WO2018152995A1 - History management method and device - Google Patents
History management method and device Download PDFInfo
- Publication number
- WO2018152995A1 WO2018152995A1 PCT/CN2017/090003 CN2017090003W WO2018152995A1 WO 2018152995 A1 WO2018152995 A1 WO 2018152995A1 CN 2017090003 W CN2017090003 W CN 2017090003W WO 2018152995 A1 WO2018152995 A1 WO 2018152995A1
- Authority
- WO
- WIPO (PCT)
- Prior art keywords
- important
- preset
- history
- user
- classification
- Prior art date
Links
Images
Classifications
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/90—Details of database functions independent of the retrieved data types
- G06F16/95—Retrieval from the web
- G06F16/958—Organisation or management of web site content, e.g. publishing, maintaining pages or automatic linking
Definitions
- This document relates to, but is not limited to, mobile communication technologies, and in particular, to a history management method and apparatus.
- the embodiment of the invention provides a history record management method and device, which can effectively manage historical records.
- a history management method including: collecting user behavior characteristics during browsing; identifying important historical records according to the user behavior characteristics; managing the important historical records according to a preset management policy .
- a history management device including: a collection module: collecting user behavior characteristics during browsing; and an identification module: identifying an important history record according to the user behavior feature collected by the collection module; : managing the important history records identified by the identification module according to a preset management policy.
- the browsing history of the page can be recognized as an important history.
- preset management policies such as password access or access control policies that only specific users can access, or you can move these records to a preset area and follow the presets.
- the method performs classification management to form effective management of important historical records, thereby enabling users to protect their privacy while viewing the historical content of their own interest more conveniently.
- FIG. 1 is a flow chart of a history management method according to an embodiment of the present invention.
- FIG. 2 is a flow chart of another history management method according to an embodiment of the present invention.
- 3 is a history management device applied in accordance with an embodiment of the present invention.
- FIG. 1 is a flowchart of a history record management method according to an embodiment of the present invention. The method includes the following steps:
- S102 collecting user behavior characteristics during browsing
- the interface includes various interfaces such as a web browser performance interface, a text reader performance interface, and a video player playback interface.
- S104 Identify an important historical record according to the user behavior feature
- the judgment may be made by comparing with a preset value, for example, when the time when the user browses the current page is higher than 5 minutes, the current page corresponding to the browsing behavior is considered History is an important historical record.
- a plurality of user behavior features may be converted into reference values for unified comparison.
- the reference value converted by the behavior characteristic of the user under a certain page satisfies a preset condition
- the history corresponding to the behavior may also be used. Records are considered important historical records.
- the important history record may be a record for saving brief information such as a browsing page address, or a record for saving the content of the browsing page, and the information content saved in the history record may be flexibly configured according to the specific needs of the user or the system condition of the terminal. .
- S106 Manage the important historical record according to a preset management policy.
- the default management strategy is used for classification management. For example, important historical records are stored in separate areas for subsequent access. Individual access control can also be performed for important historical records, so that important historical records can be obtained. Effective management.
- the user behavior feature in the method includes: a user behavior feature for reflecting a degree of interest of the user while browsing.
- the user carefully reads the content of interest, so collecting the browsing page is a collection of user behavior characteristics that reflect the user's interest in the current browsing page. For example, the time the user stays on the webpage, the longer the stay time can be more directly judged. The user is more interested in the information on this page. For example, the speed of sliding the webpage can also be used to determine the reading speed of the user, thereby obtaining a judgment of whether the user is interested in the page. Long-press sharing or copying is also a sign of the directness of the user's interest.
- the collected user behavior feature is not limited to the above features, and the user may also determine the page by collecting, for example, information that the user likes, time when the user focuses on the screen, and the number of times the user accesses the current page. The degree of interest, thus improving the accuracy of the judgment of important historical records, and further improving the effectiveness of effective management of important historical records.
- the identifying, according to the user behavior feature, the important historical record in the method includes: converting a user behavior feature into a parameter value according to a preset method; and when the parameter value satisfies a preset condition, The history corresponding to the user behavior is identified as an important history.
