Invention Grant
- Patent Title: Systems and methods of parallel and distributed processing of datasets for model approximation
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Application No.: US16401748Application Date: 2019-05-02
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Publication No.: US10732983B1Publication Date: 2020-08-04
- Inventor: Matthew van Adelsberg , Rohit Joshi , Siqi Wang
- Applicant: Capital One Services, LLC
- Applicant Address: US VA McLean
- Assignee: CAPITAL ONE SERVICES, LLC
- Current Assignee: CAPITAL ONE SERVICES, LLC
- Current Assignee Address: US VA McLean
- Agency: Troutman Sanders LLP
- Agent Christopher J. Forstner; Brennan M. Carmody
- Main IPC: G06N7/00
- IPC: G06N7/00 ; G06F9/38 ; G06F9/26 ; G06F9/48

Abstract:
A system including: at least one processor; and at least one memory having stored thereon computer program code that, when executed by the at least one processor, controls the system to: receive a data model identification and a dataset; in response to determining that the data model does not contain a hierarchical structure, perform expectation propagation on the dataset to approximate the data model with a hierarchical structure; divide the dataset into a plurality of channels; for each of the plurality of channels: divide the data into a plurality of microbatches; process each microbatch of the plurality of microbatches through parallel iterators; and process the output of the parallel iterators through single-instruction multiple-data (SIMD) layers; and asynchronously merge results of the SIMD layers.
Information query
IPC分类:
G | 物理 |
G06 | 计算;推算或计数 |
G06N | 基于特定计算模型的计算机系统 |
G06N7/00 | 基于特定数学模式的计算机系统 |