CN107180298A - A kind of recommendation method of investment project - Google Patents
A kind of recommendation method of investment project Download PDFInfo
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- CN107180298A CN107180298A CN201710283653.9A CN201710283653A CN107180298A CN 107180298 A CN107180298 A CN 107180298A CN 201710283653 A CN201710283653 A CN 201710283653A CN 107180298 A CN107180298 A CN 107180298A
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Abstract
The invention discloses a kind of recommendation method of investment project, to reduce the time energy to be spent when investor finds investment project, investor is assisted to be quickly found out eligible investment project.Methods described includes：Obtain the Investment Choice of investor；Investor is classified according to the Investment Choice of investor；Obtain the project information of investment project；Investment project is subjected to classification of the items；According to the project information of investment project, investment project is matched with the investor of different classifications, investment project and the matching degree of investor is obtained；Project information according to the information of investment project and with the sundry item of same classification of the items, be at war with force estimation to the investment project, obtains the competitiveness of investment project；The recommendation factor of the investment project to investor is obtained according to the competitiveness of the matching degree and the investment project of the investment project and investor；The investment project that the recommendation factor is more than predetermined threshold value is recommended into investor.
Description
Technical field
The present invention relates to investment field, the recommendation method of more particularly to a kind of investment project.
Background technology
Due to the call of " masses are started an undertaking, millions of people are innovated ", various regions government is all increasing the support dynamics to foundation, occurred in that
Large quantities of entrepreneurs, the substantial amounts of enterprise invested is occurred in that in investment field.Meanwhile, it is emerging with internet and big data
Rise, occur in that many throwings, financing platform.These are thrown, financing platform is often simply carried out simply to investment project by industry
Classification, or only consider that investment project is carried out classification arrangement by prospective earnings, investor is generally required in substantial amounts of investment item
The substantial amounts of time is wasted on mesh can just find suitable project.
Accordingly, it would be desirable to which a kind of recommendation method of investment project, can exclude to the inappropriate investment project of investor, reduce
The time energy to be spent when investor finds investment project, so as to assist investor to be quickly found out eligible investment project.
The content of the invention
The present invention provides a kind of recommendation method of investment project, to exclude to the inappropriate investment project of investor, subtracts
The time energy to be spent when few investor finds investment project, assists investor to be quickly found out eligible investment project.
A kind of recommendation method for investment project that the present invention is provided, including：
The Investment Choice of investor is obtained, the Investment Choice includes investment amount, expected returns, can bear risk, throwing
The one or more in preference are provided, the investment preference includes the industry to be invested, the team to be invested；
Investor is classified according to the Investment Choice of investor；
The project information of investment project is obtained, the project information includes：The existing fund of project team, project, project institute
One or more in industry, investor and investment amount where needing fund, project；
Investment project is subjected to classification of the items；
According to the project information of investment project, investment project is matched with the investor of different classifications, invested
Project and the matching degree of investor；
Project information according to the information of investment project and with the sundry item of same classification of the items, is carried out to the investment project
Competitiveness Assessment, obtains the competitiveness of investment project；
Investment project pair is obtained according to the competitiveness of the matching degree and the investment project of the investment project and investor
The recommendation factor of investor；
The investment project that the recommendation factor is more than predetermined threshold value is recommended into investor.
It is preferred that, the Investment Choice according to investor is classified investor, including：
Investor is divided into major class by investment preference, when an investor there are a variety of investment preferences, in each preference
The investor is divided into major class；
In each investment preference major class, the Investment Choice of investor is arranged in certain sequence, is considered as a multidimensional
Array；
In each investment preference major class, using SVMs to it is described by the Investment Choice of investor determine it is many
Dimension group is classified, and obtains the classification of investor.
It is preferred that, the project information for obtaining investment project, including：
The project information that project team is provided is used as project information；
When the project information that project team is provided is imperfect, using disclosed information as supplement, supplemented
Project information；
When the project information supplemented is still imperfect, the statistical result using the data of the project information of similar projects is entered
Row supplement, and be low authentic data by the data markers, the statistical result is average value, or the letter provided according to project team
Breath data and similar projects project information data ratio average value is modified after data.
