CN114936802A

CN114936802A - Index system construction method and device, storage medium and electronic equipment

Info

Publication number: CN114936802A
Application number: CN202210696990.1A
Authority: CN
Inventors: 邵名柱; 刘晓燕; 白永申; 赵云鹏; 时雷; 沈玉星
Original assignee: Lianren Healthcare Big Data Technology Co Ltd
Current assignee: Lianren Healthcare Big Data Technology Co Ltd
Priority date: 2022-06-20
Filing date: 2022-06-20
Publication date: 2022-08-23

Abstract

The invention discloses an index system construction method, an index system construction device, a storage medium and electronic equipment. The index system construction method comprises the following steps: in a pre-constructed management framework of a business line, a subject domain and a business process, extracting an atomic index and a modifier corresponding to each atomic index based on a data model in any business process, and verifying the uniqueness of the atomic index; generating a derivative index for any one atomic index and a target modifier obtained by screening from a plurality of modifiers corresponding to the atomic index, and performing uniqueness verification on the derivative index; generating a calculation index based on an atomic index and/or a derivative index and a calculation method, and performing uniqueness verification on the calculation index; and constructing an index system based on each atomic index, each derivative index and each calculation index. The purposes of construction of an index system, uniqueness verification of indexes and self-adaptive modification of abnormal indexes are achieved.

Description

Index system construction method and device, storage medium and electronic equipment

Technical Field

The present invention relates to the technical field of index management, and in particular, to a method and an apparatus for constructing an index system, a storage medium, and an electronic device.

Background

With the increase of the complexity of the medical industry business, the business processes are numerous, and the construction of an index system is particularly important.

At present, a flat index construction method is generally adopted for constructing an index system, and the index system is simple in construction mode. For example, it is often built on numerous indicators, often thousands of tens of thousands.

However, in the index system construction method in the prior art, the indexes such as the index caliber of "same name but different synonyms" and "same name but different names" are not unique, and an index association map is not established, so that adaptive modification cannot be performed according to abnormal indexes.

Disclosure of Invention

The invention provides an index system construction method, an index system construction device, a storage medium and electronic equipment, and aims to solve the problems of index system construction, index uniqueness verification and abnormal index adaptive tracking.

According to an aspect of the present invention, there is provided an index system construction method, including:

in a pre-constructed management framework of a business line, a subject domain and a business process, extracting an atomic index and a modifier corresponding to each atomic index based on a data model in any business process, and verifying the uniqueness of the atomic index;

generating a derivative index for any one atomic index and a target modifier obtained by screening from a plurality of modifiers corresponding to the atomic index, and performing uniqueness verification on the derivative index;

generating a calculation index based on an atomic index and/or a derivative index and a calculation method, and performing uniqueness verification on the calculation index;

and constructing an index system based on each atomic index, each derivative index and each calculation index.

According to another aspect of the present invention, there is provided an index constructing apparatus including:

and the atomic index extraction module is used for extracting the atomic indexes and the modifiers corresponding to the atomic indexes based on a data model in any business process, and verifying the uniqueness of the atomic indexes.

And the derivative index generation module generates a derivative index based on any one atomic index and a target modifier obtained by screening from a plurality of modifiers corresponding to the atomic index, and performs uniqueness verification on the derivative index.

And the calculation index generation module generates a calculation index based on the atomic index and/or the derivative index and a calculation method, and performs uniqueness verification on the calculation index.

And the index system construction module is used for constructing an index system based on each atomic index, each derivative index and each calculation index.

According to another aspect of the present invention, there is provided an electronic apparatus including:

at least one processor; and

a memory communicatively coupled to the at least one processor; wherein,

the memory stores a computer program executable by the at least one processor, the computer program being executable by the at least one processor to enable the at least one processor to perform a method of constructing a metric system as set forth in any of the embodiments of the present invention.

According to another aspect of the present invention, there is provided a computer-readable storage medium storing computer instructions for causing a processor to implement a method for constructing a metric system according to any one of the embodiments of the present invention when the computer instructions are executed.

According to the technical scheme of the embodiment of the invention, the problem that indexes in the index system are not unique is solved by providing the index system construction method, the index system construction device, the storage medium and the electronic equipment, the index system and the associated map are established, and the purposes of index uniqueness verification and adaptive modification of abnormal indexes in the index system are achieved.

It should be understood that the statements in this section do not necessarily identify key or critical features of the embodiments of the present invention, nor do they necessarily limit the scope of the invention. Other features of the present invention will become apparent from the following description.

Drawings

In order to more clearly illustrate the technical solutions in the embodiments of the present invention, the drawings needed to be used in the description of the embodiments will be briefly introduced below, and it is obvious that the drawings in the following description are only some embodiments of the present invention, and it is obvious for those skilled in the art to obtain other drawings based on these drawings without creative efforts.

