KR100851042B1 - Method for recommending extended advertising keyword and system thereof - Google Patents

Abstract

According to an embodiment of the present invention, a plurality of areas of an expanded advertisement keyword are received according to a step of receiving advertisement information to be advertised from an advertiser, extracting a keyword from the input advertisement information, analyzing the extracted keyword, and analyzing the extracted keyword. Provided is an extended advertising keyword recommendation method comprising the step of separating to recommend to the advertiser.

Ad, keyword, referral, expansion

Description

Method for recommending extended advertising keyword and system about

1 is a diagram illustrating a linkage relationship between an extended keyword keyword recommendation system and an advertiser terminal according to the present invention.

2 is a diagram showing the configuration of an extended advertising keyword recommendation system according to an embodiment of the present invention.

3 is a diagram illustrating a flow of a method for recommending an extended advertisement keyword according to another embodiment of the present invention.

4 is a diagram illustrating an example of providing an extended advertisement keyword.

<Explanation of symbols for the main parts of the drawings>

110: advertiser terminal

120: network

130: Extended ad keyword recommendation system

210: advertisement information input unit

220: keyword extraction unit

230: keyword analysis unit

240: expanded ad keyword provider

250: database

The present invention relates to a method and system for recommending an expanded ad keyword, and more particularly, to extract a keyword by analyzing a keyword of an advertisement site or an ad text that an advertiser wants to advertise, analyze the extracted keyword, and according to the analysis result. The present invention relates to a method and system for dividing an expanded advertising keyword into a plurality of areas and recommending the same to an advertiser.

In general, a method using an advertisement keyword allows an advertiser to purchase an advertisement keyword associated with a site or an item that the advertiser wants to advertise, and when the purchased advertisement keyword is searched, the advertiser advertises the site or the item in association with a search result. For example, if the advertiser wants to advertise the item 'aaa', if the item 'aaa' is a personal mobile device, the advertisement keyword 'personal mobile device' is purchased, and the advertisement keyword 'personal mobile device' is searched. The advertisement of the item 'aaa' is provided to the user who inputs the advertisement keyword as the search keyword in association with the search result of the advertisement keyword 'personal portable terminal'.

The conventional method of advertising through the search keyword is limited to a keyword that the advertiser subjectively associated with a keyword or an advertisement providing site associated with a site or an item to be advertised. For example, if an advertiser wants to advertise a site called 'bbb', the conventional method of advertising through a search keyword is to select the site name 'bbb' as an advertisement keyword, and the advertisement is displayed only to users who know the site name 'bbb'. Since it is possible to advertise only to users who do not know the site called 'bbb' to enjoy the advertising effect, there is a problem in that it does not provide a proper advertising service due to the selection of the wrong advertising keywords.

The present invention has been made in order to improve the prior art as described above, the advertiser extracts and analyzes the keywords included in the advertising site or ad text that the advertiser wants to advertise, and recommends the expanded advertising keywords according to the analysis results to the advertiser And to provide the system.

Another object of the present invention is to extract the keyword from the inputted advertising site or the text when the advertiser receives the advertising site or the text to be advertised from the advertiser and divide the expanded advertising keywords into a plurality of areas according to the analysis of the extracted keywords It is recommended to provide a method and system.

In order to achieve the above object and solve the problems of the prior art, the present invention comprises the steps of receiving the advertisement information to be advertised from the advertiser, extracting a keyword from the input advertisement information, and analyzing the extracted keyword According to the step and the result of the analysis provides a method for recommending an extended advertising keyword comprising the step of separating the expanded advertising keywords into a plurality of areas to recommend to the advertiser.

Extended ad keyword recommendation system according to another aspect of the present invention is an advertisement information input unit for receiving the advertisement information to be advertised from the advertiser, a keyword extraction unit for extracting a keyword from the input advertisement information, and analyzing the extracted keyword And a keyword analyzing unit and an expanded advertising keyword providing unit for dividing the expanded advertising keyword into a plurality of areas according to the analysis result and providing the same to the advertiser.

Hereinafter, a method and system for recommending an extended advertisement keyword according to an embodiment of the present invention will be described in detail with reference to the accompanying drawings.

1 is a diagram illustrating a linkage relationship between an extended keyword keyword recommendation system and an advertiser terminal according to the present invention.