It is preferred that, it is described that investment project is subjected to classification of the items, including：
Clustering is carried out to the project without low authentic data, classification of the items is obtained；
The project containing low authentic data and the distance of the cluster centre point of each classification of the items are calculated, the distance is found
Minimum classification of the items, the project containing low authentic data is divided into the classification of the items.
It is preferred that, the project information according to investment project, by investor's progress of investment project and different classifications
Match somebody with somebody, obtain investment project and the matching degree of investor, including：
By the data of cluster centre point of the classification of the items of investment project and being averaged for the Investment Choice of each class investor
Data are matched, and matching process used is：By the average data of the Investment Choice of investor according to cluster centre point data
Order is ranked up, and calculates both adjustment cosine similarity, as matching for classification of the items and each class investor
Degree；
When the matching degree of classification of the items and such investor are more than default threshold value, each in the classification of the items is calculated
Investment project and the matching degree of each investor in such investor, obtain investment project and the matching degree of investor.
It is preferred that, it is described according to the information of investment project and the project information with the sundry item of same classification of the items, to this
Investment project is at war with force estimation, obtains the competitiveness of investment project, including：
According to the existing fund of the project of investment project, investor and investment amount, with the sundry item of classification of the items
The existing fund of the number of entry, project, investor and investment amount obtain the competitiveness of the investment project, and the competitiveness is with being somebody's turn to do
The existing fund of project of investment project, investor and investment amount are into positive correlation, the sundry item with same classification of the items
The number of entry, the existing fund of project, investor and investment amount be into negative correlativing relation, wherein, according to investor all
The total amount invested in project sets the weight coefficient of the investor, and the weight coefficient is proportional to the investor in all items
The total amount of upper investment, to correct the influence of the investors of the different fund scale of constructions to the competitiveness of investment project.
It is preferred that, the competitiveness of the matching degree and the investment project according to the investment project and investor is obtained
Investment project to the recommendation factor of investor, including：
The competitiveness of investment project is normalized, the competition after the normalized of the investment project is obtained
Power；
Investment project is multiplied with the matching degree of investor with the competitiveness after the normalized, the investment is obtained
Mesh and the recommendation factor of investor.
Some beneficial effects of the present invention can include：
A kind of recommendation method for investment project that the present invention is provided, can be excluded to the inappropriate investment project of investor,
So as to reduce the time energy to be spent when investor finds investment project, investor is assisted to be quickly found out eligible investment
Mesh.
Other features and advantages of the present invention will be illustrated in the following description, also, partly becomes from specification
Obtain it is clear that or being understood by implementing the present invention.The purpose of the present invention and other advantages can be by the explanations write
Specifically noted structure is realized and obtained in book, claims and accompanying drawing.
Below by drawings and examples, technical scheme is described in further detail.
Brief description of the drawings
Accompanying drawing is used for providing a further understanding of the present invention, and constitutes a part for specification, the reality with the present invention
Applying example is used to explain the present invention together, is not construed as limiting the invention.In the accompanying drawings：
Fig. 1 is a kind of flow chart of the recommendation method of investment project in the embodiment of the present invention；
Embodiment
The preferred embodiments of the present invention are illustrated below in conjunction with accompanying drawing, it will be appreciated that preferred reality described herein
Apply example to be merely to illustrate and explain the present invention, be not intended to limit the present invention.
Fig. 1 is a kind of flow chart of the recommendation method of investment project in the embodiment of the present invention.As shown in figure 1, this method bag
Include following steps S101-S108：
S101, the Investment Choice for obtaining investor, the Investment Choice include investment amount, expected returns, can bear wind
One or more in danger, investment preference, the investment preference includes the industry to be invested, the team to be invested；
S102, according to the Investment Choice of investor investor is classified；
S103, the project information for obtaining investment project, the project information include：The existing fund of project team, project, item
One or more in industry, investor and investment amount where fund, project needed for mesh；
S104, investment project is subjected to classification of the items；
S105, the project information according to investment project, investment project is matched with the investor of different classifications, obtained
Investment project and the matching degree of investor；
S106, the information according to investment project and the project information with the sundry item of same classification of the items, to the investment
Mesh is at war with force estimation, obtains the competitiveness of investment project；
S107, according to the competitiveness of the matching degree and the investment project of the investment project and investor obtain invest item
The recommendation factor of the mesh to investor；
S108, by it is described recommendation the factor be more than predetermined threshold value investment project recommend investor.