Fig. 1 is a flowchart of an index system construction method according to an embodiment of the present invention;

FIG. 2 is a flowchart of a method for constructing an index system according to a second embodiment of the present invention;

FIG. 3 is a diagram of an index association map provided in a second embodiment of the present invention;

fig. 4 is a schematic structural diagram of an index constructing apparatus according to a third embodiment of the present invention;

fig. 5 is a schematic structural diagram of an electronic device according to a fourth embodiment of the present invention.

Detailed Description

In order to make the technical solutions of the present invention better understood, the technical solutions in the embodiments of the present invention will be clearly and completely described below with reference to the drawings in the embodiments of the present invention, and it is obvious that the described embodiments are only a part of the embodiments of the present invention, and not all of the embodiments. All other embodiments, which can be obtained by a person skilled in the art without making any creative effort based on the embodiments in the present invention, shall fall within the protection scope of the present invention.

It should be noted that the terms "first," "second," and the like in the description and claims of the present invention and in the drawings described above are used for distinguishing between similar elements and not necessarily for describing a particular sequential or chronological order. It is to be understood that the data so used is interchangeable under appropriate circumstances such that the embodiments of the invention described herein are capable of operation in other sequences than those illustrated or described herein. Furthermore, the terms "comprises," "comprising," and "having," and any variations thereof, are intended to cover a non-exclusive inclusion, such that a process, method, system, article, or apparatus that comprises a list of steps or elements is not necessarily limited to those steps or elements expressly listed, but may include other steps or elements not expressly listed or inherent to such process, method, article, or apparatus.

Example one

Fig. 1 is a flowchart of an index system construction method provided in an embodiment of the present invention, where this embodiment is applicable to a medical index management situation, the method may be executed by an index construction device, and the index construction device may be implemented in a form of hardware and/or software. As shown in fig. 1, the method includes:

s110, in a pre-constructed management framework of a business line, a subject domain and a business process, based on a data model in any business process, extracting an atomic index and a modifier corresponding to each atomic index, and performing uniqueness verification on the atomic index.

The management framework of the business line, the subject domain and the business process comprises different levels of the business line, the subject domain and the business process. The business line may include a plurality of subject domains, which may contain a plurality of business processes. For example, in the medical field, the service line may include, but is not limited to, medical management, quality safety, and health resources, and accordingly, taking the service line as the medical management example, the subject domain may include, but is not limited to, workload, work satisfaction, and the like. Taking the workload in the subject domain as an example, the business processes may include, but are not limited to, outpatient registration volumes, surgical workloads, and the like. The mathematical model in the business process may be a model for recording data of the business process, for example, in the case that the business process is an outpatient registration, the mathematical model may be a model for recording registration information, including registration source information, registration time information, registration category, etc., which record registration, and taking the registration source information as an example, may include window registration, internet registration, etc.

The atomic index can be a maximum range index used for recording information in a statistical data model, for example, a mathematical model of clinic registration is taken as an example, the atomic index can be the number of times of clinic registration, the modifier is an attribute word in the data model, for example, the mathematical model of clinic registration, and the attribute of the unregistered clinic registration information includes but is not limited to number source information, registration time information, registration category and the like, and is a modifier of the atomic index of the number of times of clinic registration.

In this embodiment, uniqueness verification is performed on the atomic index, so that duplication of the atomic index is avoided. The uniqueness verification of the atomic indexes comprises the step of determining verification parameters of each atomic index, wherein the verification parameters comprise index contents of the atomic indexes, business processes to which the atomic indexes belong, subject domains to which the atomic indexes belong and business lines to which the atomic indexes belong.

The service line-subject domain-service process management framework may be a tree framework structure, for example, each service line includes one or more subject domains, the service line may be a root node of the one or more subject domains, each subject domain may include one or more service processes, the subject domain is a root node of the one or more service processes, each service process may correspond to one or more atomic indexes, and accordingly, each service process may be a root node of the one or more atomic indexes. And sequentially determining verification parameters of the atomic indexes based on the business line, the subject domain, the business process and the node relation or the subordination relation of the atomic indexes.

For any atomic index, determining the index content of the atomic index, determining the business process to which the atomic index belongs, determining the subject domain to which the business process belongs, and determining the business line to which the subject domain belongs to obtain the verification parameter of the atomic index.

In this embodiment, the uniqueness verification of the atomic index may be that, for any atomic index, first similarity data of the verification parameter of the atomic index and the verification parameters of other atomic indexes are respectively determined, and the uniqueness verification result of the atomic index is determined based on the determined first similarity data.