Referring to FIG. 1, when an advertiser needs an advertisement keyword suitable for a site that an advertiser wants to advertise, the advertiser terminal 110 is requested to access the extended advertisement keyword recommendation system 130. Then, the advertiser terminal 110 connects to the extended advertising keyword recommendation system 130 through the communication network 120 in response to a request for access of the expanded advertising keyword recommendation system 130 from the advertiser.

The communication network 120 is a network transmitting data transmitted and received between the advertiser terminal 110 and the extended advertisement keyword recommendation system 130, and may be a wired communication network or a wireless communication network.

The advertiser terminal 110 receives the UAL or the text of the advertisement site to be advertised from the advertiser as advertisement information while the communication network 120 is connected to the extended advertisement keyword recommendation system 130. The UAL or the ad text is transmitted to the extended advertisement keyword recommendation system 130 through the communication network 120.

The Uniform Resource Locator (URL) is a standard for indicating the location of various types of information on the Internet. In general, a web browser is a tool that simultaneously supports various types of services existing on the Internet and simultaneously supports services such as HTTP, FTP, Usenet News, e-mail, gopher, and telnet. do. In order to obtain the necessary information from a number of servers that provide such various services, a system for indicating their location is required. The URL is to specify the location of the files in each of the servers providing a service on the web, and includes the type of service to be accessed, the location of the server (domain name, domain name), and the location of the file. The generic syntax consists of a computer name / directory name / filename with protocol: // information. The UL may be expressed as, for example, "http://www.ebook.com/Main/default.aspx".

The extended advertisement keyword recommendation system 130 receives the UAL or the advertisement text of the advertisement site input to the advertiser as the advertisement information from the advertiser terminal 110 connected through the communication network 120.

The extended advertisement keyword recommendation system 130 searches for an advertisement site corresponding to the received UAL, and analyzes a keyword described in a web page of the searched advertisement site or the advertisement text. That is, the expanded ad keyword recommendation system 130 considers the total frequency of occurrence of a specific keyword in the web page of the searched advertisement site or the entire document set of the ad text, and the number of documents in which the specific keyword appears in the entire document set. Analyze your important keywords.

The extended advertisement keyword recommendation system 130 extracts a key keyword or an advertisement keyword according to the analysis result. That is, the extended advertisement keyword recommendation system 130 extracts the core keyword or the advertisement keyword as an important keyword based on a term frequently used in a search according to a result of analyzing the keyword.

The extended advertisement keyword recommendation system 130 may search the advertisement site of the UAL to extract a biz-keyword that is sold as an advertisement keyword or exposed to a keyword advertisement service. The advertisement keyword is sold to the advertiser at least once and is recorded in the database as a search keyword mainly used by a user who has been selected as a keyword or used by a user who has searched for the advertisement site. In addition, the advertisement keyword is a keyword selected from keywords registered in the morphological analysis of the keywords included in the text (text) in the web page of the advertising site, using the average value of the analyzed morphemes.

The extended ad keyword recommendation system 130 may include a total frequency (tf) in which a specific keyword appears in a document set of a web page or an entire text of the advertisement site, and the number of documents in which the specific keyword appears in the entire document set (df). The importance of the keyword is determined based on the product of the inverse (idf) for. As the key keyword, as shown in Equation 1, the frequency in which a specific keyword appears in the entire document set, the number of documents in which the specific keyword appears in the entire document set, and a weight for each keyword are considered. In addition, the key keyword may be a keyword having a high number of views used as a search keyword among keywords extracted from the entire document in the web page of the advertisement site.

Key keyword = tf * idf + inter-word relevance

tf: term frequency, the total number of times a particular term appeared in the entire document set

df: document frequency, the number of documents in which a particular keyword appeared in the entire document set

idf: inverse document frequency, inverse of df

inter-word relevance: weight for the relevant keyword between each keyword

For example, if the keyword "search" and the "directory" keyword appear in the text, the expanded ad keyword recommendation system 130 determines that the keyword "search" and "directory" have a high relevance. Can be weighted.

The extended advertisement keyword recommendation system 130 selects a core keyword and extracts an advertisement keyword from the selected core keywords. That is, the extended advertisement keyword recommendation system 130 analyzes the morphemes of key keywords in the corresponding text and selects the keywords registered as the advertisement keywords.

