WO2008104742A3 - Rule generation - Google Patents
Rule generation Download PDFInfo
- Publication number
- WO2008104742A3 WO2008104742A3 PCT/GB2008/000572 GB2008000572W WO2008104742A3 WO 2008104742 A3 WO2008104742 A3 WO 2008104742A3 GB 2008000572 W GB2008000572 W GB 2008000572W WO 2008104742 A3 WO2008104742 A3 WO 2008104742A3
- Authority
- WO
- WIPO (PCT)
- Prior art keywords
- data
- values
- data items
- generating
- model
- Prior art date
Links
Classifications
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N5/00—Computing arrangements using knowledge-based models
- G06N5/02—Knowledge representation; Symbolic representation
- G06N5/022—Knowledge engineering; Knowledge acquisition
- G06N5/025—Extracting rules from data
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- Engineering & Computer Science (AREA)
- General Engineering & Computer Science (AREA)
- Theoretical Computer Science (AREA)
- Physics & Mathematics (AREA)
- Data Mining & Analysis (AREA)
- Evolutionary Computation (AREA)
- Computational Linguistics (AREA)
- Computing Systems (AREA)
- General Physics & Mathematics (AREA)
- Mathematical Physics (AREA)
- Software Systems (AREA)
- Artificial Intelligence (AREA)
- Complex Calculations (AREA)
- Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
Abstract
A method of generating a rule from a predefined model, the model taking as input an input data set comprising a plurality of data items and generating an output value based upon values of said plurality of data items, a first data item of said plurality of data items taking a value from a set of at least three values. The method comprises processing an initial data set comprising initial values for each of said data items in said input data set to generate a plurality of modified data sets. The processing comprises modifying a value of said first data item while maintaining values of all others of said plurality of data items constant, applying each of said modified data sets to said model to generate a plurality of output values and generating at least one rule based upon said output values.
Applications Claiming Priority (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US90402007P | 2007-02-27 | 2007-02-27 | |
US60/904,020 | 2007-02-27 |
Publications (2)
Publication Number | Publication Date |
---|---|
WO2008104742A2 WO2008104742A2 (en) | 2008-09-04 |
WO2008104742A3 true WO2008104742A3 (en) | 2008-11-27 |
Family
ID=39661439
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
PCT/GB2008/000572 WO2008104742A2 (en) | 2007-02-27 | 2008-02-20 | Rule generation |
Country Status (1)
Country | Link |
---|---|
WO (1) | WO2008104742A2 (en) |
Families Citing this family (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JPWO2016147654A1 (en) * | 2015-03-18 | 2018-01-11 | 日本電気株式会社 | Rule generating device, rule generating method, and recording medium for storing rule generating program |
US10824951B2 (en) * | 2016-03-14 | 2020-11-03 | Huawei Technologies Co., Ltd. | System and method for rule generation using data processed by a binary classifier |
US10917302B2 (en) | 2019-06-11 | 2021-02-09 | Cisco Technology, Inc. | Learning robust and accurate rules for device classification from clusters of devices |
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2008
- 2008-02-20 WO PCT/GB2008/000572 patent/WO2008104742A2/en active Application Filing
Non-Patent Citations (8)
Title |
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ETCHELLS, JARMAN, LISBOA: "Empirically derived rules for adjuvant chemotherapy in breast cancer treatment", 2ND INTERNATIONAL CONFERENCE ON MEDICAL SIGNAL AND INFORMATION PROCESSING (MEDSIP'04), 6 September 2004 (2004-09-06) - 8 September 2004 (2004-09-08), XP002497637, Retrieved from the Internet <URL:http://www.cms.livjm.ac.uk/2nrich/docs/Papers/osre.pdf> * |
ETCHELLS, LISBOA: "Orthogonal search-based rule extraction (OSRE) for trained neural networks: a practical and efficient approach", IEEE TRANSACTIONS ON NEURAL NETWORKS, vol. 17, no. 2, March 2006 (2006-03-01), pages 374 - 384, XP002497639, Retrieved from the Internet <URL:http://dx.doi.org/10.1109/TNN.2005.863472> * |
ETCHELLS: "Rule extraction from neural networks: a practical and efficient approach", PHD THESIS MANUSCRIPT; LIVERPOOL JOHN MOORES UNIVERSITY, October 2003 (2003-10-01), XP002497677, Retrieved from the Internet <URL:http://www.cms.livjm.ac.uk/etchells/phd/etchells.pdf> * |
JARMAN , LISBOA: "A comparative study of NPI and PLANN-ARD by prognostic accuracy and treatment allocation for breast cancer patients", 2ND INTERNATIONAL CONFERENCE ON MEDICAL SIGNAL AND INFORMATION PROCESSING (MEDSIP'04), 6 September 2004 (2004-09-06) - 8 September 2004 (2004-09-08), XP002497638, Retrieved from the Internet <URL:http://www.cms.livjm.ac.uk/2nrich/docs/Papers/studynpi.pdf> * |
JARMAN, ETCHELLS, LISBOA: "Intelligent interface for adjuvant treatment planning in breast cancer", WORKSHOP ON INTELLIGENT DATA ANALYSIS IN MEDECINE AND PHARMACOLOGY (IDAMAP'05); 10TH EUROPEAN CONFERENCE ON ARTIFICIAL INTELLIGENCE IN MEDECINE (AIME'05), 24 July 2005 (2005-07-24), XP002497635, Retrieved from the Internet <URL:http://www.ailab.si/idamap/idamap2005/papers/09 Jarman CR.pdf> * |
LISBOA, BIGANZOLI, TAKTAK, ETCHELLS, JARMAN, HANE AUNG, AMBROGI: "Assessing flexible models and rule extraction from censored survival data", INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN'07), 12 August 2007 (2007-08-12) - 17 August 2007 (2007-08-17), pages 1663 - 1668, XP031154843, Retrieved from the Internet <URL:http://dx.doi.org/10.1109/IJCNN.2007.4371207> * |
LISBOA, ETCHELLS, JARMAN, HANE AUNG, CHABAUD, BACHELOT, PEROL, GARGI, BOURDÈS, BONNEVAY, NÉGRIER: "Time-to-event analysis with artificial neural networks: An integrated analytical and rule-based study for breast cancer", NEURAL NETWORKS, vol. 21, no. 2-3, 28 December 2007 (2007-12-28), pages 414 - 426, XP022526433, Retrieved from the Internet <URL:http://dx.doi.org/10.1016/j.neunet.2007.12.034> * |
MARTIN, JARMAN, LISBOA, ETCHELLS: "Profiling prognostic groups of breast cancer patients using clustering", 2ND INTERNATIONAL CONFERENCE ON MEDICAL SIGNAL AND INFORMATION PROCESSING (MEDSIP'04), 6 September 2004 (2004-09-06) - 8 September 2004 (2004-09-08), XP002497636, Retrieved from the Internet <URL:http://www.cms.livjm.ac.uk/2nrich/docs/Papers/profiling.pdf> * |
Also Published As
Publication number | Publication date |
---|---|
WO2008104742A2 (en) | 2008-09-04 |
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