TWI640944B - Automated intention extraction device and method thereof - Google Patents
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Abstract
本發明係一種自動化意圖萃取裝置及其方法,包括一金融伺服器,其包括一資料庫儲存有意圖表,其包括複數辨識值分別對應至少一意圖字元,金融伺服器接收使用者裝置所瀏覽的網頁之網址資料,將其轉換成對應的唯一值。當意圖表中具有對應唯一值的辨識值,則利用唯一值對應的辨識值取得對應意圖字元;當意圖表中不具有唯一值對應的辨識值,則擷取網頁之網頁關鍵字,並根據網頁關鍵字搜尋相對應之意圖字元,取得意圖字元後根據意圖字元產生一對應的內容資訊至使用者裝置顯示。本發明能根據使用者的瀏覽習慣,分析出使用者之意圖以推薦相對應的資訊。 The invention relates to an automated intent extraction device and a method thereof, comprising a financial server, comprising a database storing an intentional chart, wherein the plurality of identification values respectively correspond to at least one intention character, and the financial server receives the browsing by the user device. The URL of the web page, which is converted into a corresponding unique value. If the identification value of the corresponding value is in the chart, the corresponding intention character is obtained by using the identification value corresponding to the unique value; if the identification value corresponding to the unique value is not included in the chart, the webpage keyword of the webpage is retrieved, and according to The webpage keyword searches for the corresponding intent character, and after obtaining the intent character, generates a corresponding content information according to the intent character to the user device for display. The invention can analyze the intention of the user to recommend the corresponding information according to the browsing habit of the user.
Description
本發明係為有關一種能判斷使用者意圖之技術,特別是指一種自動化意圖萃取裝置及其方法。 The present invention is directed to a technique for determining the user's intention, and more particularly to an automated intent extraction apparatus and method therefor.
廣告行銷的目的在於將商家的商品或活動等方案提供給一般大眾得知,藉此刺激大眾的購買慾望,但某些廣告內容可能僅能吸引部分對於廣告內容有興趣的使用者,若對於此項廣告內容沒興趣的使用者,即使播放再多次的廣告,也無法吸引到使用者的目光,刺激到使用者的購買慾望,當然就無法達到廣告行銷目的。因此對於商家來說,這種廣泛性的沒有針對購買族群的廣告方法,不但需花費大筆廣告成本,且難以達到刺激使用者購買慾望的目的,以至於廣告效益不大。 The purpose of advertising marketing is to provide the general public with information about the products or activities of the merchants to stimulate the public's desire to purchase, but some advertising content may only attract some users who are interested in the advertising content. Users who are not interested in the content of the advertisement, even if they play the advertisement many times, cannot attract the attention of the user, stimulate the desire of the user to purchase, and of course, cannot achieve the purpose of advertising marketing. Therefore, for merchants, this kind of extensive advertising method for purchasing ethnic groups does not only cost a lot of advertising costs, but also has the purpose of stimulating the desire of users to purchase, so that the advertising efficiency is not great.
再者,若對於商品或活動等方案有興趣的使用者,沒有在上述廣泛的廣告中接收到資料時,多半需要自行上網搜尋,或者自行注意電視廣告、傳單、路面宣傳招牌等廣告方式,藉此取得相關的活動訊息,但對於使用者來說電視廣告、傳單、路面宣傳招牌等多半可遇不可求,以至於使用者係處於在被動的角色。除此之外,當使用者依據有興趣的商品或活動等方案進行搜尋網址時,目前的商家並無法根據使用者輸入的網址直接判斷或分析使用者的需求、意圖等,藉此來推薦對應使用者意圖的廣告給使用者參考,導致使用者就算已表現出需求以及意圖,但商家卻也無法針對使用者的意圖推薦商品或活動等方案資訊,使商家錯失許多有效廣到的時 機,若有效依據使用者的需求或意圖推薦商品或活動等方案資訊,即可達到商家與使用者雙贏的局面。 In addition, if users who are interested in programs such as products or activities do not receive the information in the above-mentioned extensive advertisements, they will most likely need to search the Internet by themselves or pay attention to advertisements such as TV commercials, flyers, and road signs. This is related to the event information, but for the user, TV commercials, flyers, road signs, etc. are mostly inaccessible, so that the user is in a passive role. In addition, when the user searches for a website based on a product or activity that is of interest, the current merchant cannot directly judge or analyze the user's needs, intentions, etc. according to the URL entered by the user, thereby recommending the corresponding The user's intended advertisement is referenced by the user, so that even if the user has expressed the demand and intention, the merchant cannot recommend the program information such as the product or the activity according to the user's intention, so that the merchant misses many effective and widely available opportunities. Effectively based on the user's needs or intentions to recommend product information such as products or activities, you can achieve a win-win situation between the business and the user.
