WO2014101556A1 - 一种面向对象的网页广告插入方法和系统 - Google Patents

一种面向对象的网页广告插入方法和系统 Download PDF

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WO2014101556A1
WO2014101556A1 PCT/CN2013/085856 CN2013085856W WO2014101556A1 WO 2014101556 A1 WO2014101556 A1 WO 2014101556A1 CN 2013085856 W CN2013085856 W CN 2013085856W WO 2014101556 A1 WO2014101556 A1 WO 2014101556A1
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advertisement
webpage
similarity
object set
library
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PCT/CN2013/085856
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English (en)
French (fr)
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朱定局
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深圳先进技术研究院
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00Commerce
    • G06Q30/02Marketing; Price estimation or determination; Fundraising
    • G06Q30/0241Advertisements
    • G06Q30/0277Online advertisement

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  • the present invention relates to the field of network information, and in particular, to an object-oriented webpage advertisement insertion method and system.
  • the webpage advertisement to be inserted is inserted directly into the webpage or the webpage link or the popup page of the webpage, and the webpage advertisement is not inserted according to the content of the webpage, so that the advertisement content and the webpage itself There is not necessarily a correlation between the content. For example, when a car appears on a web page, an advertisement for wine or other advertisement is inserted. Such an advertisement insertion is unnatural, and does not leave a deeper impression on the user, so that the effect of inserting the advertisement is greatly reduced, and the value of the advertisement insertion is lowered.
  • the technical problem to be solved by the present invention is to provide an object-oriented webpage advertisement insertion method and system for the above-mentioned defects of the prior art, and to realize targeted insertion of advertisements according to webpage content, thereby improving the advertisement insertion effect.
  • An object-oriented webpage advertisement insertion method comprising the steps of:
  • the object-oriented webpage advertisement insertion method wherein the object set includes a plurality of objects, each object being a keyword or an image.
  • step B further comprises:
  • the object-oriented webpage advertisement insertion method wherein the step further comprises:
  • An object-oriented webpage advertisement insertion system characterized in that the system comprises:
  • a webpage obtaining module configured to read a webpage to be inserted into the advertisement
  • a webpage object identification module configured to: use a keyword or image included in a webpage acquired by the webpage obtaining module, and form a set of objects;
  • a similarity comparison module configured to calculate a similarity between each advertisement in the advertisement library and the object set, and find an advertisement with the greatest similarity to the object set from each advertisement of the advertisement library;
  • the advertisement insertion module is configured to control the advertisement that is determined by the similarity comparison module and has the greatest similarity with the object set to be inserted into the webpage or the link of the webpage or popped up.
  • the object-oriented webpage advertisement insertion system wherein the similarity comparison module is further configured to separately calculate the similarity between each advertisement in the advertisement library and each object in the object set, compare the sizes of all similarities, and find The maximum similarity is obtained, and an advertisement with the greatest similarity with the object set is found from each advertisement of the advertisement library, wherein the object set includes a plurality of objects, and each object is a keyword or an image. .
  • the object-oriented webpage advertisement insertion system wherein the advertisement insertion module further comprises:
  • An advertisement type judging module configured to determine, by the similarity comparison module, a type of the advertisement that has the greatest similarity with an object set, so that the advertisement insertion module inserts the advertisement into the advertisement according to the type of the advertisement.
  • the object-oriented webpage advertisement insertion method and system provided by the invention can insert the corresponding advertisement according to the webpage content, so that the inserted advertisement is related to the webpage content, the effect of the advertisement insertion is improved, and the value of the advertisement insertion is improved.
  • FIG. 1 is a flow chart of an object-oriented webpage advertisement insertion method provided by the present invention.
  • FIG. 2 is a schematic structural diagram of an object-oriented webpage advertisement insertion system provided by the present invention.
  • FIG. 3 is a schematic structural diagram of a preferred embodiment of an object-oriented webpage advertisement insertion system provided by the present invention.
  • FIG. 1 is a flowchart of an object-oriented webpage advertisement insertion method provided by the present invention, which includes the following steps:
  • Step S100 Read a webpage to be inserted into an advertisement, identify a keyword or an image included in the webpage, and form a set of objects.