The extended advertisement keyword recommendation system 130 analyzes the extracted advertisement keyword and provides the expanded advertisement keyword to the advertiser terminal 110 through the communication network 120 according to the analysis result. That is, the extended advertisement keyword recommendation system 130 selects the core keyword and the advertisement keyword according to the analysis result, obtains an average value of the selected core keyword and the advertisement keyword, and based on the obtained average value, the expanded advertisement A keyword is determined, and the determined extended advertisement keyword is divided into a plurality of areas and recommended to the advertiser.

As described above, the extended advertisement keyword recommendation system 130 according to the present invention receives the UAL or the text of the advertisement site to be advertised by the advertiser as advertisement information, and analyzes the input advertisement information to analyze the advertisement site or the advertisement. You can analyze the ad keywords that are appropriate for your text and recommend the results to the advertisers as expanded ad keywords.

In addition, the expanded ad keyword recommendation system 130 according to the present invention extracts and analyzes keywords included in an advertisement site or ad text that an advertiser wants to advertise, and recommends expanded ad keywords to advertisers by dividing them into a plurality of areas according to the analysis result. Can be.

Therefore, the present invention has an advantage of easily selecting an advertisement keyword suitable for an advertiser from among the expanded advertisement keywords provided in each region by providing the expanded advertisement keyword according to a result of analyzing the keyword of the advertisement site.

2 is a diagram showing the configuration of an extended advertising keyword recommendation system according to an embodiment of the present invention.

1 and 2, the extended ad keyword recommendation system 130 according to an embodiment of the present invention includes an advertisement information input unit 210, a keyword extractor 220, a keyword analyzer 230, and an expanded ad keyword. It includes a provider 240 and a database 250.

The advertisement information input unit 210 receives the UAL or the advertisement text of the advertisement site to be advertised from the advertiser as advertisement information. The case where the advertisement site to be advertised by the advertiser is an Internet bookstore site, and the URL of the Internet bookstore site is "http://www.ebook.com/Main/default.aspx" will be described as an example.

When the advertiser wants to receive a suitable advertisement keyword from the expanded ad keyword recommendation system 130 for advertising the e-book site, the Internet bookstore site through the advertisement information input unit 210 of the expanded ad keyword recommendation system 130. Enter the URL of http://www.ebook.com/Main/default.aspx directly. As such, in an embodiment of receiving the UAL of the advertisement site, the expanded advertisement keyword recommendation system 130 according to the present invention receives the UAL or the advertisement text of the advertisement site from the advertiser through the advertisement information input unit 210. It can be directly input as advertisement information.

In addition, the advertisement information input unit 210 may receive and receive the UAL of the advertisement site input by the advertiser from the advertiser terminal 110 connected through the communication network 120. When the advertiser wants to receive an advertisement keyword suitable for advertising the Internet bookstore site through the advertiser terminal 110 from the expanded advertisement keyword recommendation system 130, the advertiser terminal 110 uses the communication terminal 120 through the communication network 120. After accessing the expanded ad keyword recommendation system 130 and requesting the URL input of the advertisement site from the expanded ad keyword recommendation system 130, the URL of the Internet bookstore site "http://www.ebook.com/Main /default.aspx "through the advertiser terminal 110. Then, the advertiser terminal 110 transmits the URL of the Internet bookstore site input by the advertiser to the extended advertisement keyword recommendation system 130 through the communication network 120 as the advertisement information. As described above, in another embodiment, the UALEL of the advertisement site is inputted as advertisement information. The extended advertisement keyword recommendation system 130 according to the present invention uses the advertisement of the UAL of the advertisement site transmitted from the advertiser terminal 110 through the communication network 120. It may be received as information and input.

The keyword extractor 220 extracts a keyword by searching the web page of the input URL or the ad text. The keyword extraction result may include a keyword of an html page of the UAL advertising site, a site title of the advertisement site, a description, a search keyword, a title of the ad text, a key keyword, and the like. That is, the keyword extracting unit 220 searches for the web page or the ad text of the input URL of the URL, analyzes the text in the searched web page or the ad text guide, and analyzes the database 250. A keyword is extracted according to the analysis result of the text with reference. The database 250 may record and maintain keyword dictionary data for extracting the keyword.

For example, the keyword extracting unit 220 searches the web page or the ad text of the internet bookstore site, which is the UAL advertisement site, and analyzes the text in the searched web page to search for 'domestic, international, books, bestseller, million'. Various keywords such as sellers, writers, purchases, payments, cash, cards, etc. can be extracted.