有鑑於此,本發明遂針對上述習知技術之缺失,提出一種自動化意圖萃取裝置及其方法,以有效克服上述之該等問題。 In view of the above, the present invention has been made in view of the above-mentioned shortcomings of the prior art, and an automatic intent extraction apparatus and method thereof are proposed to effectively overcome the above problems.
本發明之主要目的係在提供一種自動化意圖萃取裝置及其方法,其能根據使用者的瀏覽習慣,有效分析出使用者的需求及意圖,藉此根據使用者之需求以及意圖推薦相對應的資訊。 The main object of the present invention is to provide an automated intent extraction device and method thereof, which can effectively analyze the user's needs and intentions according to the browsing habits of the user, thereby recommending corresponding information according to the user's needs and intentions. .
本發明之另一目的係在提供一種自動化意圖萃取裝置及其方法,其係可自動更新資料庫中推斷使用者意圖之資料,具有學習功能。 Another object of the present invention is to provide an automated intent extraction apparatus and method thereof that automatically update data in a database to infer user intent, having a learning function.
為達上述之目的,本發明係提供一種自動化意圖萃取裝置,其包括至少一使用者裝置用以瀏覽至少一網頁;一金融伺服器包括一資料庫,資料庫內儲存有一意圖表,意圖表內則包括複數辨識值,且複數辨識值並分別對應至少一意圖字元,金融伺服器信號連接使用者裝置,以接收使用者裝置所瀏覽的網頁之網址資料,將網址資料轉換成對應的唯一值,當意圖表中具有對應唯一值的辨識值,則利用唯一值對應的辨識值取得對應意圖字元,以根據意圖字元產生一對應的內容資訊至使用者裝置顯示;當意圖表中不具有對應唯一值的辨識值,金融伺服器則擷取網頁之網頁關鍵字,並根據網頁關鍵字搜尋相對應之至少一意圖字元,藉此根據意圖字元產生一對應的內容資訊至使用者裝置顯示。 In order to achieve the above object, the present invention provides an automated intent extraction device, which includes at least one user device for browsing at least one web page; a financial server includes a database, and the database stores an intentional chart, meaning the chart And comprising a plurality of identification values, and the plurality of identification values respectively corresponding to the at least one intent character, the financial server signal is connected to the user device to receive the webpage data of the webpage browsed by the user device, and the website data is converted into a corresponding unique value. And the identifier value corresponding to the unique value is used in the chart, and the corresponding intention character is obtained by using the identification value corresponding to the unique value to generate a corresponding content information according to the intention character to the user device display; Corresponding to the identification value of the unique value, the financial server retrieves the webpage keyword of the webpage, and searches for the corresponding at least one intent character according to the webpage keyword, thereby generating a corresponding content information according to the intent character to the user device. display.
另外,本發明亦提供一種自動化意圖萃取方法,金融伺服器會先建立一意圖表,意圖表包括複數辨識值,且複數辨識值並分別對應至少一意圖字元,建立完成意圖表後,當至少一使用者裝置瀏覽至少一網頁時, 可擷取使用者裝置所瀏覽的網頁之網址資料,提供金融伺服器將網址資料轉換成對應的一唯一值,並判斷意圖表中是否具有對應唯一值的辨識值,若是,利用唯一值對應的辨識值取得對應意圖字元後,使金融伺服器根據意圖字元,產生一對應的內容資訊至使用者裝置顯示;若否,則擷取網頁之網頁關鍵字,並根據網頁關鍵字搜尋相對應之至少一意圖字元後,使金融伺服器根據意圖字元,產生一對應的內容資訊至使用者裝置顯示。 In addition, the present invention also provides an automated intent extraction method. The financial server first establishes an intentional chart, and the meaning chart includes a plurality of identification values, and the plurality of identification values respectively correspond to at least one intent character, and at least one is established after the completion of the intentional chart is established. When the user device browses at least one webpage, the webpage data of the webpage browsed by the user device may be retrieved, and the financial server converts the webpage data into a corresponding unique value, and determines whether the meaning graph has a unique value. The value, if yes, obtains the corresponding intention character by using the identification value corresponding to the unique value, so that the financial server generates a corresponding content information to the user device according to the intention character; if not, the webpage keyword of the webpage is captured And searching for the corresponding at least one intention character according to the webpage keyword, so that the financial server generates a corresponding content information to the user device according to the intention character.