  • the webpage of the advertisement In order to enhance the related lines of the advertisement and the content of the webpage, first obtain the webpage of the advertisement to be inserted before inserting the advertisement, and set a series of keywords or images from the webpage, for example, some keywords may be identified from the webpage title. These keywords are generally related to the topic of the content of the webpage, and are also of interest to the viewers, so identifying these keywords or images and the like can associate the advertisement content with the customer interest as much as possible. Of course, there are many specific identification processes, which are not repeated here.
  • the web page acquired in this embodiment is not limited to one.
  • each keyword or image as an object, and form these objects into a set of objects.
  • the set of objects is T, and these objects respectively record Ti, where i is from 1 to n, and n is a natural number greater than 1, so
  • objects of the invention such as cars, wine, and the like.
  • it is not limited to each keyword or image as one object, and a combination of keywords may be defined as one object.
  • Step S200 Query an advertisement library, calculate a similarity between each advertisement in the advertisement library and the object set, and find an advertisement with the greatest similarity to the object set from each advertisement of the advertisement library.
  • the advertisement library stores advertisements to be inserted, and there are several advertisements, and the operator can update itself.
  • the advertisement library is queried, each advertisement is retrieved from the advertisement library, and the similarity between each advertisement in the advertisement library and the object set is calculated.
  • the similarity between each advertisement in the advertisement library and the object set is calculated.
  • respectively calculating the similarity between each advertisement in the advertisement library and each object in the object set comparing the sizes of all similarities, and finding similarities from the object set in each advertisement of the advertisement library The most expensive ad.
  • the advertisement library is defined as A, and the advertisement is Aj, wherein j is from 1 to m, and m is a natural number greater than 1.
  • the similarity between each object and the advertisement is Sij, and the largest similarity or average value of S1j, S2j, ..., Snj or other combined value is recorded as Sj, and the largest of S1, S2, ..., Sm is obtained.
  • the advertisement Aj corresponding to the value is denoted as a, and the advertisement is an advertisement that needs to be inserted. Since the advertisement inserted in one web page is not limited to one, the one with the highest similarity is regarded as the advertisement to be inserted.
  • Step S300 Control to insert the advertisement with the greatest similarity with the object set into the webpage or the link of the webpage or pop up the page.
  • the type of the advertisement having the greatest similarity with the object set is determined.
  • the type of the advertisement is a static image or a character, since the static image or the text takes up a small space, the direct Inserting the advertisement into the webpage;
  • the type of the advertisement is a video or a dynamic image or a webpage, since the video, the dynamic image occupying a large space, or the webpage-form advertisement cannot be directly displayed in the webpage, Insert the ad into a link to a web page or a pop-up page of the link.
  • the inserted advertisement in order to make the inserted advertisement more intelligent, it is possible to identify each object in the webpage, bind the advertisement with the greatest similarity to each object to the object, and establish a hyperlink to the object, and will be similar to each object.
  • the largest ad is inserted on the hyperlink of each object or the pop-up page of the link, and the ad can be played directly when the user clicks on the object. In this way, you can increase the amount of insertion of the ad and increase the value of the inserted ad.
  • the web page is first acquired, and some objects in the web page are identified, for example, three objects of a car, an engine, and a tire, and the three objects constitute a set of objects.
  • query the advertisement library and the advertisements related to the automobile can be inquired from the advertisement library, such as A1, A2, A3, and A4.
  • A5, A6, A7 The three objects of the car, the engine and the tire are separately calculated with the advertisements A1, A2, A3, and A4.
  • A5, A6, and A7 are 10%, 5%, 50%, 69%, 3%, 90%, 83%, and 61%, respectively, and the transmitters and advertisements A1, A2, A3, and A4.
  • the similarities of A5, A6, and A7 are 80%, 25%, 60%, 9%, 43%, 34%, 23%, and 50%, respectively, and tires and advertisements A1, A2, A3, and A4.
  • the similarities of A5, A6, and A7 are 50%, 45%, 5%, 20%, 43%, 9%, 3%, and 1%, respectively. Then find the car, transmitter, tires and advertising A1, A2, A3, A4.
  • the maximum similarities of A5, A6, and A7 are 90%, 80%, and 50%, respectively, and then compared with the maximum similarity to determine the maximum similarity value of 90%.
  • the similarity is the car and advertising A7. Similarity, so it is determined that the advertisement to be inserted is the advertisement A7 related to the target car.