In another example, the keyword extractor 220 searches the web page or the ad text of the input URL site of the URL, and searches the advertisement site with reference to the advertisement keyword sales information recorded in the database 250. Accordingly, the extracted keyword may be sold as an advertisement keyword even once, or the beads keyword exposed to the keyword advertisement service may be extracted.

The keyword analyzer 230 analyzes the extracted keyword. The keyword analyzer 230 analyzes the extracted keyword as a core keyword and an advertisement keyword.

The key keyword is a keyword that considers the frequency of appearance of a specific keyword in the document set of the web page or the entire text of the advertisement site, the number of documents in which the specific keyword appears in the entire document set, and a weight for each keyword. In addition, the core keyword may be a keyword having a high number of views used as a search keyword among keywords extracted from a web page of the advertisement site or the entire document in the ad text.

The keyword analyzing unit 230 analyzes the total frequency of occurrence of the specific keyword in the web page of the advertisement site or the entire document set in the ad text and the number of documents in which the specific keyword appears in the entire document set. The key keyword can be selected.

The keyword analyzing unit 230 analyzes the morphemes of the keywords included in the web page or the text of the advertisement guide text of the advertisement site, and selects them from the registered keywords using the average value of the analyzed morphemes. Is a keyword. In addition, the advertisement keyword may be sold to the advertiser at least once and may be recorded and maintained in the database 250 as a search keyword mainly used by a user who has previously been selected as a keyword or used by a user who has searched for the advertisement site. .

The keyword analyzing unit 230 assigns weights to keywords that are related to each keyword based on the analysis result. That is, the keyword analyzer 230 may assign a weighted keyword as a representative keyword based on the analyzed degree of related keyword.

For example, when the keyword 'search' and the 'directory' appear in the text of the web page of the advertisement site, the keyword analyzer 230 determines that the keyword 'search' and the 'directory' are highly related. 'Search' may be weighted to the representative keyword.

Also, the keyword analyzing unit 230 may select keywords registered as the advertisement keywords by analyzing the morphemes of the keywords included in the text of the web page of the advertisement site of the URL or the entire document set.

The expanded advertising keyword providing unit 240 divides the expanded advertising keywords into a plurality of areas according to the analysis result of the extracted keywords and provides them to the advertiser. That is, the expanded advertisement keyword providing unit 240 divides the expanded advertisement keyword into a representative keyword region, a tail keyword region, and a reference keyword region according to the analysis result and provides the advertiser with a predetermined number.

The representative keyword area is an area in which keywords having a predetermined rank or higher are provided in consideration of the number of views on the advertisement keyword, the previous month's sales by the advertisement keyword, the click through rate or the advertisement operation score of the online advertisement. In other words, the representative keyword area is an area for recommending a keyword that is recognized to some extent in search ads. For example, the top 10 items are considered in order of considering the number of clicks * previous month's sales * the number of impressions of the online advertisement. Representative keywords may be provided. The representative keyword may be provided to a desired advertiser as the most competitive keyword because there is some recognition to the user.

The tail keyword area is a region in which keywords having a predetermined rank or higher among remaining keywords except for the representative keyword are provided to keywords having a click number more than an average value of the online advertisements. That is, the tail keyword area may be provided with 10 tail keywords selected for keywords having an average of more than a keyword included in a web page selected as a biz site as the number of clicks of the online advertisement. The tail keyword is provided to the advertisers that are competitive in terms of cost and is provided to increase the return of investment.

The reference keyword area is an area in which keywords other than the representative keyword and the tail keyword are provided among keywords extracted from a search engine. That is, the reference keyword region allows the advertiser to select variously as necessary as the remaining keywords excluded from the representative keyword region and the tail keyword region are provided.

The expanded advertising keyword providing unit 240 may determine the corresponding keyword as the expanded advertising keyword when the average value of the analyzed keyword is larger than a predetermined reference value. That is, if an excessive number of expanded advertising keywords are provided to the advertiser, the expanded ad keyword providing unit 240 may have a problem that the advertiser should consider which advertisement keyword to select. Provide a set number of expanded advertising keywords to increase the

As described above, the extended advertisement keyword recommendation system 130 according to the present invention may not use all of the analyzed keywords but select only the keywords exceeding a predetermined reference value and provide the extended advertisement keywords.