其中將網址資料轉換成對應的唯一值之步驟,係根據一網址轉換表將網址資料轉換成對應的唯一值,網址轉換表包括複數對比網址,每一對比網址對應有至少一唯一值,當網址轉換表中具對應網址資料的對比網址,則轉換成對應的唯一值,當網址轉換表中不具對應網址資料的對比網址,則轉換成一新唯一值,同時會儲存新唯一值與網址資料至網址轉換表,使網址資料形成一新對比網址。 The step of converting the website data into the corresponding unique value is to convert the website data into a corresponding unique value according to a website conversion table, the website conversion table includes a plurality of comparison URLs, and each comparison website corresponds to at least one unique value. The comparison URL with the corresponding URL data in the conversion table is converted into a corresponding unique value. When the comparison URL without the corresponding URL data in the URL conversion table is converted into a new unique value, the new unique value and the URL data are stored to the URL. Convert the table to make the URL data a new comparison URL.
其中意圖表內更儲存複數唯一值,使每一唯一值對應至少一辨識值,當網頁關鍵字搜尋相對應之意圖字元之步驟後,更可儲存新唯一值與對應的辨識值、意圖字元與網頁關鍵字,以將新唯一值建立至意圖表中。 The meaning of the complex value is stored in the chart, so that each unique value corresponds to at least one identification value. After the step of searching for the corresponding intention character of the webpage keyword, the new unique value and the corresponding identification value and the intention word may be stored. Meta and web keywords to build new unique values into the chart.
底下藉由具體實施例詳加說明,當更容易瞭解本發明之目的、技術內容、特點及其所達成之功效。 The purpose, technical content, features and effects achieved by the present invention will be more readily understood by the detailed description of the embodiments.
1‧‧‧自動化意圖萃取裝置 1‧‧‧Automatic intent extraction device
10‧‧‧使用者裝置 10‧‧‧User device
12‧‧‧顯示器 12‧‧‧ display
20‧‧‧金融伺服器 20‧‧‧Financial Server
22‧‧‧資料庫 22‧‧‧Database
第一圖係為本發明之系統方塊圖。 The first figure is a block diagram of the system of the present invention.
第二圖係為本發明之網址轉換表示意圖。 The second figure is a schematic diagram of the website conversion table of the present invention.
第三圖係為本發明之意圖表示意圖。 The third figure is a schematic diagram of the meaning of the present invention.
第四圖係為本發明之方法流程圖。 The fourth figure is a flow chart of the method of the present invention.
第五圖係為本發明之網址轉換表新增資料示意圖。 The fifth figure is a schematic diagram of the newly added data of the website conversion table of the present invention.
第六圖係為本發明之意圖表新增資料示意圖。 The sixth figure is a schematic diagram of the newly added data of the meaning chart of the present invention.
本發明係為一種能根據使用者的瀏覽習慣,有效分析出使用者之需求及意圖,以利後續根據使用者的需求以及意圖,推薦相對應的金融資訊給使用者參考,能有效提升廣告的效益。 The invention is capable of effectively analyzing the user's needs and intentions according to the browsing habits of the user, so as to facilitate the subsequent recommendation of the corresponding financial information to the user according to the user's needs and intentions, and can effectively improve the advertisement. benefit.