The verification parameters of the atomic indexes are determined, and the verification parameters of the atomic indexes are compared with the verification parameters of other atomic indexes to obtain first similarity data. Specifically, the verification parameters may be converted into word vectors, for example, the word vectors may be converted through a word2vec model, the word vectors corresponding to the verification parameters are combined into verification vectors corresponding to the atomic index, first similarity data between the verification vector of the current atomic index and the verification vector of any other atomic index is determined, and the uniqueness of the current atomic index is determined through the first similarity data.

The calculation method of the similarity may be preset, and the calculation method of the similarity includes, but is not limited to, a euclidean distance, a manhattan distance, a pearson correlation coefficient, and the like. Respectively determining first similarity data of the current atomic index and other known atomic indexes based on any one preset similarity calculation method, comparing each first similarity data with a preset similarity threshold value, and determining the uniqueness of the atomic index according to the comparison result. Similarity may be expressed as a percentage and, correspondingly, the similarity threshold may range from 0 to 100%. The similarity threshold may be preset, for example, the preset similarity threshold is 80%. When the first similarity data is smaller than a preset similarity threshold value, the similarity between the current atomic index and the known atomic index is low, namely the current atomic index is different from the known atomic index, and when the first similarity data is larger than or equal to the preset similarity threshold value, the similarity between the current atomic index and the known atomic index is high, namely the current atomic index is the same as the known atomic index. In this embodiment, when the first similarity data of the current atomic index and each known atomic index is smaller than a preset similarity threshold, it is determined that the current atomic index satisfies uniqueness, and when the first similarity data of the current atomic index and any known atomic index is greater than or equal to the preset similarity threshold, it is determined that the uniqueness is not satisfied currently. And discarding the atomic indexes which do not meet the uniqueness, and avoiding the repetition of the atomic indexes.

In this embodiment, first similarity data between the verification parameter of the atomic index and the verification parameters of other atomic indexes is calculated by a preset similarity calculation method, and the first similarity data is compared with a preset similarity threshold to determine a uniqueness verification result of the atomic index. By quantifying the similarity, the uniqueness verification result of the atomic index is more accurate.

S120, generating a derivative index for any one atomic index and a target modifier obtained by screening from a plurality of modifiers corresponding to the atomic index, and performing uniqueness verification on the derivative index.

The derivative index may be a branch index under the atomic index, and is obtained by adding a limiting attribute to the atomic index, where the added limiting attribute may be one or more modifiers corresponding to the atomic index. The target modifier is selected from all modifiers of the atomic index and is used for generating modifiers of the derivative index, the target modifier can be one or more, and the target modifiers corresponding to different derivative indexes are different. In this embodiment, one or more target modifiers are selected from the multiple modifiers of the atomic index, and the selected target modifiers define the atomic index, thereby forming a derivative index. Illustratively, the atomic index may be the number of outpatient registers, the target modifier may be time, and correspondingly, the derivative index may be the number of outpatient registers over a specified period of time. By deriving the indexes, statistics of the branch indexes or different requirement indexes under the atomic indexes can be realized, and the statistical requirements are met.

And generating a derivative index corresponding to the atomic index based on the screened target modifier. The target modifier can be a modifier combination obtained by traversing a plurality of modifiers corresponding to the atomic index, and can also be a modifier combination selected according to the requirement of an operator. Optionally, the generating process of the derivative indicator may be that, for any atomic indicator, a modifier combination in multiple modifiers corresponding to the atomic indicator is traversed, and a derivative indicator is generated based on any modifier combination and the atomic indicator, where the modifier combination includes at least one modifier.

In this embodiment, a combination of multiple modifiers corresponding to a selected atomic index may be traversed by selecting an atomic index, where the modifier combination may be a modifier, a combination of two or more modifiers, and correspondingly, different numbers of combination traversals may be performed on the modifiers of the selected atomic index, for example, a combination traversal of one modifier is performed to obtain a combination of all modifiers including the selected atomic index, and a combination traversal of two modifiers may also be performed to obtain a combination of all modifiers including the selected atomic index, and so on. Illustratively, the atomic index is the number of outpatient registration persons, the modifiers include time, number source and registration type, and correspondingly, the modifier combination determined by traversal can be in the following combination form: the method comprises the steps of modifying word combination including time, modifying word combination including a number source, modifying word combination including a registration type, modifying word combination including time and a registration type, modifying word combination including a number source and a registration type and modifying word combination including a number source and time. And limiting the atomic index based on any modifier combination to obtain a derivative index.

And generating a derivation index based on any modifier combination and the corresponding atom index by traversing modifier combinations in a plurality of modifiers corresponding to the atom index. The generated derivative indexes comprise all possible generated derivative indexes based on the corresponding atomic indexes, so that the generated derivative indexes are more comprehensive.