- the information features For the user behavior characteristics, we can convert the information features into reference values according to the preset method. By comparing with the preset conditions, the judgment can be more conveniently realized. In particular, when a plurality of behavioral feature combinations are judged, the degree of interest of the corresponding browsing page can be more comprehensively obtained from the user behavior, thereby more accurately realizing the recognition of important historical records, thereby improving the effective management of important historical records. effect.
- the method before the managing the important historical record according to the preset management policy, the method further includes: classifying the important historical record according to a preset classification policy; correspondingly, according to a preset The classification management policy manages the important history.
- the classifying the important history records according to a preset classification policy in the method includes: extracting text features of the important history record corresponding page; and inputting the extracted text features into text The classifier classifies the important historical records.
- the classification of important historical records can be realized in a relatively simple manner, for example, extracting titles, word segments, and removing stops on the corresponding pages of the important historical records. Using words, useless words, extracting feature values, selecting representative feature values to calculate the feature vector of the text, etc., and then inputting into the classifier, comparing with the text sets that have been classified in the classifier, thereby obtaining Classification results. In this way, the classification results can be obtained more accurately and quickly, so as to better realize the effective management of important historical records.
- the method for constructing the text classifier in the method includes: acquiring a training corpus; extracting representative feature words in the training corpus; vectorizing the representative feature words; and vectorizing The processed representative feature words are classified to obtain a classified text set of the constructed text classifier.
- the preset classification management policy in the method includes one or more of the following:
- Different user access rights are preset for different categories. For example, “news”, “military” and other information can be set to be accessible to all other users. “Shopping” information can be limited to only super users or create history. Record users can access, or require the password to access in order to get better access control.
- By presetting the classification record storage time different storage times can be set for historical records of different importance, and for historical records such as news, which are relatively less important, can be set, for example, one month or another. Delete, but for a relatively high degree of importance or need to be permanently saved, you can set not to delete.
- the classification record display area is set, and the more common or commonly used records are displayed more prominently, so that the user can access again. Through the combination of the above strategies, the effective management of important historical records is better realized.
- the identifying the important history record in the method includes one or more of the following: identifying the important history record in the non-mark mode; and identifying the important history record manually deleted; correspondingly,
- the management of the important history according to the preset management policy includes one or more of the following:
- a history management method is provided, as shown in FIG. 2, including:
- the classifier model construction process Get a training corpus that you can get yourself or straight Use a more authoritative corpus.
- the text segmentation in the training corpus the useless words are removed, the feature information is extracted, the representative feature words are selected, then the representative feature words are vectorized, and the classification algorithm is used for the calculation and classification process.
- the output is a classifier that classifies all the text in the corpus into the corresponding categories to form a classified text set.
- different training corpora can be selected according to different situations to obtain a text classifier that is more suitable for the specific use requirements of the user, thereby obtaining a better classification effect.
- Each of the records in the important record data set judged in S213 is extracted from the title (the title is usually highly encompassed by the article content, and has typical representativeness, and the use of the text content is not excluded here) to perform word segmentation, extract feature values, and the like.
- the pre-processing using the classifier constructed in S221, classifies the current record by comparing the pre-processed important history record with the already classified text set in the classifier.
- Historical records are grouped into groups such as military, cultural, historical, entertainment, music, social, etc., and users can add protected tags to categories that they believe are important to protect. Individual individual records can also be manually added to the corresponding group. For historical records with protected tags, users can implement personalized decisions and perform subsequent management operations such as deletion, hiding, encryption, etc., in any form.
- a group with the highest encryption protection level can be set to automatically store the access records generated by the user to switch to the webpage in the non-mark mode, and the records that are manually deleted and frequently appeared in the normal browsing mode by the user. . Whether this group is hidden or not, and when it is displayed, the user can control it through the switch.
- a history management device is provided, as shown in FIG.
- the collecting module 11 is configured to collect user behavior characteristics during browsing;
- the identifying module 12 is configured to identify an important historical record according to the user behavior feature collected by the collecting module;
- the management module 13 is configured to manage according to a preset management policy. The important history recorded by the identification module 12 is recognized.
- the collection module collects user behavior characteristics during browsing, and uses the identification module to identify whether the records corresponding to the user behaviors are important historical records, so that the classification of important historical records can be better automatically realized, and then these are adopted for the preset management policies.
- Management of important historical records enables management of authority control or storage settings for important historical records for better historical history management.