請參閱第一圖,以詳細說明本發明如何達到上述之目的,如圖所示,自動化意圖萃取裝置1包括一使用者裝置10,其可為智慧型手機或電腦等能提供上網之裝置,且使用者裝置10設有一顯示器12,以利使用者透過顯示器12來瀏覽網路等資訊;一金融伺服器20信號連接使用者裝置10,本實施例舉例金融伺服器20係為銀行所架設的伺服器電腦,且金融伺服器20設有一資料庫22,以儲存一網址轉換表以及一意圖表。接下來請配合參閱第二圖以詳細說明資料庫22中所儲存的網址轉換表,如圖所示,網址轉換表中儲存有唯一值以及對比網址,本實施例唯一值係以英文字母呈現,但其僅係作為實施例說明,並不以英文字母為限制,而對比網址則係為一般金融相關網頁的網址。接下來請參閱第三圖,以詳細說明資料庫22中所儲存的意圖表,其中意圖表中儲存有複數辨識值、意圖字元、關鍵字,以及對應辨識值的至少一唯一值,而複數辨識值會分別對應至少一意圖字元,且複數意圖字元也會分別對應至少一關鍵字。由於唯一值係代表對比網址,相對來說對比網址就會相對應辨識值、意圖字元以及關鍵字,舉例來說當唯一值a的對比網址係為基金的網頁內容,其意圖就可能是投資理財,相對來說網頁內容中所出現的關鍵字就有可能基金、基金理財等關鍵字。當然一個網址可能會對應不同的意圖字元或關鍵字等,如意圖表中辨識值 16所示,基金的網頁內容也有可能具有銀行服務的意圖。其中第二圖與第三圖中所呈現的表格僅係利於解釋本實施例說明,並非以此格式為限制。 Please refer to the first figure to explain in detail how the present invention achieves the above purpose. As shown, the automated intent extraction device 1 includes a user device 10, which can be a device such as a smart phone or a computer that can provide Internet access, and The user device 10 is provided with a display 12 for the user to browse the network and the like through the display 12; a financial server 20 is connected to the user device 10. In this embodiment, the financial server 20 is a server set up by the bank. The computer and the financial server 20 are provided with a database 22 for storing a web address conversion table and an intentional chart. Next, please refer to the second figure to explain the URL conversion table stored in the database 22 in detail. As shown in the figure, the URL conversion table stores unique values and comparison URLs, and the unique values in this embodiment are presented in English letters. However, it is only described as an example, and is not limited by the English alphabet, and the comparison URL is the URL of the general financial related webpage. Next, please refer to the third figure to explain in detail the meaning chart stored in the database 22, wherein the meaning chart stores a complex identification value, an intention character, a keyword, and at least one unique value corresponding to the identification value, and the plural number The identification values respectively correspond to at least one intent character, and the plurality of intent characters respectively correspond to at least one keyword. Since the unique value represents the comparison URL, the comparison URL will be relatively corresponding to the identification value, the intention character and the keyword. For example, when the comparison URL of the unique value a is the content of the fund's webpage, the intention may be investment. Financial management, relatively speaking, the keywords appearing in the content of the web page may be keywords such as funds and fund management. Of course, a URL may correspond to different intent characters or keywords, etc., as indicated by the identification value 16 in the chart, the fund's web content may also have the intent of banking services. The tables presented in the second and third figures are only for explaining the explanation of the embodiment, and are not limited by this format.
在解釋完本發明系統架構中的各個角色以及網址轉換表與意圖表後,本發明接續針對金融自動化意圖萃取方法流程圖搭配系統裝置以更加詳盡的說明本發明之技術內容,請一併參閱第一圖以及第四圖,如圖所示,首先請參步驟S10,至少一使用者裝置10瀏覽至少一網頁,此網頁可為任何一個伺服器所建立的網頁,並非限定金融伺服器20所建立的網頁。接著進入步驟S12,金融伺服器20可擷取使用者裝置10所瀏覽的網頁之網址資料,或者透過網頁資料擷取器(JavaScrip)來擷取使用者裝置10所瀏覽網頁的網址資料。接著進入步驟S14,金融伺服器20利用資料庫22中的轉換表,將網址資料轉換成對應的唯一值,當網址轉換表中具對應網址資料的對比網址,則直接將網址資料轉換成對應的唯一值,但是當網址轉換表中不具對應網址資料的對比網址時,請配合參閱第五圖,金融伺服器20會新增一個先前網址轉換表中所沒有的唯一值編號,也就是一個新的唯一值z,同時將網址資料則轉換成一新唯一值z,同時儲存新唯一值z與網址資料至資料庫22中的網址轉換表,使網址資料形成網址轉換表中的一新對比網址。 After explaining the various roles in the system architecture of the present invention and the URL conversion table and the intentional diagram, the present invention is further directed to the financial automation intent extraction method flowchart matching system device to explain the technical content of the present invention in more detail, please refer to the same. A figure and a fourth figure, as shown in the figure, first, in step S10, at least one user device 10 browses at least one webpage, which may be a webpage established by any one of the servers, and is not limited by the financial server 20. Page. Then, the process proceeds to step S12, and the financial server 20 can retrieve the webpage data of the webpage browsed by the user device 10, or capture the webpage data of the webpage browsed by the user device 10 through the webpage data extractor (JavaScrip). Then, proceeding to step S14, the financial server 20 uses the conversion table in the database 22 to convert the website data into a corresponding unique value. When the website URL conversion table has a comparison URL of the corresponding website data, the website data is directly converted into a corresponding website. Unique value, but when there is no comparison URL in the URL conversion table for the corresponding URL data, please refer to the fifth figure. The financial server 20 will add a unique value number that is not in the previous URL conversion table, which is a new one. The unique value z, at the same time, converts the URL data into a new unique value z, and stores the new unique value z and the URL data into the URL conversion table in the database 22, so that the URL data forms a new comparison URL in the URL conversion table.
