Invention Grant
US07958068B2 Method and apparatus for model-shared subspace boosting for multi-label classification
有权
用于多标签分类的模型共享子空间增强的方法和装置
- Patent Title: Method and apparatus for model-shared subspace boosting for multi-label classification
- Patent Title (中): 用于多标签分类的模型共享子空间增强的方法和装置
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Application No.: US11954308Application Date: 2007-12-12
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Publication No.: US07958068B2Publication Date: 2011-06-07
- Inventor: John R. Smith , Jelena Tesic , Rong Yan
- Applicant: John R. Smith , Jelena Tesic , Rong Yan
- Applicant Address: US NY Armonk
- Assignee: International Business Machines Corporation
- Current Assignee: International Business Machines Corporation
- Current Assignee Address: US NY Armonk
- Agency: Cantor Colburn LLP
- Agent Preston Young
- Main IPC: G06F15/18
- IPC: G06F15/18 ; G06E1/00 ; G06E3/00 ; G06G7/00

Abstract:
A computer program product includes machine readable instructions for managing data items, the instructions stored on machine readable media, the product including instructions for: initializing a plurality of base models; minimizing a joint loss function to select models from the plurality for a plurality of labels associated with the data items; and at least one of sharing and combining the selected base models to formulate a composite classifier for each label. A computer system and additional computer program product are provided.
Public/Granted literature
- US20090157571A1 METHOD AND APPARATUS FOR MODEL-SHARED SUBSPACE BOOSTING FOR MULTI-LABEL CLASSIFICATION Public/Granted day:2009-06-18
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