In some embodiments, the derivative indicator may be generated by generating a derivative indicator based on the selected at least one modifier and the corresponding atomic indicator in response to a selection operation of the corresponding modifier of the atomic indicator. The modifier corresponding to the atomic index can be selected according to the requirement of an operator, and the derivative index is generated by identifying the modifier actively selected by the operator.

In this embodiment, the atomic index and the modifier corresponding to the atomic index may be selectively input through an operation interface, for example, the operation interface may include an atomic index selection control and a modifier selection control, the selected atomic index and modifier combination is determined by detecting the atomic index selection control and the modifier selection control, and when it is detected that, for example, the "determination" or "generation" control is selected, a corresponding derivative index is generated based on the selected atomic index and modifier combination.

And generating a corresponding derivative index based on the selected atomic index and the modifier corresponding to the atomic index, wherein an operator can select the atomic index and the modifier corresponding to the atomic index according to requirements to generate the corresponding derivative index, so that the modifier can be freely selected, and the generation process of the derivative index is more convenient.

And verifying the uniqueness of the generated derivative indexes. Optionally, performing uniqueness verification on the derived index includes determining verification parameters of the derived index, where the verification parameters of the derived index include an atom index and a modifier combination; determining second similarity data of the verification parameters of the derived indexes and the verification parameters of other derived indexes, and determining the uniqueness verification result of the derived indexes based on the determined second similarity data.

And comparing the verification parameters of the derived indexes with the verification parameters of other derived indexes by determining the verification parameters of the derived indexes to obtain second similarity data. And determining second similarity data according to the verification parameters of the derived indexes and the verification parameters of other derived indexes by a preset similarity calculation method, and verifying the uniqueness of the derived indexes by comparing the second similarity data with a preset similarity threshold. In this embodiment, when the second similarity data between the current derived index and each known derived index is smaller than a preset similarity threshold, it is determined that the current derived index satisfies uniqueness, and when the second similarity data between the current derived index and any known derived index is greater than or equal to the preset similarity threshold, it is determined that the uniqueness is not satisfied at present. And discarding the derived indexes which do not meet the uniqueness, and avoiding the repetition of the derived indexes.

In this embodiment, second similarity data between the verification parameters of the derived index and the verification parameters of other derived indexes is calculated by a preset similarity calculation method, and a uniqueness verification result of the derived index is determined. By quantifying the similarity, the uniqueness verification result of the derived indexes is more accurate.

In some embodiments, the uniqueness verifying of the derived indicators includes determining simulated statistics of the derived indicators based on historical data, and determining uniqueness verification results of the derived indicators based on the simulated statistics of each derived indicator.

The historical data can be data of a derivative index generation process in a previous period, and is analyzed and calculated based on data of the derivative index generation process in the previous period to obtain simulated statistical data of the derivative index, and uniqueness of the derivative index is verified based on the simulated statistical data of the derivative index. Specifically, the simulation statistical data of the current derived index is compared with the simulation statistical data of other derived indexes, and when the simulation statistical data of other derived indexes identical to the simulation statistical data of the current derived index exists, the current derived index is determined to be not unique, and when the simulation statistical data of other derived indexes identical to the simulation statistical data of the current derived index does not exist, the uniqueness of the current derived index is determined.

In this embodiment, the uniqueness of the derived index is verified based on the historical data of the derived index generation process. The verification process is based on historical data, and large deviation of verification results is avoided.

S130, generating a calculation index based on the atomic index and/or the derivative index and a calculation method, and performing uniqueness verification on the calculation index.

The calculation index may be an index of information generated by a calculation method based on the generated atomic index and/or the generated derivative index, for example, two or more atomic indexes may be generated by the calculation method, two or more derivative indexes may be generated by the calculation method, at least one atomic index and at least one derivative index may be generated by the calculation method, the calculation method may include, but is not limited to, an addition operation, a multiple operation, a proportional operation, and the like, and may be selected according to a requirement of an operator. Accordingly, generating a calculation index may be generating a calculation index in response to two or more generated indexes including an atomic index and a derivative index and a selection operation of a calculation method.

In some embodiments, the generated index and the calculation method may be selected through the operation interface, for example, the operation interface may include an index selection control and a calculation method selection control, the selected index and the calculation method are determined through detecting the index selection control and the calculation method selection control, and when it is detected that the control such as "determine" or "generate" is selected, the corresponding calculation index is generated based on the selected index and the calculation method.

