CN101826176A - Personal finance billing input and intelligent classification technique - Google Patents
Personal finance billing input and intelligent classification technique Download PDFInfo
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- CN101826176A CN101826176A CN201010027338A CN201010027338A CN101826176A CN 101826176 A CN101826176 A CN 101826176A CN 201010027338 A CN201010027338 A CN 201010027338A CN 201010027338 A CN201010027338 A CN 201010027338A CN 101826176 A CN101826176 A CN 101826176A
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Abstract
The invention relates to a personal finance billing input and intelligent classification technique which is a computer software algorithm and a realization program thereof and is used for solving the problems of complicated billing input and overhigh requirement for finance professions of common people in the application of personal finance software. By using the technique, personal users can directly use natural languages for recording incoming and outgoing conditions without complicated keyboard and mouse operations and professional finance knowledge, therefore, the efficiency and the using experience of personal finance billing input are greatly improved, and the problems influencing the billing finance input of the personal users all the time are solved. The technique is realized on the basis of the following techniques: a Python programming language, a MySQL (Structured Query Language) database engine, a regular expression, a Web service technique and a Pylons Web application program frame. The technique mainly comprises a billing text analytical algorithm based on the natural language, a technique for continuously updating manufacturer data, goods data and commercial tenant data and the computer software program for realizing the techniques and solving the problem of complicated personal finance billing input.
Description
Technical field
Computing machine, software, management of personal money.
" management of personal money book keeping operation input ﹠amp; The intelligent classification technology " be cover computer software algorithm and a realization program thereof, be used for solving the book keeping operation input that management of personal money uses loaded down with trivial details, ordinary people's financial specialty is required too high problem.
The information spinner that management of personal money need be write down will comprise:
1) date of revenue and expenditure generation
2) kinsfolk of revenue and expenditure correspondence (I, relatives)
3) trade company, the revenue and expenditure that where takes place
4) which kind of commodity is brand buy or sell
5) label, revenue and expenditure type (wage, traffic, communication, diet etc.)
6) account comprises cash, credit card, bank's debit card, stock, fund, insurance, mortgage etc.
7) amount of money
8) revenue and expenditure is " income " or " expenditure " " management of personal money book keeping operation input ﹠amp; The intelligent classification technology " be intended to the trouble that run into when solving the above-mentioned information of record in the management of personal money process, realize that easily management of personal money easily experiences.
Background technology
2.1 Python, a kind of object-oriented of open source code, literal translation formula computer programming language also are a kind of powerful and perfect common type language has had the developing history of more than ten years, ripe and stable.
This language has very simple and direct and taxeme clearly, is fit to finish various high-rise tasks, almost can move in all operating system.Though Python may be categorized as " script " (script language) roughly, for example Zope, Mnet and BitTorrent of some large-scale software development plans in fact, Google also uses it widely.
The backer of Python prefers and claims it to be a kind of senior dynamic programming language, reason is the language that " script " general reference is only made the simple programming task, can only handle the programming language of simple task as shell script, JavaScript etc., can not mention in the same breath with Python.
In addition, owing to the good support of Python for C and other language, a lot of people also use Python as a kind of " glue language " (glue language).Use Python to carry out the program of other language compilation integrated and encapsulation.Use C++ to write the high part of performance requirement in a lot of projects of Google inside, call corresponding module with Python then.
Python has a powerful java standard library.Can make the instrument of writing before you can be adapted to many other tasks, java standard library can be expanded by User Defined, as the storehouse of writing with C or Python.By means of having a large amount of instruments based on java standard library, can use low-level language such as C and can be used as the C++ of other bank interfaces, Python has become a kind of powerful glue language that is applied between other language and the instrument.Owing to support multiple standards form and agreement such as MIME and HTTP, Python is very suitable for writing the application of network-oriented, as: graphical user module, the science that is connected to relational database, arbitrary accuracy calculate, the support of regular expression and carry out unit testing.