Therefore, when the advertiser enters the URL or the ad text of the advertisement site to be advertised, the expanded advertisement keyword recommendation system 130 according to the present invention analyzes the web page or the ad text of the input URL of the advertisement site. May be extracted, and the extended keyword may be divided into a plurality of areas by analyzing the extracted keyword to be recommended to the advertiser.

Therefore, the present invention can more effectively advertise the advertisement site or the text by providing the expanded advertising keyword to different areas according to the characteristics of the result of analyzing the keyword included in the advertisement site or the text that the advertiser wants to advertise. There is an advantage that the advertiser can select a variety of expanded advertising keywords.

3 is a diagram illustrating a flow of a method for recommending an extended advertisement keyword according to another embodiment of the present invention.

Referring to FIGS. 1 and 3, in operation S310, the advertisement keyword recommendation system 130 receives a UAL (URL) or advertisement text of an advertisement site from an advertiser as advertisement information.

The case where the advertisement site to be advertised by the advertiser is an Internet bookstore site, and the URL of the Internet bookstore site is "http://www.ebook.com/Main/default.aspx" will be described as an example.

When the advertiser wants to receive a suitable advertising keyword from the expanded advertising keyword recommendation system 130 to advertise the Internet bookstore site, the advertiser of the URL of the Internet bookstore site "http: / You can enter /www.ebook.com/Main/default.aspx "directly. For example, in step S310, the extended advertisement keyword recommendation system 130 may receive a UAL or the ad text of the advertisement site directly from the advertiser, for example, as the advertisement information.

In another example, in step S310, the extended advertisement keyword recommendation system 130 may display the UAL or the advertisement text of the advertisement site input by the advertiser from the advertiser terminal 110 connected through the communication network 120. You can also receive input. When the advertiser wants to receive an advertisement keyword suitable for advertising the Internet bookstore site through the advertiser terminal 110 from the expanded advertisement keyword recommendation system 130 in more detail, the advertiser network 110 uses the advertiser terminal 110. When the UAL input of the advertisement site is requested from the advertisement keyword recommendation system 130 after accessing the expanded advertisement keyword recommendation system 130 through, for example, the URL of the Internet bookstore site "http: //www.ebook. com / Main / default.aspx "through the advertiser terminal 110. Then, the advertiser terminal 110 transmits the URL information of the Internet bookstore site input by the advertiser to the extended advertisement keyword recommendation system 130 through the communication network 120. Accordingly, in step S310, the extended advertisement keyword recommendation system 130 receives and receives the UAL or the advertisement text of the Internet bookstore site transmitted from the advertiser terminal 110 through the communication network 120 as the advertisement information.

In operation S320, the extended advertisement keyword recommendation system 130 searches for the input URL or the ad text of the URL, and extracts the keyword. That is, in step S320, the extended ad keyword recommendation system 130 searches the web page or the ad text of the input URL of the URL, and analyzes text in the searched web page or the ad text. The keyword is extracted according to the analysis result of the text by referring to the database.

For example, in step S320, the extended ad keyword recommendation system 130 searches the input URL or ad text of the URL, the keyword of the html page of the advertisement site, the site title of the advertisement site, description, the search keyword, The title of the ad text, key keywords of the ad text, and the like can be extracted.

As another example, in step S320, the extended advertisement keyword recommendation system 130 searches for a web page of an internet bookstore site by the input URL of the URL, and analyzes the text in the searched web page to read 'domestic, foreign, book'. , Books, bestsellers, millions of sellers, authors, purchases, payments, cash, cards, and the like.

As another example, in step S320, the extended advertisement keyword recommendation system 130 searches the advertisement site of the input URL, and searches the advertisement site with reference to the advertisement keyword sales information recorded in the database. The extracted keyword may be extracted as an advertisement keyword even once or the beads keyword exposed to the keyword advertisement service may be extracted.

In operation S330, the extended advertisement keyword recommendation system 130 analyzes the extracted keyword. In operation S330, the extended advertisement keyword recommendation system 130 analyzes the extracted keyword as a core keyword and an advertisement keyword.

The key keyword is a keyword that considers the frequency of occurrence of a specific keyword in the web page of the UAL advertisement site or the entire document set, the number of documents in which the specific keyword appears in the entire document set, and a weight for each keyword. to be. In addition, the core keyword may be a keyword having a high number of views used as a search keyword among keywords extracted from a web page of the advertisement site or the entire document in the ad text.