And verifying the uniqueness of the calculation index based on the generated calculation index. Optionally, performing uniqueness verification on the calculation index includes determining a verification parameter of the calculation index, where the verification parameter of the calculation index includes a calculation method and a cited generated index; third similarity data of the verification parameters of the calculation indexes and the verification parameters of other calculation indexes are determined, and the uniqueness verification result of the calculation indexes is determined based on the determined third similarity data.

And comparing the verification parameters of the calculation indexes with the verification parameters of other calculation indexes by determining the verification parameters of the calculation indexes to obtain third similarity data. And calculating the third similarity data by the verification parameters of the calculation indexes and the verification parameters of other calculation indexes according to a preset similarity calculation method, and verifying the uniqueness of the calculation indexes by comparing the third similarity data with a preset similarity threshold. In this embodiment, when the third similarity data between the current calculation index and each known index is smaller than a preset similarity threshold, it is determined that the current calculation index satisfies uniqueness, and when the third similarity data between the current calculation index and any known index is greater than or equal to the preset similarity threshold, it is determined that the uniqueness is not satisfied currently. And discarding the calculation indexes which do not meet the uniqueness, thereby avoiding the repetition of the calculation indexes.

In this embodiment, third similarity data of the verification parameters of the calculation index and the verification parameters of other calculation indexes is calculated by a preset similarity calculation method, and the third similarity data is compared with a preset similarity threshold value to determine a uniqueness verification result of the calculation index. By quantifying the similarity, the uniqueness verification result of the calculation index is more accurate.

Optionally, the performing uniqueness verification on the calculation index includes determining simulation statistical data of the calculation index based on historical data, and determining a uniqueness verification result of the calculation index based on the simulation statistical data of each calculation index.

The historical data can be data of a calculation index generation process in the previous period, analysis and calculation are carried out on the basis of the data of the calculation index generation process in the previous period to obtain simulation statistical data of the calculation index, and the uniqueness of the calculation index is verified on the basis of the simulation statistical data of the calculation index.

In this embodiment, the uniqueness of the calculation index is verified based on the historical data of the calculation index generation process. The verification process is based on historical data, and large deviation of verification results is avoided. Specifically, the simulation statistical data of the current calculation index is compared with the simulation statistical data of other known indexes, the current calculation index is determined to be not unique under the condition that the simulation statistical data of other known indexes, which are the same as the simulation statistical data of the current calculation index, exist, and the uniqueness of the current calculation index is determined under the condition that the simulation statistical data of other known indexes, which are the same as the simulation statistical data of the current calculation index, do not exist.

S140, constructing an index system based on each atomic index, each derivative index and each calculation index.

According to the technical scheme of the embodiment, an index system construction method is provided, based on a management framework of a business line, a subject domain and a business process, an atomic index, a derivative index and a calculation index are respectively extracted, uniqueness verification is respectively performed, and an index system is constructed according to the obtained atomic index, derivative index and calculation index. The purposes of construction of an index system and determination of index uniqueness in the index system are achieved.

Example two

Fig. 2 is a flowchart of an index system construction method according to a second embodiment of the present invention, and the present embodiment is optimized based on the above embodiments. Optionally, after an index system is constructed, an index association map is constructed based on a dependency relationship among each atomic index, each derivative index and each calculation index, and an atomic index on which an abnormal index depends is determined based on the index association map; and based on the index association map, under the condition that the index caliber in any atomic index is updated, performing self-adaptive updating on the derivative index and the calculation index associated with the updated atomic index. The index correlation map is shown in fig. 3. The method comprises the following steps:

s210, in a pre-constructed management framework of a business line, a subject domain and a business process, extracting an atomic index and a modifier corresponding to each atomic index based on a data model in any business process, and performing uniqueness verification on the atomic index.

S220, generating a derivative index for any one atomic index and a target modifier obtained by screening from a plurality of modifiers corresponding to the atomic index, and performing uniqueness verification on the derivative index.

And S230, generating a calculation index based on the atomic index and/or the derivative index and the calculation method, and performing uniqueness verification on the calculation index.

S240, constructing an index system based on each atomic index, each derivative index and each calculation index.

S250, constructing an index association map based on the dependency relationship among the atomic indexes, the derivative indexes and the calculation indexes.

The association relation among the atomic indexes, the derived indexes and the calculation indexes can be represented by a map, and the association map can also be represented as a blood relationship map, so that the association relation can be visually and vividly detected. As shown in fig. 3, the atomic index may be represented as a1, a2, and accordingly, the derivative index may be represented as a1, a2, the calculation index calculated based on the atomic index a1, a2 may be represented as x1, the calculation index calculated based on the derivative index a1, a2 may be represented as z1, the calculation index calculated based on the atomic index a1 and the derivative index a1 may be represented as y1, the calculation index calculated based on the atomic index a2 and the derivative index a2 may be represented as y2, the calculation index calculated based on the atomic index a1 and the derivative index a2 may be represented as y3, and the calculation index calculated based on the atomic index a2 and the derivative index a1 may be represented as y 4.