  • the foregoing embodiment is only used to explain the process of inserting a webpage advertisement of the present invention, and is not used to limit the process.
  • the advertisement library listed in the above embodiment is small, and for some operators with large advertisement libraries, the present invention is adopted.
  • the method of inserting a webpage advertisement can quickly and efficiently insert an advertisement that fits the content of the webpage, and can greatly reduce the cost of inserting the advertisement.
  • the present invention further provides an object-oriented webpage advertisement insertion system. As shown in FIG. 2, the system includes:
  • a webpage obtaining module 10 configured to read a webpage to be inserted into an advertisement
  • the webpage object recognition module 20 is configured to use a keyword or an image included in the webpage acquired by the webpage obtaining module 10, and form a set of objects;
  • the similarity comparison module 30 is configured to calculate a similarity between each advertisement in the advertisement library and the object set, and find an advertisement with the greatest similarity to the object set from each advertisement of the advertisement library;
  • the advertisement insertion module 40 is configured to control the advertisement that is determined by the similarity comparison module 30 and has the greatest similarity with the object set to be inserted into the webpage or the link of the webpage or popped up.
  • the similarity comparison module 30 is further configured to separately calculate the similarity between each advertisement in the advertisement library and each object in the object set, compare the sizes of all similarities, find the maximum similarity, and obtain the maximum similarity from the advertisement library. Among the advertisements, the advertisement with the greatest similarity to the object set is found.
  • the advertisement insertion module 40 further includes: an advertisement type determining module 41, configured to determine, according to the type of the advertisement that is similar to the object set, the similarity determined by the similarity comparison module 30, so that The advertisement insertion module 40 inserts the advertisement into the webpage or the link of the webpage or pops up the page according to the type of the advertisement.