- the apparatus further includes: a classification module configured to classify the important history records identified by the identification module according to a preset classification policy; the management module is further configured to manage according to a preset classification The policy manages the important history.
- the embodiment of the invention further provides a computer readable storage medium storing computer executable instructions, which are implemented by the processor to implement the method described in the foregoing embodiments.
- Computer storage medium includes volatile and nonvolatile, implemented in any method or technology for storing information, such as computer readable instructions, data structures, program modules, or other data. , removable and Non-removable media.
- Computer storage media includes, but is not limited to, RAM, ROM, EEPROM, flash memory or other memory technology, CD-ROM, digital versatile disc (DVD) or other optical disc storage, magnetic cartridge, magnetic tape, magnetic disk storage or other magnetic storage device, or may Any other medium used to store the desired information and that can be accessed by the computer.
- communication media typically embodies computer readable instructions, data structures, program modules or other data in a modulated data signal, such as a carrier wave or other transport mechanism, and can include any information delivery media.
- the above technical solution can realize automatic identification and classification management of important historical records, thereby effectively managing important historical records and improving the user experience.
Landscapes
- Engineering & Computer Science (AREA)
- Theoretical Computer Science (AREA)
- Databases & Information Systems (AREA)
- Data Mining & Analysis (AREA)
- Physics & Mathematics (AREA)
- General Engineering & Computer Science (AREA)
- General Physics & Mathematics (AREA)
- Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
Abstract
Provided are a history management method and device. The history management method comprises: collecting a behavioral characteristic of a user carrying out browsing activities (S102); identifying an important history according to the behavioral characteristic of the user (S104); and managing the important history according to a preset management strategy (S106).
Description
本文涉及但不限于移动通信技术,特别地涉及一种历史记录管理方法和装置。This document relates to, but is not limited to, mobile communication technologies, and in particular, to a history management method and apparatus.
目前历史记录管理,特别是浏览器的历史浏览记录通常是按照访问时间或日期分组显示,并且对于所有人可见;或者是无痕浏览,不记录相关历史记录。对于较为重要的历史记录,没有形成有效管理方法。例如用户对较有兴趣或者希望回看的历史记录,需要手动进行收集整理,并且这些历史记录要么对于所有人可见,要么在无痕模式中没有相关记录。使得用户难以找到自己希望回看的记录,同时存在泄露访问隐私等问题,无法形成对历史记录的有效管理。Current history management, especially browser history browsing records, are usually grouped by access time or date and visible to everyone; or seamless browsing, without recording relevant history. For more important historical records, no effective management methods have been formed. For example, a user's history of interest or desire to look back needs to be manually collected, and these history records are either visible to everyone or have no relevant records in the invisible mode. It makes it difficult for users to find the records that they want to look back, and there are problems such as leaking access privacy, and it is impossible to form effective management of historical records.
发明内容Summary of the invention
以下是对本文详细描述的主题的概述。本概述并非是为了限制权利要求的保护范围。The following is an overview of the topics detailed in this document. This Summary is not intended to limit the scope of the claims.
本发明实施例提出一种历史记录管理方法、装置,能够对历史记录进行有效管理。The embodiment of the invention provides a history record management method and device, which can effectively manage historical records.
根据本发明的一个实施例,提供一种历史记录管理方法,包括:收集浏览时的用户行为特征;根据所述用户行为特征识别出重要历史记录;按照预设的管理策略管理所述重要历史记录。According to an embodiment of the present invention, a history management method is provided, including: collecting user behavior characteristics during browsing; identifying important historical records according to the user behavior characteristics; managing the important historical records according to a preset management policy .
根据本发明的一个实施例,提供一种历史记录管理装置,包括:收集模块:收集浏览时用户行为特征;识别模块:根据所述收集模块收集的所述用户行为特征识别重要历史记录;管理模块:按照预设的管理策略管理所述识别模块识别出的重要历史记录。
According to an embodiment of the present invention, a history management device is provided, including: a collection module: collecting user behavior characteristics during browsing; and an identification module: identifying an important history record according to the user behavior feature collected by the collection module; : managing the important history records identified by the identification module according to a preset management policy.