2.2 MySQL is the relational database management system of an open source code, the developer is a Sweden MySQL AB company.
MySQL has become the most popular database of increasing income owing to performance height, low, the good reliability of cost, is widely used in the middle-size and small-size website on the Internet.Along with the continuous maturation of MySQL, it also is used for more much scales website and application gradually, such as wikipedia, Google and Facebook.M among the popular open source software combination LAMP just is meant MySQL.
The characteristic of MySQL:
1) uses C and C++ to write, and used multiple compiler to test, guarantee the portability of source code.
2) support AIX, BSDi, FreeBSD, HP-UX, Linux, Mac OS, Novell NetWare, NetBSD, OpenBSD, OS/2Wrap, several operation systems such as Solaris, Windows.
3) provide API for multiple programming language.These programming languages comprise C, C++, C#, Delphi, Eiffel, Java, Perl, PHP, Python, Ruby and Tcl etc.
4) support multithreading, make full use of cpu resource, support the multi-user.
5) the SQL query algorithm of You Huaing improves inquiry velocity effectively.
6) can either be applied in the client-server network environment as an independent application program, also can be embedded in other the software as a storehouse.
7) provide multilingual support, common coding such as the GB of Chinese 2312, BIG5, the Shift JIS of Japanese etc. can be used as data table name and data rows name.
8) provide TCP/IP, ODBC to be connected approach with several data storehouses such as JDBC.
9) be provided for managing, check, optimizing the management tool of database manipulation.
10) can handle the large database that has dried ten thousand records.
2.3 regular expression in computer science, is meant that one is used for describing or mates a series of single character strings that meet the character string of certain syntactic rule.
In a lot of text editors or other instruments, regular expression is used to retrieve and/or replace the content of text that those meet certain pattern usually.A regular expression is commonly called a pattern (pattern), for being used for describing or mating a series of character strings that meet certain syntactic rule.For example: Handel,
With these three character strings of Haendel, can by
This pattern is described.
2.4 Web Service (Web service) is a kind of technology of Enterprise SOA, the Web agreement by standard provides service, and purpose is to guarantee that the application service of different platform can interoperability.
According to the definition of W3C, Web service (Web service) should be software systems, in order to the interactive operation of different machines between network enabled.The normally many application programming interfaces of network service (API) are formed, and they are by network, and for example the remote server end of Internet (Internet) is carried out the request of service that the client submits to.
Although the system of many different and branches that can't be situated between is contained in the definition of W3C, but we refer to relevant for transmitting the XML format messages according to soap protocol between the master-slave architecture (Client-server) usually.No matter definition still realizes, can provide a machine-readable description (usually based on WSDL) to serve with the WEB that the identification server is provided by server in the WEB service process.In addition, though WSDL is not the necessary condition of SOAP service endpoints, the main flow WEB service development framework based on Java often needs WSDL to realize that the source code of client generates at present.Some industrial standardization tissues such as WS-I, just force to comprise SOAP and WSDL in the WEB service definition.
2.5 Pylons is the Web application framework of an open source code, uses Python to write.It has carried out expanded application to the WSGI standard, has promoted reusability and function is divided into independently in the module.
Pylons is the typical case in the up-to-date Web application framework, is similar to Django and TurboGears.It is very dark that Pylons is influenced by Ruby onRails: its two assemblies, Routes and WebHelpers are that the Python of Rails characteristic realizes.
Pylons comprises a URL divider, and a html template engine, data base relation object map engine and other are used for the instrument of auxiliary web application exploitation.
Summary of the invention
In the following content and computer program algorithm relevant portion, all adopt Python to realize.To utilize " regular expression " technology in the realization.
The computer program of actual motion uses Pylons Web program frame to realize.To utilize " Web service " technology to provide between program and the technical interface of externally serving in the realization.
Relate to the storage of data and use, use the MySQL database engine to realize.