S260, determining an atomic index on which an abnormal index depends based on the index association map; and/or based on the index association map, under the condition that the index caliber in any atomic index is updated, performing self-adaptive updating on the derivative index and the calculation index associated with the updated atomic index.

Based on the index association map, an atomic index on which any abnormal index of the atomic index, the derivative index and the calculation index depends can be determined, the derivative index and the calculation index associated with the atomic index with the updated index caliber can be updated adaptively, and the derivative index and the calculation index associated with the corrected atomic index can be updated adaptively after the atomic index on which the abnormal index depends is corrected. For example, when the atomic index a1 is associated with a derived index a1 and an associated calculation index x1, when the calculation index x1 is detected to be abnormal, the atomic index on which the calculation index x1 depends may be tracked to be a1 based on the index association map, the atomic index a1 may be corrected, the corrected atomic index is a11, the corrected derived index and calculation index associated with the atomic index may be updated adaptively based on the index association map, the derived index a1 may be updated adaptively to be a11, and the calculation index x1 may be updated adaptively to be x 11.

According to the technical scheme of the embodiment, the index system construction method is refined, the index association map is constructed on the basis of completing construction of the index system, the dependent atomic index is determined according to the abnormal index, and the associated derivative index and the calculation index are adaptively updated according to the index caliber in the atomic index.

EXAMPLE III

Fig. 4 is a schematic structural diagram of an index constructing apparatus provided in the third embodiment of the present invention. As shown in fig. 4, the apparatus includes:

the atomic index extraction module 410 extracts an atomic index and a modifier corresponding to each atomic index based on a data model in any business process, and performs uniqueness verification on the atomic index.

The derivative index generating module 420 generates a derivative index based on any one of the atomic indexes and a target modifier selected from the modifiers corresponding to the atomic index, and performs uniqueness verification on the derivative index.

And the calculation index generation module 430 generates a calculation index based on the atomic index and/or the derivative index and the calculation method, and performs uniqueness verification on the calculation index.

And an index system construction module 440 configured to construct an index system based on each of the atomic indexes, each of the derivative indexes, and each of the calculation indexes.

An atom index extraction module 410 to:

determining verification parameters of each atomic index, wherein the verification parameters comprise index content of the atomic index, a business process to which the atomic index belongs, a subject domain to which the atomic index belongs and a business line to which the atomic index belongs;

for any atomic index, first similarity data of the verification parameters of the atomic index and the verification parameters of other atomic indexes are respectively determined, and the uniqueness verification result of the atomic index is determined based on the determined first similarity data.

A derived indicator generating module 420, configured to:

traversing a modifier combination in a plurality of modifiers corresponding to any atomic index, and generating a derivative index based on any modifier combination and the atomic index, wherein the modifier combination comprises at least one modifier;

or,

and in response to the selection operation of the corresponding modifier of the atomic index, generating a derivative index based on the selected at least one modifier and the corresponding atomic index.

Determining verification parameters of the derived indexes, wherein the verification parameters of the derived indexes comprise atomic indexes and modifier word combinations; determining second similarity data of the verification parameters of the derived indexes and the verification parameters of other derived indexes, and determining uniqueness verification results of the derived indexes based on the determined second similarity data;

or determining simulation statistical data of the derived indexes based on historical data, and determining uniqueness verification results of the derived indexes based on the simulation statistical data of the derived indexes.

A calculation index generation module 430, configured to:

and generating a calculation index in response to two or more generated indexes and the selection operation of the calculation method, wherein the generated indexes comprise an atomic index and a derivative index.

Determining verification parameters of the calculation indexes, wherein the verification parameters of the calculation indexes comprise calculation methods and cited generated indexes; determining second similarity data of the verification parameters of the calculation indexes and the verification parameters of other calculation indexes, and determining the uniqueness verification result of the calculation indexes based on the determined second similarity data;

or determining the simulation statistical data of the calculation indexes based on historical data, and determining the uniqueness verification result of the calculation indexes based on the simulation statistical data of each calculation index.

An indicator system construction module 440 configured to:

after an index system is built, an index association map is built based on the dependency relationship among the atomic indexes, the derivative indexes and the calculation indexes.

Determining an atomic index on which an abnormal index depends based on the index correlation map; and/or the presence of a gas in the gas,

and based on the index association map, under the condition that the index caliber in any atomic index is updated, performing self-adaptive updating on the derivative index and the calculation index associated with the updated atomic index.

