Vital sign data processing method, system, device and computer readable medium

A data processing system, vital sign technology, applied in the field of systems, devices, computer readable media, and vital sign data processing methods, can solve problems such as unsatisfactory performance, ignoring the interdependence and correlation of vital sign data features, etc. , to achieve the effect of improving evaluation accuracy, improving performance, and improving overall performance

Active Publication Date: 2021-06-29
四川华迪信息技术有限公司
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AI Technical Summary

Problems solved by technology

[0005] However, these traditional methods mentioned above perform well in the face of a single classification task, but their performance is often unsatisfactory when dealing with multiple classification tasks at the same time.
[0006] This is because traditional machine learning methods ignore the interdependence and correlation between vital sign data features

Method used

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  • Vital sign data processing method, system, device and computer readable medium
  • Vital sign data processing method, system, device and computer readable medium
  • Vital sign data processing method, system, device and computer readable medium

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Embodiment Construction

[0050] It should be noted that, in the case of no conflict, the specific implementation methods, examples and features in the present application can be combined with each other. The present invention will now be described in detail with reference to the accompanying drawings and in conjunction with the following contents.

[0051] In order to enable those skilled in the art to better understand the solutions of the present invention, the technical solutions in the specific embodiments of the present invention and the examples will be clearly and completely described below in conjunction with the accompanying drawings in the specific embodiments of the present invention and the examples. , the described embodiments are only some of the embodiments of the present invention, but not all of them. Based on the specific implementation modes and examples in the present invention, all other implementation modes and examples obtained by persons of ordinary skill in the art without mak...

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Abstract

The present invention relates to data processing technology. The invention discloses a vital sign data processing method, system, device and computer readable medium. The vital sign data processing method of the present invention comprises the steps of: a, preprocessing the vital sign data; b, learning random latent variables in the vital sign data, and constraining the variable to a Gaussian distribution; c, passing through a neural network according to specific tasks The two fully connected network layers learn the feature representation of the vital sign data in each subset, and fuse the learned features of each subtask with the random latent variable features; d. Train the model and use it every 30 iterations The validation set verifies the model and keeps the best model; e. Use the test set to test the saved best model, and finally get the evaluation results of each task. The invention can accurately evaluate the ability and risk of the vital sign data of the healthy body, and the accuracy of the evaluation is greatly improved.

Description

technical field [0001] The present invention relates to a technique for analyzing and processing medical data by using a neural network and deep learning technology in the field, and in particular, relates to a vital sign data processing method, system, device, and computer-readable medium. Background technique [0002] Vital sign data mainly includes indicators of a healthy body such as blood pressure, blood sugar concentration, and blood oxygen level. According to medical research, through mining and analysis of some vital sign data, one can directly or indirectly know the current physical state of the healthy body and Evaluate some capabilities or possible future risks. Therefore, accurate modeling analysis and evaluation of vital sign data are of great importance in today's healthcare field. [0003] With the rapid development of artificial intelligence (especially deep learning), a series of new intersecting fields have emerged. Among them, the intersecting field of me...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G16H50/30G16H50/50G06N3/08
CPCG06N3/08G16H50/30G16H50/50
Inventor 王佳昊李亮李文雄闫航向平吴杨包晓乐
Owner 四川华迪信息技术有限公司
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