3.1 book keeping operation text analyzing algorithm based on natural language
Traditional management of personal money book keeping operation operation that uses a computer and handle needs loaded down with trivial details keyboard and mouse action, allows the user fill in or selects the various contents that comprise financial field specialized information, allows individual's recording work become complicated and is difficult to continue.
Such as, below this record: " today, mother bought 700 yuan of belle board leather shoes in the Pacific Ocean ",
If according to traditional financial records mode, then the personal user need make following operation to top this transaction:
1) opens a new financial records program interface
2) option date " today "
3) select the revenue and expenditure type, select " expenditure "
4) select income and expenditure account, select by " cash "
5) select the consumption label, select by " commodity consumption label ", from the detailed classification of daily expenditure, select again " footwear " then
6) select the consumption brand, select " belle "
7) the input amount of money (in this example, input " 700 ")
8) select kinsfolk, " mother "
9) select trade company, " Pacific Ocean "
If the daily small article of buying, early supper, car trip expenditure, then the record of every day will allow the user be pestered beyond endurance.
" management of personal money book keeping operation input ﹠amp; The intelligent classification technology ", then only need the user to write financial records with the custom of natural language, just can realize the effect of keeping accounts.The user can once write the input computer with many financial revenue and expenditure records, for example, user's input " paid out wages 5000 yuan yesterday, today, mother bought 700 yuan of belle board leather shoes in the Pacific Ocean ", analyzing and processing through this algorithm will realize the effect of above-mentioned troublesome operation automatically.
For realizing " input ﹠amp; Intelligent classification " effect, this algorithm comprises this several modules:
1) load module is used for the validity of individual's input is verified (getting rid of idle character and empty content)
2) date recognition module is used for the date that the analyzing personal revenue and expenditure takes place
3) kinsfolk's module is used to analyze the kinsfolk of revenue and expenditure correspondence
4) trade company's identification module is used to analyze the trade company that the place takes place revenue and expenditure, as assisting individual and trade company to analyze the reference of consumer behavior
5) brand recognition module is used to analyze the commodity brand that revenue and expenditure is associated
6) tag recognition module according to the result of brand recognition, is stamped label (wage, rent, life are daily, water power, traffic etc.) with individual's revenue and expenditure behavior
7) account identification module is used to analyze the pairing Account Type of revenue and expenditure (cash, credit card, wage card etc.)
8) amount of money identification module is used for the pairing amount of money of analyzing personal revenue and expenditure behavior
9) revenue and expenditure identification module, being used for the behavior of analyzing personal revenue and expenditure is " income " or " expenditure "
10) data integration module, with all results of last surface analysis, arrangement becomes record complete, that comprise each part financing data, is saved in the lane database individual corresponding account number.
3.2 the technology of continuous updating manufacturer, commodity, trade company's data
For keeping the accuracy of " trade company's identification module ", " brand recognition module ", need to upgrade timely the information of manufacturer's (production commodity), commodity, trade company, the development and the variation in reflection market.
" management of personal money book keeping operation input ﹠amp; The intelligent classification technology " realize this lasting renewal by 2 channels:
1), docks the regular update data with the development interface that moves the various e-commerce platforms of (issue) on the internet by the Web service technology.
2) individual is being used " management of personal money book keeping operation input ﹠amp; The intelligent classification technology " process in, initiatively participate in feedback, updated information is provided.
3.3 realize above technology and solve the computer software programs that a loaded down with trivial details difficult problem is imported in the management of personal money book keeping operation
Utilize Python to realize above-mentioned algorithm and generate the computer software programs storehouse, and build the input and output interface that to use for the individual (can use web browser to conduct interviews and browse) by Pylons web application framework and come call library, meet difficulty in the financing process thereby utilize above-mentioned technology to solve the individual, improve the efficient and the application of financing and experience.