通过收集用户行为特征,例如收集用户浏览当前页面的时间,或者用户滑动页面的速度,或者用户是否有长按复制分享等行为,可以自动并相对准确的判断用户是否对于该页面感兴趣。当能够认为用户对于该页面感兴趣时,可以将该页面的浏览记录认定为重要历史记录。而针对于这些重要历史记录,就可以预设管理策略,例如可以通过密码访问或者只有特定的用户能够访问等访问控制策略进行管理,也可以通过将这些记录移动到预设区域,并且按照预设方法进行分类管理,来形成对于重要历史记录的有效管理,从而让用户能够保护自己的隐私同时更方便的查看的自己感兴趣的历史内容。By collecting user behavior characteristics, such as collecting the time when the user browses the current page, or the speed at which the user swipes the page, or whether the user has long-pressed copy sharing, etc., it is possible to automatically and relatively accurately determine whether the user is interested in the page. When it can be considered that the user is interested in the page, the browsing history of the page can be recognized as an important history. For these important historical records, you can preset management policies, such as password access or access control policies that only specific users can access, or you can move these records to a preset area and follow the presets. The method performs classification management to form effective management of important historical records, thereby enabling users to protect their privacy while viewing the historical content of their own interest more conveniently.
在阅读并理解了附图和详细描述后,可以明白其他方面。Other aspects will be apparent upon reading and understanding the drawings and detailed description.
附图概述BRIEF abstract
图1根据本发明实施例的一种历史记录管理方法的流程图;1 is a flow chart of a history management method according to an embodiment of the present invention;
图2根据本发明实施例的另一种历史记录管理方法的流程图;2 is a flow chart of another history management method according to an embodiment of the present invention;
图3根据本发明实施例应用的一种历史记录管理装置。3 is a history management device applied in accordance with an embodiment of the present invention.
下文中将参考附图并结合实施例来详细说明本发明。需要说明的是,在不冲突的情况下,本申请中的实施例及实施例中的特征可以相互组合。The invention will be described in detail below with reference to the drawings in conjunction with the embodiments. It should be noted that the embodiments in the present application and the features in the embodiments may be combined with each other without conflict.
本发明实施例提供一种历史记录管理方法,图1是根据本发明实施例的一种历史记录管理方法的流程图,该方法如图1所示包括:An embodiment of the present invention provides a history record management method. FIG. 1 is a flowchart of a history record management method according to an embodiment of the present invention. The method includes the following steps:
S102:收集浏览时用户行为特征;S102: collecting user behavior characteristics during browsing;
通过收集浏览界面时用户行为特征,例如用户浏览当前页面的时间,用户滑动页面的速度,或者是否有长按分享或复制等行为,判断用户是否对于当前界面有着足够的兴趣。需要提出的是,这里的界面包括,网络浏览器表现界面、文本阅读器表现界面、视频播放器播放界面等多种界面。By collecting the user behavior characteristics when browsing the interface, such as the time when the user browses the current page, the speed at which the user slides the page, or whether there is a long press to share or copy, it is judged whether the user has sufficient interest in the current interface. What needs to be mentioned is that the interface here includes various interfaces such as a web browser performance interface, a text reader performance interface, and a video player playback interface.
S104:根据所述用户行为特征识别出重要历史记录;S104: Identify an important historical record according to the user behavior feature;
当收集到用户行为特征时,可以通过与预设值比较来进行判断,例如当用户浏览当前页面的时间高于5分钟时,认为其浏览行为对应的当前页面的
历史记录属于重要历史记录。可选的,还可以将若干个用户行为特征转换为参考值进行统一比对,当用户在某一页面下行为特征所转化的参考值满足预设条件时,同样可以将所述行为对应的历史记录视为重要历史记录。When the user behavior feature is collected, the judgment may be made by comparing with a preset value, for example, when the time when the user browses the current page is higher than 5 minutes, the current page corresponding to the browsing behavior is considered
History is an important historical record. Optionally, a plurality of user behavior features may be converted into reference values for unified comparison. When the reference value converted by the behavior characteristic of the user under a certain page satisfies a preset condition, the history corresponding to the behavior may also be used. Records are considered important historical records.
