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Express code prediction method and device, equipment and storage medium

A prediction method and coding technology, which are applied in the fields of equipment and storage media, devices, and express coding prediction methods, can solve problems such as low accuracy, and achieve the effect of improving accuracy and saving time.

Pending Publication Date: 2021-10-01
SHANGHAI DONGPU INFORMATION TECH CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0005] The purpose of the present invention is to provide a express code prediction method, device, equipment and storage medium, aiming at the relatively low accuracy rate of a single prediction method, based on the idea of ​​integrated learning, without increasing any equipment and computing power Adjust the forecasting scheme of the courier code to achieve the purpose of improving the forecasting accuracy

Method used

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  • Express code prediction method and device, equipment and storage medium
  • Express code prediction method and device, equipment and storage medium
  • Express code prediction method and device, equipment and storage medium

Examples

Experimental program
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Effect test

Embodiment 1

[0042] In this embodiment, multiple prediction methods are currently used to separately code and predict the express address, and then sort and output according to the accuracy of the prediction method. The accuracy of the prediction result is limited by the accuracy of a single prediction method, so that the entire code For the problem of low prediction recognition rate and accuracy in the prediction process, a courier coding prediction method is provided. Through the idea of ​​integrated learning, multiple existing prediction methods are integrated together to perform parallel coding prediction on the courier address. Save the time of coding prediction, and then calculate the confidence level of the predicted courier code (set weights for different prediction methods), and use the courier code with higher confidence as the final digital code to improve the accuracy of coding prediction.

[0043] Please see figure 1 , the express code prediction method includes the following ...

Embodiment 2

[0101] This embodiment provides a courier code prediction device, please refer to figure 2 , the courier code prediction device includes:

[0102] The first module 1 is used to create prediction models of various express delivery codes, based on historical express delivery address data, each prediction model is trained to obtain the accuracy of each prediction model; the prediction model of the express delivery code includes a full word prediction model, Word segmentation prediction model, address fence prediction model; the courier code refers to the serial numbers of the distribution centers, outlets, express cabinets and salesmen that the courier package passes through from collection to delivery;

[0103] The second module 2 is used to integrate multiple express code prediction models, and based on the confidence algorithm, create a target prediction model, input the express address to be predicted into the target prediction model, and use multiple express code prediction...

Embodiment 3

[0108] The second embodiment described above describes the express code prediction device of the present invention in detail from the perspective of modular functional entities, and the following describes the express code prediction device of the present invention in detail from the perspective of hardware processing.

[0109] Please see image 3, the courier code prediction device 500 may have relatively large differences due to different configurations or performances, and may include one or more processors (central processing units, CPU) 510 (for example, one or more processors) and memory 520, One or more storage media 530 (such as one or more mass storage devices) storing application programs 533 or data 532 . Wherein, the memory 520 and the storage medium 530 may be temporary storage or persistent storage. The program stored in the storage medium 530 may include one or more modules (not shown in the figure), and each module may include a series of instruction operation...

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Abstract

The invention discloses an express code prediction method and device, equipment and a storage medium. At present, a plurality of prediction methods are adopted to independently perform coding prediction on express addresses, then sorting output is performed according to the accuracy of the prediction methods, and the accuracy of prediction results is limited by the accuracy of a single prediction method, so that the prediction recognition rate and the accuracy of the whole coding prediction process are relatively low. In order to solve the problems, according to the invention, a plurality of existing prediction methods are integrated together to carry out parallel coding prediction on express addresses through the idea of integrated learning, so that the coding prediction time is saved; then, confidence calculation is carried out on the express codes obtained through prediction; and the express code with relatively high confidence are taken as a final express code. The express code prediction method is adjusted on the basis of not increasing any equipment and computing power, and the code prediction accuracy is improved.

Description

technical field [0001] The invention belongs to the technical field of logistics, and in particular relates to a express code prediction method, device, equipment and storage medium. Background technique [0002] Express delivery has become an indispensable part of people's lives, and the number of express deliveries is huge. Sorting according to the express address to transport to different destinations is an important part of express transportation. Although there are automatic sorting equipment that can speed up the sorting speed of express delivery to a certain extent, there are still certain technical problems. For example, the express address is written in text, and automatic sorting equipment can identify provinces, cities, districts, etc., but since there are no strict standards for address writing, more detailed addresses, such as streets, communities, roads, etc., still need to be manually corrected. Identify, sort and transport. The text of the address is more e...

Claims

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Application Information

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IPC IPC(8): G06Q10/04G06N20/20G06N3/04G06N3/08G06F40/289G06Q10/08
CPCG06Q10/04G06N20/20G06N3/08G06F40/289G06Q10/083G06N3/047G06N3/044G06N3/045
Inventor 杨周龙王豹李斯
Owner SHANGHAI DONGPU INFORMATION TECH CO LTD
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