  • an advertisement type determining module 41 configured to determine, according to the type of the advertisement that is similar to the object set, the similarity determined by the similarity comparison module 30, so that The advertisement insertion module 40 inserts the advertisement into the webpage or the link of the webpage or pops up the page according to the type of the advertisement.
  • the object-oriented webpage advertisement insertion method and system recognizes a keyword or an image contained in the webpage by reading a webpage to be inserted into an advertisement, and forms a set of objects; The similarity between each advertisement in the advertisement library and the object set, and determining an advertisement with the greatest similarity with the object set; inserting the advertisement with the greatest similarity with the object set into the webpage or the webpage In the link or in the popup page.
  • a targeted insertion advertisement according to the content of the webpage is realized, so that the inserted advertisement is related to the webpage content, the effect of the advertisement insertion is improved, and the value of the advertisement insertion is improved.
  • the implementation method and system of the webpage advertisement insertion method of the invention are simple, implemented by software, and do not need to add additional hardware costs.

Abstract

本发明公开了一种面向对象的网页广告插入方法和系统,所述方法通过读取待插入广告的网页,识别所述网页包含的关键字或图像,并形成一对象集;查询广告库,计算所述广告库中各广告与所述对象集的相似度,并确定与所述对象集相似度最大的广告;将与对象集相似度最大的所述广告插入到所述网页或者所述网页的链接中或者弹出页面中。实现了根据网页内容有针对性的插入广告,使插入的广告与网页内容相关,提高了广告插入的效果,提升了广告插入的价值。且本发明网页广告插入方法和系统的实现方式简单、通过软件实现,不需要增加额外的硬件成本。

Description

一种面向对象的网页广告插入方法和系统
技术领域
本发明涉及网络信息领域,尤其涉及的是一种面向对象的网页广告插入方法和系统。
背景技术
在现有的网页广告插入中,多将待插入的网页广告直接插到网页中或网页链接中或网页的弹出页面中,并不会根据网页的内容来插入网页广告,使得广告内容与网页本身的内容之间就不一定有相关性。例如当网页中出现了车,却插入酒的广告或者其他的广告。这样的广告插入就显得不自然,且不能给用户留下更深的印象,使广告插入的效果大大降低,降低广告插入的价值。
因此,现有技术还有待于改进和发展。
发明内容
本发明要解决的技术问题在于,针对现有技术的上述缺陷,提供一种面向对象的网页广告插入方法和系统,实现根据网页内容有针对性的插入广告,提高广告插入效果。
本发明解决技术问题所采用的技术方案如下:
一种面向对象的网页广告插入方法,其中,包括步骤:
A、读取待插入广告的网页,识别所述网页包含的关键字或图像,并形成一对象集;
B、查询广告库,计算所述广告库中各广告与所述对象集的相似度,并从所述广告库的各广告中查找出与所述对象集的相似度最大的广告;
C、控制将与对象集相似度最大的所述广告插入到所述网页或者所述网页的链接中或者弹出页面中。
所述的面向对象的网页广告插入方法,其中,所述对象集中包括有多个对象,每个对象为一个关键字或者图像。
所述的面向对象的网页广告插入方法,其中,所述步骤B进一步包括:
B1、分别计算所述广告库中各广告与所述对象集中各对象的相似度,比较所有相似度的大小,找出最大相似度,并从所述广告库的各广告中查找出与所述对象集的相似度最大的广告。
所述的面向对象的网页广告插入方法,其中,所述步骤进一步包括:
C1、对与对象集相似度最大的所述广告的类型进行判断,当所述广告的类型为静态图像或者文字时,将所述广告插入到所述网页中;当所述广告的类型为视频或者动态图像或者网页时,将所述广告插入到网页的链接或者弹出页面中。
一种面向对象的网页广告插入系统,其特征在于,所述系统包括:
网页获取模块,用于读取待插入广告的网页;
网页对象识别模块,用于所述网页获取模块获取的网页包含的关键字或图像,并形成一对象集;
相似度比较模块,用于计算所述广告库中各广告与所述对象集的相似度,并从所述广告库的各广告中查找出与所述对象集的相似度最大的广告;
广告插入模块,用于控制所述相似度比较模块确定的与对象集相似度最大的所述广告插入到所述网页或者所述网页的链接中或者弹出页面中。
所述的面向对象的网页广告插入系统,其中,所述相似度比较模块还用于分别计算所述广告库中各广告与所述对象集中各对象的相似度,比较所有相似度的大小,找出最大相似度,并从所述广告库的各广告中查找出与所述对象集的相似度最大的广告,其中,所述对象集中包括有多个对象,每个对象为一个关键字或者图像。
所述的面向对象的网页广告插入系统,其中,所述广告插入模块还包括:
广告类型判断模块,用于对所述相似度比较模块确定的与对象集相似度最大的所述广告的类型进行判断,以使所述广告插入模块根据所述广告的类型将所述广告插入到所述网页或者所述网页的链接中或者弹出页面中。
本发明所提供的面向对象的网页广告插入方法和系统,可以根据网页内容插入相应广告,使插入的广告与网页内容相关,提高了广告插入的效果,提升了广告插入的价值。
附图说明
图1是本发明提供的面向对象的网页广告插入方法的流程图。
图2是本发明提供的面向对象的网页广告插入系统的结构示意图。
图3是本发明提供的面向对象的网页广告插入系统的一优选实施例的结构示意图。
具体实施方式
为使本发明的目的、技术方案及优点更加清楚、明确,以下参照附图并举实施例对本发明进一步详细说明。应当理解,此处所描述的具体实施例仅仅用以解释本发明,并不用于限定本发明。
参见图1,图1是本发明提供的面向对象的网页广告插入方法的流程图,包括以下步骤:
步骤S100、读取待插入广告的网页,识别所述网页包含的关键字或图像,并形成一对象集。
其中,为了增强广告与网页内容的相关行,在插入广告之前首先获取待插入广告的网页,从网页中设别出一系列关键字或图像等,例如,可以从网页标题中识别出一些关键字,这些关键字一般与网页内容的主题相关,也是观众比较感兴趣的,因此将这些关键字或者图像等识别出来能够尽可能的使广告内容与客户兴趣相关联。当然具体的识别过程有多种,在此不一一赘述。本实施例获取的网页也不限于一个。
定义每个关键字或者图像等为一个对象,将这些对象形成一个对象集,例如,对象集为T,这些对象分别记Ti,其中i从1到n,n为大于1的自然数,因此,本发明的对象有多个,例如车、酒等等。在本实施例中,并不限于将每个关键字或者图像等为一个对象,也可以将关键字的组合定义为一个对象。
步骤S200、查询广告库,计算所述广告库中各广告与所述对象集的相似度,并从所述广告库的各广告中查找出与所述对象集的相似度最大的广告。
其中,广告库中存储有待插入的广告,广告有数个,运营商可以自行更新。查询广告库,从广告库中调取各个广告,并计算所述广告库中各广告与所述对象集的相似度。在计算时,分别计算所述广告库中各广告与所述对象集中各对象的相似度,比较所有相似度的大小,并从所述广告库的各广告中查找出与所述对象集的相似度最大的广告。在比较所有相似度的大小时可以首先比较每个对象与各广告的相似度,找出每个对象的最大相似度,然后再比较所有对象的最大相似度,确定这些最大相似度中的最大值。
本发明中定义广告库为A,广告为Aj,其中,j从1到m,m为大于1的自然数。每个对象与广告的相似度为Sij,将S1j、S2j、…、Snj中最大的相似度或平均值或其他综合后得到的值记为Sj,求出S1、S2、…、Sm中最大的值对应的广告Aj,记为a,该广告即为需要插入的广告。由于在一个网页中插入的广告并不限于一个,因此将相似度最大的几个作为需要插入的广告。
步骤S300、控制将与对象集相似度最大的所述广告插入到所述网页或者所述网页的链接中或者弹出页面中。
其中,在进行广告插入时,对与对象集相似度最大的所述广告的类型进行判断,当所述广告的类型为静态图像或者文字时,由于这些静态图像或者文字占用空间较小,因此直接将所述广告插入到所述网页中;当所述广告的类型为视频或者动态图像或者网页时,由于这些视频、动态图像占用空间较大或者网页形式的广告无法直接在该网页中显示,因此将所述广告插入到网页的链接或者该链接的弹出页面中。
当然,为了使插入广告更加智能,可以对网页中各个对象进行标识,将与每个对象相似度最大的广告与该对象进行绑定,并对对象建立超链接,并将与每个对象相似度最大的广告插入到每个对象的超链接上或者该链接的弹出页面上,当用户点击该对象时可以直接播放该广告。通过这种方式可以增加广告的插入量,提升插入广告的价值。
下面以具体的实施例对上述网页广告插入方法进行描述。