The index construction device provided by the embodiment of the invention can execute the index system construction method provided by any embodiment of the invention, and has the corresponding functional modules and beneficial effects of the execution method.

Example four

Fig. 5 is a schematic structural diagram of an electronic device according to a fourth embodiment of the present invention. The electronic device 10 is intended to represent various forms of digital computers, such as laptops, desktops, workstations, personal digital assistants, servers, blade servers, mainframes, and other appropriate computers. The electronic device may also represent various forms of mobile devices, such as personal digital assistants, cellular phones, smart phones, wearable devices (e.g., helmets, glasses, watches, etc.), and other similar computing devices. The components shown herein, their connections and relationships, and their functions, are meant to be exemplary only, and are not meant to limit implementations of the inventions described and/or claimed herein.

As shown in fig. 5, the electronic device 10 includes at least one processor 11, and a memory communicatively connected to the at least one processor 11, such as a Read Only Memory (ROM)12, a Random Access Memory (RAM)13, and the like, wherein the memory stores a computer program executable by the at least one processor, and the processor 11 can perform various suitable actions and processes according to the computer program stored in the Read Only Memory (ROM)12 or the computer program loaded from a storage unit 18 into the Random Access Memory (RAM) 13. In the RAM 13, various programs and data necessary for the operation of the electronic apparatus 10 can also be stored. The processor 11, the ROM 12, and the RAM 13 are connected to each other via a bus 14. An input/output (I/O) interface 15 is also connected to the bus 14.

A number of components in the electronic device 10 are connected to the I/O interface 15, including: an input unit 16 such as a keyboard, a mouse, or the like; an output unit 17 such as various types of displays, speakers, and the like; a storage unit 18 such as a magnetic disk, an optical disk, or the like; and a communication unit 19 such as a network card, modem, wireless communication transceiver, etc. The communication unit 19 allows the electronic device 10 to exchange information/data with other devices via a computer network such as the internet and/or various telecommunication networks.

Processor 11 may be a variety of general and/or special purpose processing components having processing and computing capabilities. Some examples of processor 11 include, but are not limited to, a Central Processing Unit (CPU), a Graphics Processing Unit (GPU), various specialized Artificial Intelligence (AI) computing chips, various processors running machine learning model algorithms, a Digital Signal Processor (DSP), and any suitable processor, controller, microcontroller, or the like. The processor 11 performs the various methods and processes described above, such as the XX method.

In some embodiments, a metric system construction method may be implemented as a computer program tangibly embodied in a computer-readable storage medium, such as storage unit 18. In some embodiments, part or all of the computer program may be loaded and/or installed onto the electronic device 10 via the ROM 12 and/or the communication unit 19. When the computer program is loaded into RAM 13 and executed by processor 11, one or more steps of the XX method described above may be performed. Alternatively, in other embodiments, the processor 11 may be configured to perform a metric system construction method by any other suitable means (e.g., by means of firmware).

Various implementations of the systems and techniques described here above may be implemented in digital electronic circuitry, integrated circuitry, Field Programmable Gate Arrays (FPGAs), Application Specific Integrated Circuits (ASICs), Application Specific Standard Products (ASSPs), system on a chip (SOCs), load programmable logic devices (CPLDs), computer hardware, firmware, software, and/or combinations thereof. These various embodiments may include: implemented in one or more computer programs that are executable and/or interpretable on a programmable system including at least one programmable processor, which may be special or general purpose, receiving data and instructions from, and transmitting data and instructions to, a storage system, at least one input device, and at least one output device.

A computer program for implementing a method of constructing a metric system of the present invention can be written in any combination of one or more programming languages. These computer programs may be provided to a processor of a general purpose computer, special purpose computer, or other programmable data processing apparatus, such that the computer programs, when executed by the processor, cause the functions/acts specified in the flowchart and/or block diagram block or blocks to be performed. A computer program can execute entirely on a machine, partly on a machine, as a stand-alone software package partly on a machine and partly on a remote machine or entirely on a remote machine or server.

EXAMPLE five

An embodiment of the present invention further provides a computer-readable storage medium, where a computer instruction is stored in the computer-readable storage medium, and the computer instruction is used to enable a processor to execute a method for constructing an index system, where the method includes:

In the context of the present invention, a computer-readable storage medium may be a tangible medium that can contain, or store a computer program for use by or in connection with an instruction execution system, apparatus, or device. A computer readable storage medium may include, but is not limited to, an electronic, magnetic, optical, electromagnetic, infrared, or semiconductor system, apparatus, or device, or any suitable combination of the foregoing. Alternatively, the computer readable storage medium may be a machine readable signal medium. More specific examples of a machine-readable storage medium would include an electrical connection based on one or more wires, a portable computer diskette, a hard disk, a Random Access Memory (RAM), a read-only memory (ROM), an erasable programmable read-only memory (EPROM or flash memory), an optical fiber, a portable compact disc read-only memory (CD-ROM), an optical storage device, a magnetic storage device, or any suitable combination of the foregoing.

