Research (C)
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| Allocation Type | Single-year Grants |
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| Section | 一般 |
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| Research Field |
Intelligent informatics
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| Research Institution | University of Yamanashi |
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Principal Investigator |
IWANUMA Koji University of Yamanashi, Department of Research Interdisciplinary Graduate School of Medicine and Engineering, Professor, 大学院医学工学総合研究部, 教授 (30176557)
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| Project Period (FY) |
2004 – 2006
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| Project Status |
Completed (Fiscal Year 2006)
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| Budget Amount *help |
¥3,600,000 (Direct Cost: ¥3,600,000)
Fiscal Year 2006: ¥1,000,000 (Direct Cost: ¥1,000,000)
Fiscal Year 2005: ¥900,000 (Direct Cost: ¥900,000)
Fiscal Year 2004: ¥1,700,000 (Direct Cost: ¥1,700,000)
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| Keywords | sequential data mining / frequent sequence / text / WEB / online algorithm / newspaper article / relaxation method / event sequence corpus / プラウジング支援 / データマイング |
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| Research Abstract |
This research we studied and developed the following technologies:
1. a novel and rational frequency measure, called Total Frequency Measure, which satisfies anti-monotonic property and never causes duplicated counting within a very long single data sequence.
2. a online fast sequential data mining algorithm for extracting frequent subsequences within the framework of a infinite-length window.
3. a fast sequential mining algorithm based on the relaxation method which is intended for use for the framework of a finite-length window.
4. a intelligent sequential data mining method which uses an integrated occurrence criteria of frequency and information gain for subsequences.
5. a sequential pattern mining method for WEB access logs, which enables us to analyze access log data with considering page-staying time sequences
6. a new method for extracting important key words and/or phrases from newspaper articles in a huge newspaper corpus.
We showed the significance of the above technologies throughout huge amounts of experiments for evaluation.
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Report
(4 results)
Research Products
(33 results)