The method provided according to the present invention, it is possible to achieve will be suitable according to different project information and the Investment Choice of investor
The investment project for closing investor recommends investor, so that reducing investor finds the time to be spent essence during investment project
Power, assists investor to be quickly found out eligible investment project.
In one embodiment of the invention, the Investment Choice according to investor is classified investor, including：
Investor is divided into major class by investment preference, when an investor there are a variety of investment preferences, in each preference
The investor is divided into major class；
In each investment preference major class, the Investment Choice of investor is arranged in certain sequence, is considered as a multidimensional
Array；
In each investment preference major class, using SVMs to it is described by the Investment Choice of investor determine it is many
Dimension group is classified, and obtains the classification of investor.
The method provided according to the present invention, can carry out finer classification to investor, so that for accurately to investment
People recommends investment project to lay the first stone.
In one embodiment of the invention, the project information for obtaining investment project, including：
The project information that project team is provided is used as project information；
When the project information that project team is provided is imperfect, using disclosed information as supplement, supplemented
Project information；
When the project information supplemented is still imperfect, the statistical result using the data of the project information of similar projects is entered
Row supplement, and be low authentic data by the data markers, the statistical result is average value, or the letter provided according to project team
Breath data and similar projects project information data ratio average value is modified after data.
The method provided according to the present invention, can obtain more complete investment project information, so that for accurately to investment
People recommends investment project to lay the first stone.
In one embodiment of the invention, it is described that investment project is subjected to classification of the items, including：
Clustering is carried out to the project without low authentic data, classification of the items is obtained；
The project containing low authentic data and the distance of the cluster centre point of each classification of the items are calculated, the distance is found
Minimum classification of the items, the project containing low authentic data is divided into the classification of the items.
The method provided according to the present invention, is classified by the project higher to reliability, can obtained more accurately
Classification of the items mode, then the relatively low project of reliability is assigned in already present classification of the items, reliability can be excluded relatively low
Influence of the project to classification of the items, obtains more accurately classification of the items, so that accurately to recommend investment project to beat to investor
Lower basis.
In one embodiment of the invention, the project information according to investment project, by investment project and different points
The investor of class is matched, and obtains investment project and the matching degree of investor, including：
By the data of cluster centre point of the classification of the items of investment project and being averaged for the Investment Choice of each class investor
Data are matched, and matching process used is：By the average data of the Investment Choice of investor according to cluster centre point data
Order is ranked up, and calculates both adjustment cosine similarity, as matching for classification of the items and each class investor
Degree；
When the matching degree of classification of the items and such investor are more than default threshold value, each in the classification of the items is calculated
Investment project and the matching degree of each investor in such investor, obtain investment project and the matching degree of investor.
The method provided according to the present invention, is accurately to investment by calculating the matching degree of investment project and investor
People recommends investment project to lay the first stone.
In one embodiment of the invention, it is described according to the information of investment project and the sundry item with same classification of the items
Project information, be at war with force estimation to the investment project, obtains the competitiveness of investment project, including：
According to the existing fund of the project of investment project, investor and investment amount, with the sundry item of classification of the items
The existing fund of the number of entry, project, investor and investment amount obtain the competitiveness of the investment project, and the competitiveness is with being somebody's turn to do
The existing fund of project of investment project, investor and investment amount are into positive correlation, the sundry item with same classification of the items
The number of entry, the existing fund of project, investor and investment amount be into negative correlativing relation, wherein, according to investor all
The total amount invested in project sets the weight coefficient of the investor, and the weight coefficient is proportional to the investor in all items
The total amount of upper investment, to correct the influence of the investors of the different fund scale of constructions to the competitiveness of investment project.
The method provided according to the present invention, by the information of different investment projects, can compare the competition between investment project
Power, while considering the selection of other investors, further increases the reliability of investment project, reduces the risk of investment project,
Investment project is recommended to lay the first stone to investor for safety and reliability.