To provide for interaction with a user, the systems and techniques described here can be implemented on an electronic device having: a display device (e.g., a CRT (cathode ray tube) or LCD (liquid crystal display) monitor) for displaying information to a user; and a keyboard and a pointing device (e.g., a mouse or a trackball) by which a user can provide input to the electronic device. Other kinds of devices may also be used to provide for interaction with a user; for example, feedback provided to the user can be any form of sensory feedback (e.g., visual feedback, auditory feedback, or tactile feedback); and input from the user may be received in any form, including acoustic, speech, or tactile input.

The systems and techniques described here can be implemented in a computing system that includes a back-end component (e.g., as a data server), or that includes a middleware component (e.g., an application server), or that includes a front-end component (e.g., a user computer having a graphical user interface or a web browser through which a user can interact with an implementation of the systems and techniques described here), or any combination of such back-end, middleware, or front-end components. The components of the system can be interconnected by any form or medium of digital data communication (e.g., a communication network). Examples of communication networks include: local Area Networks (LANs), Wide Area Networks (WANs), blockchain networks, and the internet.

The computing system may include clients and servers. A client and server are generally remote from each other and typically interact through a communication network. The relationship of client and server arises by virtue of computer programs running on the respective computers and having a client-server relationship to each other. The server can be a cloud server, also called a cloud computing server or a cloud host, and is a host product in a cloud computing service system, so that the defects of high management difficulty and weak service expansibility in the traditional physical host and VPS service are overcome.

It should be understood that various forms of the flows shown above may be used, with steps reordered, added, or deleted. For example, the steps described in the present invention may be executed in parallel, sequentially, or in different orders, and are not limited herein as long as the desired results of the technical solution of the present invention can be achieved.

The above-described embodiments should not be construed as limiting the scope of the invention. It should be understood by those skilled in the art that various modifications, combinations, sub-combinations and substitutions may be made in accordance with design requirements and other factors. Any modification, equivalent replacement, and improvement made within the spirit and principle of the present invention should be included in the protection scope of the present invention.

Claims

1. An index system construction method is characterized by comprising the following steps:

2. The method of claim 1, wherein performing uniqueness verification on the atomic index comprises:

determining verification parameters of each atomic index, wherein the verification parameters comprise index contents of the atomic indexes, business processes to which the atomic indexes belong, subject domains to which the atomic indexes belong and business lines to which the atomic indexes belong;

3. The method according to claim 1, wherein the generating a derivative index for any one of the atomic index and the target modifier selected from the modifiers corresponding to the atomic index comprises:

for any atomic index, traversing a modifier combination in a plurality of modifiers corresponding to the atomic index, and generating a derivative index based on any modifier combination and the atomic index, wherein the modifier combination comprises at least one modifier;

or,

4. The method according to claim 1, wherein generating a calculation index based on the atomic index and/or the derivative index and a calculation method comprises:

5. The method of claim 1, wherein the uniqueness verifying of the derived metric comprises:

determining verification parameters of the derived indexes, wherein the verification parameters of the derived indexes comprise atom indexes and modifier word combinations; determining second similarity data of the verification parameters of the derived indexes and the verification parameters of other derived indexes, and determining the uniqueness verification result of the derived indexes based on the determined second similarity data;

The uniqueness verification of the calculation index comprises the following steps:

determining verification parameters of the calculation indexes, wherein the verification parameters of the calculation indexes comprise calculation methods and cited generated indexes; determining third similarity data of the verification parameters of the calculation indexes and the verification parameters of other calculation indexes, and determining the uniqueness verification result of the calculation indexes based on the determined third similarity data;

6. The method of claim 1, wherein after constructing an indicator system, the method further comprises:

and constructing an index association map based on the dependency relationship among the atomic indexes, the derivative indexes and the calculation indexes.

7. The method of claim 6, further comprising:

determining an atomic index on which an abnormal index depends based on the index association map; and/or the presence of a gas in the gas,

8. An index construction device characterized by comprising:

9. An electronic device, characterized in that the electronic device comprises:

at least one processor; and

a memory communicatively coupled to the at least one processor; wherein,

the memory stores computer programs executable by the at least one processor to enable the at least one processor to perform a method of constructing a metric system as claimed in any one of claims 1 to 7.

10. A computer-readable storage medium storing computer instructions for causing a processor to implement a method of constructing a metric system as recited in any one of claims 1-7 when executed.