接下來請接續參閱第三圖,將網址資料轉換成唯一值之後進入步驟S16,利用金融伺服器20判斷意圖表中是否具有對應唯一值的辨識值,若是,意圖表中具有對應唯一值的辨識值,同時代表著唯一值並非後續新增的新唯一值,因此意圖表中會具有對應的辨識值,則進入步驟S18,利用唯一值對應的辨識值取得對應意圖字元,接著直接進入步驟S22,金融伺服器20會根據意圖字元,產生一對應的內容資訊至使用者裝置10的顯示器12中顯示,其中內容資訊可為金融商品資訊。為使步驟S16至步驟S22敘述能更加詳盡,請配合參閱第三圖至第六圖,以網址轉換表的唯一值a作為舉例說 明,當轉換的唯一值為a,在步驟S16時即可判斷出意圖表具有對應的辨識值為4以及16,因此進入步驟S18時,即可根據辨識值4以及16,取得對應的意圖字元,如辨識值可能為4以及16對應的意圖字元係為投資理財以及銀行服務,進入步驟S22時,金融伺服器20就會推薦投資理財的以及銀行服務廣告資訊,以及推薦對應的方案給使用者參考。 Next, please refer to the third figure, after converting the website data into a unique value, proceeding to step S16, and using the financial server 20 to determine whether the meaning value of the corresponding unique value is in the chart, and if so, the identification of the corresponding unique value in the meaning chart The value, while representing the unique value, is not a new unique value added later, so the meaning value will have a corresponding identification value in the chart, then the process proceeds to step S18, and the corresponding intention character is obtained by using the identification value corresponding to the unique value, and then directly proceeds to step S22. The financial server 20 generates a corresponding content information to be displayed on the display 12 of the user device 10 according to the intention character, wherein the content information may be financial product information. In order to make the description of step S16 to step S22 more detailed, please refer to the third to sixth figures, with the unique value a of the website conversion table as an example. When the unique value of the conversion is a, it can be judged at step S16. The intentional graph has corresponding recognition values of 4 and 16, so when the process proceeds to step S18, the corresponding intention character can be obtained according to the identification values 4 and 16, for example, the intention value of the identification value may be 4 and 16 When investing in financial management and banking services, the financial server 20 will recommend investment financial management and banking service advertisement information, and recommend corresponding solutions to the user for reference.
請持續配合參閱第一圖及第三圖至第六圖,回到步驟S16若金融伺服器20判斷意圖表中不具有對應唯一值的辨識值,其中意圖表中所沒有對應的唯一值係為步驟S14所產生的新唯一值,由於新唯一值係屬新增的唯一值,理所當然原有的意圖表中就不會找到相對應的辨識值。接著則進入步驟S20,此時金融伺服器20就會直接擷取網頁之網頁關鍵字,其中關鍵字的擷取可能是網頁原始碼中的元素(meta)或標題(title)等,或者網頁內部所呈現的關鍵字,取得關鍵字後金融伺服器20就能根據網頁關鍵字搜尋意圖表中相對應的至少一意圖字元,同時儲存新唯一值與對應的辨識值、意圖字元與網頁關鍵字,以將新唯一值建立至意圖表中。最後進入步驟S22,使金融伺服器20根據意圖字元,產生一對應的內容資訊至使用者裝置10的顯示器12中顯示。為使步驟S16、步驟S20至步驟S22的敘述能更加詳盡,以利用網址轉換表的新唯一值z為例,做更詳盡的說明,由上述步驟S14可知,新唯一值z係新增的唯一值,理所當然在步驟S16,進行判斷意圖表中是否具有對應唯一值的辨識值時,意圖表中就不會找到相對應的辨識值,此時進入步驟S20,金融伺服器20會直接擷取網頁中的網頁關鍵字,如網頁中的網頁關鍵字有「無擔保」,金融伺服器20就根據「無擔保」由意圖表中找到對應的意圖字元,由意圖圖表中取得對應的意圖字元為資金需求,同時金融伺服器20會儲存新唯一值z與對應的辨識值1、意圖字元與網頁關鍵字,以將新唯一值z建立至資料庫22的意圖表中,因此本發明亦具有學習的功 能。最後進入步驟S22,金融伺服器20就會推薦資金需求的廣告資訊,以及推薦對應的方案給使用者參考。 Please refer to the first figure and the third figure to the sixth figure continuously, and return to step S16 if the financial server 20 determines that the identification value does not have a corresponding unique value in the chart, wherein the unique value in the meaning chart is The new unique value generated in step S14, since the new unique value is a newly added unique value, it is of course not found in the original intentional chart. Then, the process proceeds to step S20. At this time, the financial server 20 directly retrieves the webpage keyword of the webpage, wherein the keyword may be captured by an element or a title in the webpage source code, or the inside of the webpage. The presented keyword, after obtaining the keyword, the financial