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Systems and methods for quickly searching datasets by indexing synthetic data generating models

机译：通过索引合成数据生成模型来快速搜索数据集的系统和方法

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摘要

Systems and methods for searching datasets and classifying datasets are disclosed. For example, a system may include one or more memory units storing instructions and one or more processors configured to execute the instructions to perform operations. The operations may include receiving a test dataset from a client device and generating a test data model output using a data model, based on the test dataset. The operations may include processing test data model output by implementing an encoding method, a factorizing method, and/or a vectorizing method. The operations may include retrieving a reference data model output from a dataset index, based on a reference dataset. The operations may include generating a similarity metric based on the reference data model output and the test data model output. The operations may include classifying the test dataset based on the similarity metric and transmitting, to the client device, information comprising the classification.

机译：公开了用于搜索数据集的系统和方法和分类数据集。例如，系统可以包括存储指令的一个或多个存储器单元和一个或多个处理器，其被配置为执行用于执行操作的指令。操作可以包括从客户端设备接收测试数据集并基于测试数据集使用数据模型生成测试数据模型输出。操作可以包括通过实现编码方法，分解方法和/或矢量化方法来处理测试数据模型输出。操作可以包括基于参考数据集检索从数据集索引输出的参考数据模型。操作可以包括基于参考数据模型输出和测试数据模型输出生成相似度量。该操作可以包括基于相似度量和发送到客户端设备，包括分类的信息对测试数据集进行分类。

著录项

公开/公告号US11113124B2

专利类型
公开/公告日2021-09-07

原文格式PDF
申请/专利权人 CAPITAL ONE SERVICES LLC;
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申请/专利号US201916409745
发明设计人 AUSTIN WALTERS;JEREMY GOODSITT;GALEN RAFFERTY;VINCENT PHAM;ANH TRUONG;KATE KEY;REZA FARIVAR;MARK WATSON;
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申请日2019-05-10
分类号G06N20;G06F9/54;G06F17/16;G06N3/04;G06F11/36;G06N3/08;G06F21/62;G06N5/04;G06F17/15;G06T7/194;G06T7/254;G06T7/246;G06F16/2455;G06F16/22;G06F16/28;G06F16/906;G06F16/93;G06F16/903;G06F16/9038;G06F16/9032;G06F16/25;G06F16/335;G06F16/242;G06F16/248;G06F30/20;G06F40/166;G06F40/117;G06F40/20;G06F8/71;G06F17/18;G06F21/55;G06F21/60;G06K9/03;G06K9/62;G06K9/66;G06K9/68;G06K9/72;G06N7;G06Q10/04;G06T11;H04L29/06;H04L29/08;H04N21/234;H04N21/81;G06N5;G06N5/02;
国家 US
入库时间 2022-08-24 20:52:25

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