The advertisement keyword is a keyword selected from keywords registered in the web page of the advertisement site or the text included in the text of the ad text by analyzing the morpheme and using the average value of the analyzed morphemes. . In addition, the advertisement keyword is sold to the advertiser at least once, and when the advertisement site or the text is to be advertised, a keyword previously selected as a keyword or mainly used by a user interested in the advertisement site or the text is stored in a database. Records can be maintained.

In operation S330, the extended ad keyword recommendation system 130 may display the total frequency of occurrence of the specific keyword in the web page of the advertisement site or the entire document set in the ad text, and the specific keyword in the entire document set. The extended advertisement keyword may be selected by analyzing the number of documents.

In operation S330, the extended advertisement keyword recommendation system 130 may further include analyzing the extracted keywords and assigning weights to keywords related to each keyword according to the result. In addition, in operation S330, the extended advertisement keyword recommendation system 130 may assign a weighted keyword as a representative keyword based on the analyzed keyword's relevance. For example, if the keyword 'search' and the keyword 'directory' appear in the text of the web page of the advertisement site, in step S330, the expanded ad keyword recommendation system 130 may use the keyword 'search' and 'directory'. As it is determined that the relevance is high, a weight may be assigned to the representative keyword of 'search'.

In operation S330, the extended ad keyword recommendation system 130 may further include analyzing the morphemes of the keywords in the text of the entire document in the web page of the advertisement site, and selecting the keywords registered as the advertisement keywords. Can be.

In operation S340, the extended advertisement keyword recommendation system 130 divides the expanded advertisement keyword into a plurality of areas according to the analysis result and provides the expanded advertisement keyword to the advertiser. That is, in step S340, the extended advertisement keyword recommendation system 130 divides the extended advertisement keyword into a representative keyword region, a tail keyword region, and a reference keyword region according to the analysis result, and recommends the predetermined number of advertisements to the advertiser.

4 is a diagram illustrating an example in which an extended advertisement keyword is provided.

Referring to FIG. 4, reference numeral 410 represents an example of the representative keyword region, reference numeral 420 represents an example of the tail keyword region, and reference numeral 430 represents an example of the reference keyword region. .

The representative keyword area is an area in which keywords having a predetermined rank or higher are provided in consideration of the number of views on the advertisement keyword, the previous month's sales by the advertisement keyword, the click through rate or the advertisement operation score of the online advertisement. In other words, the representative keyword area is an area for recommending a keyword that is recognized to some extent in search ads. For example, the top 10 items are considered in order of considering the number of clicks * previous month's sales * the number of impressions of the online advertisement. Representative keywords may be provided. The representative keyword may be provided to a desired advertiser as the most competitive keyword because there is some recognition to the user. That is, the representative keyword is a keyword that considers the number of views on the advertisement keyword, the previous month's sales by the advertisement keyword, the click through rate relative to the number of exposures of the online advertisement, and the advertisement operation score.

The tail keyword area is a region in which keywords having a predetermined rank or higher among remaining keywords except for the representative keyword are provided to keywords having a click number more than an average value of the online advertisements. That is, the tail keyword area may be provided with 10 tail keywords selected for keywords having an average of more than a keyword included in a web page selected as a biz site as the number of clicks of the online advertisement. The tail keyword is provided to the advertisers that are competitive in terms of cost and is provided to increase the return of investment. That is, the tail keyword is a keyword within a predetermined rank among the remaining keywords except for the representative keyword, for keywords having a click-through rate more than an average value of the online advertisements.

The reference keyword area is an area in which keywords other than the representative keyword and the tail keyword are provided among keywords extracted from a search engine. That is, the reference keyword region allows the advertiser to select variously as needed as the remaining keywords excluded from the representative keyword region and the tail keyword region are provided. The reference keyword includes remaining keywords except the representative keyword and the tail keyword among keywords extracted from a search engine.

As described above, the method for recommending an extended advertisement keyword according to the present invention may extract and analyze a keyword included in an advertisement site or an advertisement text that an advertiser wants to advertise, and recommend the expanded advertisement keyword according to the analysis result to the advertiser.

