Invention Grant
- Patent Title: Systems and methods for large-scale randomized optimization for problems with decomposable loss functions
- Patent Title (中): 用于分解损失函数问题的大规模随机优化的系统和方法
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Application No.: US13169618Application Date: 2011-06-27
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Publication No.: US08903748B2Publication Date: 2014-12-02
- Inventor: Rainer Gemulla , Peter Jay Haas , John Sismanis
- Applicant: Rainer Gemulla , Peter Jay Haas , John Sismanis
- Applicant Address: US NY Armonk
- Assignee: International Business Machines Corporation
- Current Assignee: International Business Machines Corporation
- Current Assignee Address: US NY Armonk
- Agency: Ference & Associates LLC
- Main IPC: G06F15/18
- IPC: G06F15/18 ; G06F17/11 ; G06F7/58 ; G06F17/10 ; G06F15/78 ; G06F9/06

Abstract:
Systems and methods directed toward processing optimization problems using loss functions, wherein a loss function is decomposed into at least one stratum loss function, a loss is decreased for each stratum loss function to a predefined stratum loss threshold individually using gradient descent, and the overall loss is decreased to a predefined threshold for the loss function by appropriately ordering the processing of the strata and spending appropriate processing time in each stratum. Other embodiments and aspects are also described herein.
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