server 20 can search for at least one intent character in the meaning chart according to the webpage keyword, and simultaneously store the new unique value and the corresponding identification value, the intent character and the webpage key. Word to build a new unique value into the chart. Finally, the process proceeds to step S22, and the financial server 20 generates a corresponding content information to be displayed on the display 12 of the user device 10 according to the intention character. In order to make the description of step S16, step S20 to step S22 more detailed, taking the new unique value z of the website conversion table as an example, a more detailed description is made. From the above step S14, the new unique value z is newly added. Value, of course, in step S16, when it is judged whether there is an identification value corresponding to the unique value in the meaning chart, the corresponding identification value is not found in the meaning chart, and the process proceeds to step S20, and the financial server 20 directly captures the webpage. In the webpage keyword, if the webpage keyword in the webpage has "no guarantee", the financial server 20 finds the corresponding intent character according to the "unguaranteed" intentional graph, and obtains the corresponding intent character from the intent graph. For the capital requirement, the financial server 20 stores the new unique value z and the corresponding identification value 1, the intention character and the web page keyword to establish the new unique value z into the meaning chart of the database 22, so the present invention also Has the function of learning. Finally, in step S22, the financial server 20 will recommend the advertisement information of the fund demand, and recommend the corresponding solution to the user for reference.
鑑此,當同一個使用者裝置10再次瀏覽網頁的時候,金融伺服器20就知道使用者裝置10曾經對某一個方案如基金投資有意圖,就可以直接根據意圖推薦適合的服務或產品,如基金投資方案等。同時金融伺服器20也會定期維護意圖表中的關鍵字,如外匯意圖的關鍵字可根據需求新增外幣、日幣、美金等關鍵字,能有效提高判斷使用者意圖的效益。 In view of this, when the same user device 10 browses the webpage again, the financial server 20 knows that the user device 10 has an intention to invest in a certain solution such as a fund, and can directly recommend a suitable service or product according to the intention, such as Fund investment plans, etc. At the same time, the financial server 20 also regularly maintains the keywords in the intention chart. For example, the keywords of the foreign exchange intent can add keywords such as foreign currency, Japanese currency, and US dollar according to the demand, which can effectively improve the benefit of judging the user's intention.
綜上所述,本發明係能根據使用者的瀏覽習慣,有效分析出使用者之需求及意圖,以依據客戶的需求及意圖推薦對應的資訊,有利於使用者吸收到所需之資訊,除此之外,本發明更可自動更新資料庫中推斷使用者意圖之資料,具有學習功能。 In summary, the present invention can effectively analyze the user's needs and intentions according to the user's browsing habits, and recommend corresponding information according to the customer's needs and intentions, which is beneficial to the user to absorb the required information, in addition to In addition, the present invention can automatically update the data in the database to infer the user's intention, and has a learning function.
唯以上所述者,僅為本發明之較佳實施例而已,並非用來限定本發明實施之範圍。故即凡依本發明申請範圍所述之特徵及精神所為之均等變化或修飾,均應包括於本發明之申請專利範圍內。 The above is only the preferred embodiment of the present invention and is not intended to limit the scope of the present invention. Therefore, any changes or modifications of the features and spirits of the present invention should be included in the scope of the present invention.
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