网页“http://123.com/ID=1234”显示的是一篇关于汽车的报道,讲述中国汽车的发展历程以及汽车中发动机以及轮胎的一些描述。为了在该网页中插入广告,首先获取该网页,并识别该网页中的一些对象,例如,汽车、发动机和轮胎三个对象,这三个对象组成一个对象集。其次,查询广告库,从广告库中可以查询到与汽车有关的广告有A1、A2、A3、A4。A5、A6、A7。分别计算汽车、发动机、轮胎这三个对象与广告A1、A2、A3、A4。A5、A6、A7的相似度,其中,汽车与广告A1、A2、A3、A4。A5、A6、A7的相似度分别为10%、5%、50%、69%、3%、90%、83%和61%,发送机与广告A1、A2、A3、A4。A5、A6、A7的相似度分别为80%、25%、60%、9%、43%、34%、23%和50%,轮胎与广告A1、A2、A3、A4。A5、A6、A7的相似度分别为50%、45%、5%、20%、43%、9%、3%和1%。然后再分别找出汽车、发送机、轮胎与广告A1、A2、A3、A4。A5、A6、A7的相似度最大值,分别为90%、80%和50%,再从相似度最大值进行比较,确定最大相似度的值为90%,该相似度是汽车与广告A7的相似度,因此确定需要插入的广告为与对象汽车相关的广告A7。
上述实施例仅仅用于解释本发发明的网页广告插入的过程,并不用于限定该过程,上述实施例中列举的广告库较小,对于一些广告库较大的运营商来说,通过本发明的网页广告插入方法,能够快速高效的插入最契合网页内容的广告,且能够大大减少广告插入的成本。
基于上述面向对象的网页广告插入方法,本发明还提供了一种面向对象的网页广告插入系统,如图2所示,所述系统包括:
网页获取模块10,用于读取待插入广告的网页;
网页对象识别模块20,用于所述网页获取模块10获取的网页包含的关键字或图像,并形成一对象集;
相似度比较模块30,用于计算所述广告库中各广告与所述对象集的相似度,并从所述广告库的各广告中查找出与所述对象集的相似度最大的广告;
广告插入模块40,用于控制所述相似度比较模块30确定的与对象集相似度最大的所述广告插入到所述网页或者所述网页的链接中或者弹出页面中。
进一步地,相似度比较模块30还用于分别计算所述广告库中各广告与所述对象集中各对象的相似度,比较所有相似度的大小,找出最大相似度,并从所述广告库的各广告中查找出与所述对象集的相似度最大的广告。
如图3所示,所述广告插入模块40还包括:广告类型判断模块41,用于对所述相似度比较模块30确定的与对象集相似度最大的所述广告的类型进行判断,以使所述广告插入模块40根据所述广告的类型将所述广告插入到所述网页或者所述网页的链接中或者弹出页面中。具体的实现过程如上所述,在此不一一赘述。
综上所述,本发明提供的面向对象的网页广告插入方法和系统,通过读取待插入广告的网页,识别所述网页包含的关键字或图像,并形成一对象集;查询广告库,计算所述广告库中各广告与所述对象集的相似度,并确定与所述对象集相似度最大的广告;将与对象集相似度最大的所述广告插入到所述网页或者所述网页的链接中或者弹出页面中。实现了根据网页内容有针对性的插入广告,使插入的广告与网页内容相关,提高了广告插入的效果,提升了广告插入的价值。且本发明网页广告插入方法和系统的实现方式简单、通过软件实现,不需要增加额外的硬件成本。
应当理解的是,本发明的应用不限于上述的举例,对本领域普通技术人员来说,可以根据上述说明加以改进或变换,所有这些改进和变换都应属于本发明所附权利要求的保护范围。

Claims (7)

  1. 一种面向对象的网页广告插入方法,其特征在于,包括步骤:
    A、读取待插入广告的网页,识别所述网页包含的关键字或图像,并形成一对象集;
    B、查询广告库,计算所述广告库中各广告与所述对象集的相似度,并从所述广告库的各广告中查找出与所述对象集的相似度最大的广告;
    C、控制将与对象集相似度最大的所述广告插入到所述网页或者所述网页的链接中或者弹出页面中。
  2. 根据权利要求1所述的面向对象的网页广告插入方法,其特征在于,所述对象集中包括有多个对象,每个对象为一个关键字或者图像。
  3. 根据权利要求2所述的面向对象的网页广告插入方法,其特征在于,所述步骤B进一步包括:
    B1、分别计算所述广告库中各广告与所述对象集中各对象的相似度,比较所有相似度的大小,并从所述广告库的各广告中查找出与所述对象集的相似度最大的广告。
  4. 根据权利要求1所述的面向对象的网页广告插入方法,其特征在于,所述步骤进一步包括:
    C1、对与对象集相似度最大的所述广告的类型进行判断,当所述广告的类型为静态图像或者文字时,将所述广告插入到所述网页中;当所述广告的类型为视频或者动态图像或者网页时,将所述广告插入到网页的链接或者弹出页面中。
  5. 一种面向对象的网页广告插入系统,其特征在于,所述系统包括:
    网页获取模块,用于读取待插入广告的网页;
    网页对象识别模块,用于所述网页获取模块获取的网页包含的关键字或图像,并形成一对象集;
    相似度比较模块,用于计算所述广告库中各广告与所述对象集的相似度,并从所述广告库的各广告中查找出与所述对象集的相似度最大的广告;
    广告插入模块,用于控制将所述相似度比较模块确定的与对象集相似度最大的所述广告插入到所述网页或者所述网页的链接中或者弹出页面中。
  6. 根据权利要求5所述的面向对象的网页广告插入系统,其特征在于,所述相似度比较模块还用于分别计算所述广告库中各广告与所述对象集中各对象的相似度,比较所有相似度的大小,找出最大相似度,并从所述广告库的各广告中查找出与所述对象集的相似度最大的广告,其中,所述对象集中包括有多个对象,每个对象为一个关键字或者图像。
  7. 根据权利要求5所述的面向对象的网页广告插入系统,其特征在于,所述广告插入模块还包括:
    广告类型判断模块,用于对所述相似度比较模块确定的与对象集相似度最大的所述广告的类型进行判断,以使所述广告插入模块根据所述广告的类型将所述广告插入到所述网页或者所述网页的链接中或者弹出页面中。
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