另外所述重要历史记录可以是一个保存浏览页面地址等简要信息的记录,也可以是保存浏览页面内容的记录,可以根据用户具体的需要或者终端的系统情况灵活配置历史记录中保存中的信息内容。In addition, the important history record may be a record for saving brief information such as a browsing page address, or a record for saving the content of the browsing page, and the information content saved in the history record may be flexibly configured according to the specific needs of the user or the system condition of the terminal. .
S106:按照预设的管理策略管理所述重要历史记录。S106: Manage the important historical record according to a preset management policy.
当识别出重要历史记录时,采用预设管理策略进行分类管理,例如将重要历史记录存放在单独的区域以便后续访问,也可以针对重要历史记录进行单独的访问控制,从而使得重要历史记录能够得到有效管理。When important historical records are identified, the default management strategy is used for classification management. For example, important historical records are stored in separate areas for subsequent access. Individual access control can also be performed for important historical records, so that important historical records can be obtained. Effective management.
通过上述方法,将重要历史记录自动进行识别并且分类进行管理,从而实现对于重要历史记录的有效管理,提升了用户体验。Through the above method, important historical records are automatically identified and classified for management, thereby realizing effective management of important historical records and improving the user experience.
在一个具体实施中,所述方法中所述用户行为特征包括:用于反映用户浏览时兴趣程度的用户行为特征。In a specific implementation, the user behavior feature in the method includes: a user behavior feature for reflecting a degree of interest of the user while browsing.
通常用户对于感兴趣的内容都会仔细进行阅读,因此收集浏览页面是收集反映用户对于当前浏览页面兴趣程度的用户行为特征,例如用户停留在网页的时间,越长的停留时间可以更为直接的判断用户对于该页面的信息更感兴趣。又例如滑动网页速度,同样也可以用于判断用户的阅读速度,进而获得用户对于该页面是否感兴趣的判断。而长按分享或复制也是用户感兴趣直接性的标志。因此对于上述行为特征的收集,可以更为准确的判断用户是否对于收集动作时对应页面有着较为明确的兴趣,从而在这些浏览页面更为准确的识别历史记录,进一步提升有效管理历史记录的效果。需要提出的是,所述收集用户行为特征并不限于上述特征,也可以通过收集例如:用户点赞的信息,用户瞳孔聚焦屏幕的时间,用户访问当前页面的次数等行为特征来判断用户对于页面的感兴趣程度,从而提升对于重要历史记录判断的准确程度,进一步提升有效管理重要历史记录的效果。Usually, the user carefully reads the content of interest, so collecting the browsing page is a collection of user behavior characteristics that reflect the user's interest in the current browsing page. For example, the time the user stays on the webpage, the longer the stay time can be more directly judged. The user is more interested in the information on this page. For example, the speed of sliding the webpage can also be used to determine the reading speed of the user, thereby obtaining a judgment of whether the user is interested in the page. Long-press sharing or copying is also a sign of the directness of the user's interest. Therefore, for the collection of the above behavioral features, it is possible to more accurately determine whether the user has a clear interest in the corresponding page when collecting the action, thereby more accurately identifying the historical record on these browsing pages, and further improving the effect of effectively managing the historical record. It should be noted that the collected user behavior feature is not limited to the above features, and the user may also determine the page by collecting, for example, information that the user likes, time when the user focuses on the screen, and the number of times the user accesses the current page. The degree of interest, thus improving the accuracy of the judgment of important historical records, and further improving the effectiveness of effective management of important historical records.
在一个具体实施中,所述方法中所述根据所述用户行为特征识别出重要历史记录包括:将用户行为特征按照预设方法转换为参数值;所述参数值满足预设条件时,将所述用户行为对应的历史记录识别为重要历史记录。
In a specific implementation, the identifying, according to the user behavior feature, the important historical record in the method includes: converting a user behavior feature into a parameter value according to a preset method; and when the parameter value satisfies a preset condition, The history corresponding to the user behavior is identified as an important history.
对于用户行为特征,我们可以按照预设方法将其信息特征转为参考值,通过与预设条件进行比对,可以更为方便的实现判断。特别是在涉及多种行为特征组合判断时,可以更为综合的从用户行为中获取对应浏览页面的兴趣程度,从而更为准确的实现对于重要历史记录的识别,进而提升有效管理重要历史记录的效果。For the user behavior characteristics, we can convert the information features into reference values according to the preset method. By comparing with the preset conditions, the judgment can be more conveniently realized. In particular, when a plurality of behavioral feature combinations are judged, the degree of interest of the corresponding browsing page can be more comprehensively obtained from the user behavior, thereby more accurately realizing the recognition of important historical records, thereby improving the effective management of important historical records. effect.