In one embodiment of the invention, the matching degree and the investment according to the investment project and investor
The competitiveness of project obtains the recommendation factor of the investment project to investor, including：
The competitiveness of investment project is normalized, the competition after the normalized of the investment project is obtained
Power；
Investment project is multiplied with the matching degree of investor with the competitiveness after the normalized, the investment is obtained
Mesh and the recommendation factor of investor.
The method provided according to the present invention, while considering the competition of investment project and the matching degree and investment project of investor
Power, can by with the matching degree of investor is higher and the lower competitiveness of risk is higher project recommendation to investor, reduction investment
The time and efforts to be spent when people finds investment project, assists investor to be quickly found out eligible investment project.
A kind of recommendation method for investment project that the present invention is provided, can be excluded to the inappropriate investment project of investor,
So as to reduce the time energy to be spent when investor finds investment project, investor is assisted to be quickly found out eligible investment
Mesh.
It should be understood by those skilled in the art that, embodiments of the invention can be provided as method, system or computer program
Product.Therefore, the present invention can be using the reality in terms of complete hardware embodiment, complete software embodiment or combination software and hardware
Apply the form of example.Moreover, the present invention can be used in one or more computers for wherein including computer usable program code
The shape for the computer program product that usable storage medium is implemented on (including but is not limited to magnetic disk storage and optical memory etc.)
Formula.
The present invention is the flow with reference to method according to embodiments of the present invention, equipment (system) and computer program product
Figure and/or block diagram are described.It should be understood that can be by every first-class in computer program instructions implementation process figure and/or block diagram
Journey and/or the flow in square frame and flow chart and/or block diagram and/or the combination of square frame.These computer programs can be provided
The processor of all-purpose computer, special-purpose computer, Embedded Processor or other programmable data processing devices is instructed to produce
A raw machine so that produced by the instruction of computer or the computing device of other programmable data processing devices for real
The device for the function of being specified in present one flow of flow chart or one square frame of multiple flows and/or block diagram or multiple square frames.
These computer program instructions, which may be alternatively stored in, can guide computer or other programmable data processing devices with spy
Determine in the computer-readable memory that mode works so that the instruction being stored in the computer-readable memory, which is produced, to be included referring to
Make the manufacture of device, the command device realize in one flow of flow chart or multiple flows and/or one square frame of block diagram or
The function of being specified in multiple square frames.
These computer program instructions can be also loaded into computer or other programmable data processing devices so that in meter
Series of operation steps is performed on calculation machine or other programmable devices to produce computer implemented processing, thus in computer or
The instruction performed on other programmable devices is provided for realizing in one flow of flow chart or multiple flows and/or block diagram one
The step of function of being specified in individual square frame or multiple square frames.
Obviously, those skilled in the art can carry out the essence of various changes and modification without departing from the present invention to the present invention
God and scope.So, if these modifications and variations of the present invention belong to the scope of the claims in the present invention and its equivalent technologies
Within, then the present invention is also intended to comprising including these changes and modification.
Claims (7)
1. a kind of recommendation method of investment project, it is characterised in that including：
The Investment Choice of investor is obtained, the Investment Choice includes investment amount, expected returns, can bear risk, investment partially
One or more in good, the investment preference includes the industry to be invested, the team to be invested；
Investor is classified according to the Investment Choice of investor；
The project information of investment project is obtained, the project information includes：Provided needed for the existing fund of project team, project, project
One or more in industry, investor and investment amount where gold, project；
Investment project is subjected to classification of the items；
According to the project information of investment project, investment project is matched with the investor of different classifications, investment project is obtained
With the matching degree of investor；
Project information according to the information of investment project and with the sundry item of same classification of the items, is at war with to the investment project
Force estimation, obtains the competitiveness of investment project；
Investment project is obtained to investment according to the competitiveness of the matching degree and the investment project of the investment project and investor
The recommendation factor of people；
The investment project that the recommendation factor is more than predetermined threshold value is recommended into investor.
2. the method as described in claim 1, it is characterised in that the Investment Choice according to investor is divided investor
Class, including：
Investor is divided into major class by investment preference, when an investor there are a variety of investment preferences, in each preference major class
In be divided into the investor；
In each investment preference major class, the Investment Choice of investor is arranged in certain sequence, is considered as a Multidimensional numerical；
In each investment preference major class, using SVMs to many dimensions determined by the Investment Choice of investor
Group is classified, and obtains the classification of investor.
