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Random grouping method and device, computer equipment and storage medium

A grouping method and technology of the control group, applied in the field of data statistics, can solve problems such as inability to directly calculate numerical variables, affect the accuracy of experimental results, and lose information on numerical variables, so as to avoid information loss, ensure accuracy, and distribute between groups minimal difference in effect

Pending Publication Date: 2021-12-10
INST OF INFORMATION ON TRADITIONAL CHINESE MEDICINE CACMS
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0005] Therefore, the present invention solves the technical problem that the traditional minimization method cannot directly calculate the numerical variables, and when the numerical variables are converted into categorical variables, the information of the numerical variables themselves will be lost, which ultimately affects the accuracy of the experimental results, thereby providing a A random grouping method, which is used to divide the samples to be grouped into corresponding treatment groups, comprising the following steps:

Method used

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  • Random grouping method and device, computer equipment and storage medium
  • Random grouping method and device, computer equipment and storage medium
  • Random grouping method and device, computer equipment and storage medium

Examples

Experimental program
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Embodiment 1

[0043] This embodiment provides a random grouping method, figure 1It is a flowchart illustrating that according to some embodiments of the present invention, the samples to be grouped are calculated to obtain the comprehensive evaluation index value, and the samples to be grouped are divided into the most suitable treatment groups according to the result of the comprehensive evaluation index value. Although the processes described below include operations in a particular order, it should be clearly understood that these processes may also include more or fewer operations, which may be performed sequentially or in parallel (e.g., using parallel processors) or multi-threaded environment).

[0044] This embodiment provides a random grouping method for dividing samples to be grouped into corresponding treatment groups, avoiding information loss caused by converting numerical variables into categorical variables, and ultimately affecting the accuracy of experimental results. Such ...

Embodiment 2

[0113] This embodiment provides a random grouping device, which is used to divide the samples to be grouped into corresponding treatment groups, avoiding information loss caused by converting numerical variables into categorical variables, and ultimately affecting the accuracy of experimental results. Such as figure 2 shown, including:

[0114] The acquisition module 201 is configured to acquire samples to be grouped, and the samples to be grouped are index values ​​measured by clinical trials. For details, please refer to the relevant description of step S101 in Embodiment 1, which will not be repeated here.

[0115] Calculation module 202, used to sequentially calculate the comprehensive evaluation obtained by adding the samples to be grouped into each treatment group according to the number of treatment groups, the data in each treatment group, the weight of the category corresponding to the samples to be grouped, and the number of categories Index value. For details, p...

Embodiment 3

[0127] This embodiment provides a computer device, such as image 3 As shown, the device includes a processor 301 and a memory 302, wherein the processor 301 and the memory 302 can be connected through a bus or in other ways, image 3 Take connection via bus as an example.

[0128]The processor 301 may be a central processing unit (Central Processing Unit, CPU). The processor 301 may also be other general-purpose processors, digital signal processors (Digital Signal Processor, DSP), graphics processors (Graphics Processing Unit, GPU), embedded neural network processors (Neural-network Processing Unit, NPU) or other Dedicated deep learning coprocessor, application specific integrated circuit (Application Specific Integrated Circuit, ASIC), field programmable gate array (Field-Programmable Gate Array, FPGA) or other programmable logic devices, discrete gate or transistor logic devices, discrete hardware components and other chips, or a combination of the above-mentioned types ...

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Abstract

The invention relates to the field of data statistics, in particular to a random grouping method and device, computer equipment and a storage medium; the method comprises the following steps: obtaining a to-be-grouped sample which is an index value measured by a clinical test; according to the number of the processing groups, the data in each processing group, the weight of the category corresponding to the to-be-grouped sample and the number of the categories, calculating a comprehensive evaluation index value obtained by adding the to-be-grouped sample into each processing group in sequence; and according to the comprehensive evaluation index value, determining a target processing group into which the to-be-grouped samples are added when the comprehensive evaluation index value is minimum, and dividing the to-be-grouped samples into the target processing group. According tot he invention, numerical variables contained in the to-be-grouped samples are directly utilized for calculation, so that information contained in the numerical variables cannot be lost, the classification result is more balanced, and the distribution difference between groups is minimum.

Description

technical field [0001] The invention relates to the field of data statistics, in particular to a random grouping method, device, computer equipment and storage medium. Background technique [0002] Clinical trials refer to the evaluation of the impact and effect of a certain medical treatment on health by allowing a specific group of people to participate in a clinical research. In order to obtain true and objective conclusions from clinical trials, clinical trials place great emphasis on the principle of randomness. [0003] The effect of randomization is to make the various control factors evenly distributed among the treatment groups, thereby eliminating their influence on the research results. Through randomized grouping technology, the data entering each treatment group can be kept as consistent as possible in terms of baseline characteristics, that is, to achieve statistical comparability between groups, so as to avoid control factors affecting the evaluation of the e...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G16H10/20G06F17/18
CPCG16H10/20G06F17/18
Inventor 文天才刘保延何丽云吕晓颖
Owner INST OF INFORMATION ON TRADITIONAL CHINESE MEDICINE CACMS