在一个具体实施中,所述方法中所述按照预设的管理策略管理所述重要历史记录之前还包括:根据预设的分类策略对所述重要历史记录进行分类;相应地,按照预设的分类管理策略管理所述重要历史记录。In a specific implementation, before the managing the important historical record according to the preset management policy, the method further includes: classifying the important historical record according to a preset classification policy; correspondingly, according to a preset The classification management policy manages the important history.
通过将识别到的重要历史记录进行分类,并按照预设分类策略进行管理,可以针对重要历史记录再次进行区分,对于其中特别重要的历史记录,可以在管理策略中设置更加严格的访问控制以及将其展示位置设置在更为明显的位置,以进一步满足用户对于隐私的需求以及再次访问的便捷,从而更好的实现对于重要历史记录的有效管理。By classifying the identified important historical records and managing them according to the preset classification strategy, you can distinguish the important historical records again. For the historical records that are particularly important, you can set stricter access control in the management policy and Its display location is set at a more obvious location to further meet the user's need for privacy and the convenience of re-visiting, so as to better manage the important history.
在一个具体实施中,所述方法中所述根据预设的分类策略对所述重要历史记录进行分类包括:提取所述重要历史记录对应页面的文本特征;将所提取的所述文本特征输入文本分类器对所述重要历史记录进行分类。In a specific implementation, the classifying the important history records according to a preset classification policy in the method includes: extracting text features of the important history record corresponding page; and inputting the extracted text features into text The classifier classifies the important historical records.
通过提取重要历史记录对应页面中的文本特征,并使用文本分类器进行分类,可以使用较为简单的方式实现重要历史记录的分类,例如,对所述重要历史记录对应页面提取标题,分词,去掉停用词、无用词,提取特征值,选择代表性特征值来计算该文本的特征向量等系列预处理后,输入分类器中,与分类器中已经分好类的文本集进行比对,从而获得分类结果。通过这种方式,能够更为准确和快速的获取分类结果,以便更好的实现对于重要历史记录的有效管理。By extracting the text features in the important history corresponding pages and classifying them using the text classifier, the classification of important historical records can be realized in a relatively simple manner, for example, extracting titles, word segments, and removing stops on the corresponding pages of the important historical records. Using words, useless words, extracting feature values, selecting representative feature values to calculate the feature vector of the text, etc., and then inputting into the classifier, comparing with the text sets that have been classified in the classifier, thereby obtaining Classification results. In this way, the classification results can be obtained more accurately and quickly, so as to better realize the effective management of important historical records.
在一个具体实施中,所述方法中所述文本分类器的构建方法包括:获取训练语料库;提取所述训练语料库中的代表性特征词;将所述代表性特征词向量化处理;将向量化处理后的代表性特征词进行分类,获得构建文本分类器的分类文本集。In a specific implementation, the method for constructing the text classifier in the method includes: acquiring a training corpus; extracting representative feature words in the training corpus; vectorizing the representative feature words; and vectorizing The processed representative feature words are classified to obtain a classified text set of the constructed text classifier.
获取训练语料库的方式,我们可以自己获取,也可以直接使用比较权威的语料库。然后提取训练语料中代表性特征词,例如对训练语料中的文本分
词、去掉无用词、提取特征信息,然后从中选择代表性特征词。随后将这些代表性特征词进行向量化,并进行分类,从而获取分类文本集,通过整合这些文本集从而构建文本分类器。通过这种方式,可以根据自己的需要,选取个性化的语料库构建更为符合用户需求的文本分类器,获得更好的分类效果,从而更好的实现对于重要历史记录的有效管理。To get the way to train the corpus, we can get it ourselves, or you can use the more authoritative corpus directly. Then extract representative feature words in the training corpus, for example, the text in the training corpus
Words, remove useless words, extract feature information, and then select representative feature words. These representative feature words are then vectorized and classified to obtain a classified text set, and the text classifier is constructed by integrating these text sets. In this way, according to your own needs, you can choose a personalized corpus to build a text classifier that better meets the user's needs, and obtain better classification results, so as to better realize the effective management of important historical records.