3. the method as described in claim 1, it is characterised in that the project information of the acquisition investment project, including：
The project information that project team is provided is used as project information；
When the project information that project team is provided is imperfect, using disclosed information as supplement, the project supplemented
Information；
When the project information supplemented is still imperfect, mended using the statistical result of the data of the project information of similar projects
Fill, and be low authentic data by the data markers, the statistical result is average value, or the Information Number provided according to project team
Data after being modified according to the ratio with the project information data of similar projects to average value.
4. the method as described in claim 1, it is characterised in that described that investment project is subjected to classification of the items, including：
Clustering is carried out to the project without low authentic data, classification of the items is obtained；
The project containing low authentic data and the distance of the cluster centre point of each classification of the items are calculated, the distance is found minimum
Classification of the items, the project containing low authentic data is divided into the classification of the items.
5. the method as described in claim 1, it is characterised in that the project information according to investment project, by investment project
Matched with the investor of different classifications, obtain investment project and the matching degree of investor, including：
By the data of the cluster centre point of the classification of the items of investment project and the average data of the Investment Choice of each class investor
Matched, matching process used is：By order of the average data of the Investment Choice of investor according to cluster centre point data
It is ranked up, and calculates both adjustment cosine similarities, as classification of the items and the matching degree of each class investor；
When the matching degree of classification of the items and such investor are more than default threshold value, calculate each in the classification of the items and invest
Project and the matching degree of each investor in such investor, obtain investment project and the matching degree of investor.
6. the method as described in claim 1, it is characterised in that the information according to investment project and with same classification of the items
The project information of sundry item, be at war with force estimation to the investment project, obtains the competitiveness of investment project, including：
According to the existing fund of the project of investment project, investor and investment amount, with classification of the items sundry item project
The existing fund of quantity, project, investor and investment amount obtain the competitiveness of the investment project, the competitiveness and the investment
The existing fund of project of project, investor and investment amount are into positive correlation, the item with the sundry item of same classification of the items
The existing fund of mesh number amount, project, investor and investment amount into negative correlativing relation, wherein, according to investor in all items
The total amount of upper investment sets the weight coefficient of the investor, and the weight coefficient is proportional to the investor in all items upslide
The total amount of money, to correct the influence of the investors of the different fund scale of constructions to the competitiveness of investment project.
7. the method as described in claim 1, it is characterised in that the matching degree according to the investment project and investor and
The competitiveness of the investment project obtains the recommendation factor of the investment project to investor, including：
The competitiveness of investment project is normalized, the competitiveness after the normalized of the investment project is obtained；
Investment project is multiplied with the matching degree of investor with the competitiveness after the normalized, obtain the investment project with
The recommendation factor of investor.
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| CN107909479A (en) * | 2017-12-06 | 2018-04-13 | 上海裕乾金融信息服务有限公司 | Financial asset quickly matches somebody with somebody mark system |
| CN108470032A (en) * | 2018-01-30 | 2018-08-31 | 天津中科智能识别产业技术研究院有限公司 | Overseas garden trade and investment promotion service system based on digital earth frame |
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| CN109118362A (en) * | 2018-07-26 | 2019-01-01 | 北京洪泰同创信息技术有限公司 | The method and apparatus of commerciality investment and financing transaction |
| CN109214772A (en) * | 2018-08-07 | 2019-01-15 | 平安科技（深圳）有限公司 | Item recommendation method, device, computer equipment and storage medium |
| CN109299905A (en) * | 2018-05-09 | 2019-02-01 | 北京京润恒远科技有限公司 | A kind of project appraisal method and system |
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| CN112434216A (en) * | 2020-11-13 | 2021-03-02 | 北京创业光荣信息科技有限责任公司 | Intelligent investment project recommendation method and device, storage medium and computer equipment |
| CN112445973A (en) * | 2020-11-13 | 2021-03-05 | 北京创业光荣信息科技有限责任公司 | Method and device for searching project, storage medium and computer equipment |
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