Computer software programs comprise:
1) realizes the computer software programs storehouse of above-mentioned algorithm with Python
2) be used to deposit the MySQL database file of personal account information, accounting records, manufacturer, commodity, trade company's data
3) for the personal user provide use the interface, based on the procedure site of Pylons web application framework
4) provide the development data interface to obtain and upgrade the Web service program of manufacturer, commodity data from " Taobao " net, this program also is based on the exploitation of Pylons web application framework
Description of drawings
1) Fig. 1 " management of personal money book keeping operation input ﹠amp; The intelligent classification technology " problem that solves
2) principle of Fig. 2 " based on the book keeping operation text analyzing algorithm of natural language "
3) Fig. 3 realizes and solves the computer software programs framework of the loaded down with trivial details difficult problem of management of personal money book keeping operation input
4) inputting interface of Fig. 4 web application
5) accounting records (result) that generates after Fig. 5 web application execution algorithm
Embodiment
1) realized the Python routine library of algorithm, can directly be deployed on any computing machine (server) that the Python environment has been installed
2) at computing machine (server) deploy MySQL database engine
3) providing the computing machine of service (server) deploy Pylons web application, during deployment, will be from the program initialization script certainly
Move and in the MySQL database engine, set up required database file
4) providing the computing machine of service (server) deploy to obtain and upgrade the Web service program of manufacturer, commodity, trade company's data
5) domain name service of application on the Internet, and with dispose the good Pylons web application and computing machine (server) the IP address at Web service program place and bind
6) can provide the management of personal money billed services to the personal user
Claims (3)
1. based on the input of the book keeping operation text of natural language: solve the complex operation that faces in the present management of personal money book keeping operation software input process, the financial savvy specialty is required too high problem with computer software technology, software engineering only needs the individual that the record keeping text input of simple natural language is provided under this patent item.
2. the record keeping text of natural language is carried out the software algorithm of intelligent classification and analysis: based on the book keeping operation text analyzing of natural language, become the accounting records that comprises manufacturer, commodity, trade company, date, consumption label, account, the amount of money, revenue and expenditure, information about firms after the book keeping operation text-processing with input, so that every statement analysis of user personal assets liability management to be provided.
3. the computer program that utilizes this algorithm to realize.
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| Application Number | Priority Date | Filing Date | Title |
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| CN201010027338A CN101826176A (en) | 2010-01-21 | 2010-01-21 | Personal finance billing input and intelligent classification technique |
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| CN201010027338A CN101826176A (en) | 2010-01-21 | 2010-01-21 | Personal finance billing input and intelligent classification technique |
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Cited By (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN105427162A (en) * | 2015-11-26 | 2016-03-23 | 上海斐讯数据通信技术有限公司 | Cash gift bookkeeping device and use method thereof |
| CN105874485A (en) * | 2013-12-11 | 2016-08-17 | 崔伦华 | Method for inputting household accounting data for double-entry bookkeeping and household accounting system using same |
| CN108304374A (en) * | 2017-10-27 | 2018-07-20 | 深圳市腾讯计算机系统有限公司 | Information processing method and related product |
| CN108833421A (en) * | 2018-06-25 | 2018-11-16 | 万惠投资管理有限公司 | Automatic synchronization bookkeeping methods and device |
-
2010
- 2010-01-21 CN CN201010027338A patent/CN101826176A/en active Pending
Cited By (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN105874485A (en) * | 2013-12-11 | 2016-08-17 | 崔伦华 | Method for inputting household accounting data for double-entry bookkeeping and household accounting system using same |
| CN105427162A (en) * | 2015-11-26 | 2016-03-23 | 上海斐讯数据通信技术有限公司 | Cash gift bookkeeping device and use method thereof |
| CN108304374A (en) * | 2017-10-27 | 2018-07-20 | 深圳市腾讯计算机系统有限公司 | Information processing method and related product |
| CN108833421A (en) * | 2018-06-25 | 2018-11-16 | 万惠投资管理有限公司 | Automatic synchronization bookkeeping methods and device |
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Application publication date: 20100908 |