In addition, the method for recommending an expanded ad keyword according to the present invention, when an advertiser receives an ad site or an ad text to be advertised from the advertiser, extracts the keyword from the input ad site or the ad text and analyzes the extracted keyword according to the result of analyzing the extracted keyword. It can be recommended to advertisers by dividing into multiple areas.

Meanwhile, the method for recommending an extended advertisement keyword according to an embodiment of the present invention includes a computer readable medium including program instructions for performing various computer-implemented operations. The computer readable medium may include program instructions, data files, data structures, etc. alone or in combination. The medium or program instructions may be those specially designed and constructed for the purposes of the present invention, or they may be of the kind well-known and available to those having skill in the computer software arts. Examples of computer-readable recording media include magnetic media such as hard disks, floppy disks, and magnetic tape, optical media such as CD-ROMs, DVDs, and magnetic disks, such as floppy disks. Magneto-optical media, and hardware devices specifically configured to store and execute program instructions, such as ROM, RAM, flash memory, and the like. Examples of program instructions include not only machine code generated by a compiler, but also high-level language code that can be executed by a computer using an interpreter or the like.

As described above, the present invention has been described by way of limited embodiments and drawings, but the present invention is not limited to the above-described embodiments, which can be variously modified and modified by those skilled in the art to which the present invention pertains. Modifications are possible. Accordingly, the spirit of the present invention should be understood only by the claims set forth below, and all equivalent or equivalent modifications thereof will belong to the scope of the present invention.

According to the present invention, it is possible to provide a method and a system for extracting and analyzing keywords included in an advertisement site or advertisement text to be advertised by an advertiser and recommending an extended advertisement keyword to the advertiser according to the analysis result.

In addition, according to the present invention, when the advertiser receives the ad site or the text to be advertised from the advertiser, the keyword is extracted from the input ad site or the ad text, and the expanded ad keywords are divided into a plurality of areas according to the result of analyzing the extracted keywords. It is possible to provide a method and a system for recommending the same.

Claims (12)

delete In order to recommend expanding ad keywords, Receiving advertisement information to be advertised from an advertiser; Extracting a keyword from the input advertisement information; Analyzing the extracted keywords; And Dividing an expanded advertising keyword into a representative keyword region, a tail keyword region, and a reference keyword region according to the analysis result and providing the advertiser with a predetermined number Extended ad keyword recommendation method comprising a. The method of claim 2, The representative keyword is, A method for recommending an expanded advertising keyword, wherein the keyword is considered in consideration of the number of views of the advertisement keyword, the sales amount of the previous month by the advertisement keyword, the click through rate and the score of an advertisement operation. The method of claim 2, The tail keyword is, A method of recommending an expanded advertising keyword, which is a keyword within a predetermined rank among the remaining keywords except for the representative keyword, for keywords having a click-through rate over an average value of online advertisements. The method of claim 2, The reference keyword, A method for recommending an extended advertising keyword, the keyword including other keywords except for the representative keyword and the tail keyword among keywords extracted from a search engine. The method of claim 2, Analyzing the extracted keyword, Analyzing the total frequency of the extracted keywords in the entire document set in the web page or the text of the advertisement site according to the advertisement information, and the number of documents in which the extracted keywords appear in the entire document set. How to recommend expanding ad keywords. A computer-readable recording medium for recording a program for executing the method of any one of claims 2 to 6 on a computer. delete An advertisement information input unit configured to receive advertisement information to be advertised from an advertiser; A keyword extraction unit for extracting a keyword from the input advertisement information; A keyword analyzing unit analyzing the extracted keyword; And Extended ad keyword providing unit for dividing the expanded advertising keywords into representative keyword region, tail keyword region and reference keyword region according to the analysis result Extended ad keyword recommendation system comprising a. The method of claim 9, The representative keyword area is Extended advertising characterized in that the keyword is provided in a predetermined rank or more in consideration of the number of views on the advertising keyword, the previous month's sales by the advertising keyword, the click-through rate and the number of advertisement operation scores of the online advertisements Keyword Referral System. The method of claim 9, The tail keyword area is The extended advertisement keyword recommendation system of claim 1, wherein a keyword having a predetermined rank or higher among the remaining keywords except for the representative keyword is provided for keywords having a click-through rate more than an average value of online advertisements. The method of claim 9, The reference keyword area, Extended keyword keyword recommendation system, characterized in that for the remaining keywords except for the representative keyword and the tail keyword of the keywords extracted from the search engine.

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