Transfer learning model interpretation implementation method and device, electronic equipment and storage medium

A transfer learning and model technology, applied in the field of data processing, can solve problems such as users' inability to perceive working status

Active Publication Date: 2020-04-28
ALIPAY (HANGZHOU) INFORMATION TECH CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

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Problems solved by technology

[0002]The data mining model is often a black box, and the user cannot perceive its internal working state

Method used

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  • Transfer learning model interpretation implementation method and device, electronic equipment and storage medium
  • Transfer learning model interpretation implementation method and device, electronic equipment and storage medium
  • Transfer learning model interpretation implementation method and device, electronic equipment and storage medium

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Embodiment Construction

[0027] In order to make the object, technical solution and advantages of the present invention clearer, the present invention will be described in further detail below in conjunction with specific embodiments and with reference to the accompanying drawings.

[0028] It should be noted that, unless otherwise defined, the technical terms or scientific terms used in the embodiments of the present invention shall have the usual meanings understood by those skilled in the art to which the present disclosure belongs. "First", "second" and similar words used in the present disclosure do not indicate any order, quantity or importance, but are only used to distinguish different components. "Comprising" or "comprising" and similar words mean that the elements or items appearing before the word include the elements or items listed after the word and their equivalents, without excluding other elements or items. Words such as "connected" or "connected" are not limited to physical or mechan...

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Abstract

The invention provides an interpretation scheme for lift tree model transfer learning, which can interpret the transfer learning based on the lift tree model and can support local interpretation and global interpretation of the transfer model.

Description

technical field [0001] The present invention relates to the technical field of data processing, in particular to a transfer learning model interpretation implementation method and device, electronic equipment, and a storage medium. Background technique [0002] A data mining model is often a black box, and users cannot perceive its inner working state. In order to improve the credibility of using the model, the interpretability of the model is very important, which can be used to determine whether the model is usable or to find problems in the model. [0003] Migration learning is widely used in many practical business scenarios, but how does the model improve the effect of the model in migration learning, and what kind of contribution does the data in the source domain and target domain have? At this time, it is necessary to explain the result model of migration learning . Therefore, it is necessary to provide a fast and effective method for implementing transfer learning...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06N20/00
CPCG06N20/00Y02D10/00
Inventor 方文静王力
Owner ALIPAY (HANGZHOU) INFORMATION TECH CO LTD
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