在一个具体实施中,所述方法中所述预设的分类管理策略包括以下一种或多种:In a specific implementation, the preset classification management policy in the method includes one or more of the following:
根据预设的分类,预设每个所述分类中历史记录的用户访问权限;以及根据预设的分类,预设每个所述分类中历史记录保存时间。Presetting the user access rights of the historical records in each of the categories according to a preset classification; and preset a history record saving time in each of the categories according to a preset classification.
针对于不同的分类预先设定不同的用户访问权限,例如“新闻类”、“军事类”等信息可以设定所有其他用户都可以访问,“购物类”信息,可以限定仅超级用户或创建历史记录用户才可以访问,或者要求输入相应密码才能进行访问,以获取更好的访问控制效果。而预设该分类记录保存时间,则可以针对于不同重要性的历史记录设定不同的保存时间,对于重要程度相对较低的如新闻等历史记录,可以设定例如一个月或者其他时间后进行删除,而对于重要程度相对较高或者需要永久保存的,则可以设定不进行删除。而根据不同的分类,设定分类记录显示区域,则针对更常见或常用的记录,进行更为显著的展示,以方便用户再次进行访问。通过上述策略的结合,更好的实现对于重要历史记录的有效管理。Different user access rights are preset for different categories. For example, "news", "military" and other information can be set to be accessible to all other users. "Shopping" information can be limited to only super users or create history. Record users can access, or require the password to access in order to get better access control. By presetting the classification record storage time, different storage times can be set for historical records of different importance, and for historical records such as news, which are relatively less important, can be set, for example, one month or another. Delete, but for a relatively high degree of importance or need to be permanently saved, you can set not to delete. According to different classifications, the classification record display area is set, and the more common or commonly used records are displayed more prominently, so that the user can access again. Through the combination of the above strategies, the effective management of important historical records is better realized.
在一个具体实施中,所述方法中所述识别重要历史记录包括以下一种或多种:识别无痕模式下所述重要历史记录;以及识别手动删除的所述重要历史记录;相应地,所述按照预设管理策略管理所述重要历史记录包括以下一种或多种:In a specific implementation, the identifying the important history record in the method includes one or more of the following: identifying the important history record in the non-mark mode; and identifying the important history record manually deleted; correspondingly, The management of the important history according to the preset management policy includes one or more of the following:
将所述识别出的无痕模式下的重要历史记录存储至预设区域;以及将所述识别出的手动删除的重要历史记录存储至预设区域。And storing the important history record in the identified non-marking mode to the preset area; and storing the identified manually deleted important history record to the preset area.
通过识别无痕模式下所述重要历史记录,或者识别手动删除的重要历史记录,可以在用户需要保障隐私的环境或者不经意删除掉重要历史记录的情形下,有效保障重要历史记录不会丢失,并存储至预设区域以便于后续访问以及权限管理,从而获得更好的重要历史记录管理效果。
By identifying the important historical records in the non-marking mode, or identifying important historical records that are manually deleted, it is possible to effectively protect important historical records from being lost in situations where the user needs to protect privacy or inadvertently delete important historical records. Store to a preset area for subsequent access and rights management for better historical history management.
根据本发明的一个实施例,提供一种历史记录管理方法,如图2所示,包括:According to an embodiment of the present invention, a history management method is provided, as shown in FIG. 2, including:
S211:获取用户行为特征;S211: Acquire a user behavior feature;
用户行为特征可以来判断用户对于该网页是否感兴趣。例如根据用户在浏览网页时在本网页上的停留时间、网页滑动速度、是否有长按分享复制等动作来综合度量,也可以通过其他用户行为特征进行判断。这些特征可以通过多种方式获取,包括利用终端中的感应器感应特定动作,或利用处理器分析特定动作的属性等方式。例如浏览该网页的时间长度T,即从打开该网页开始计时Tstart,离开或关闭该网页结束计时Tend,则浏览该网页所用时间为T=Tend–Tstart。手指在网页上的滑动速度S,假设这里使用的是Android收集,则可以通过调用Android系统API VelocityTracker.computeCurrentVelocity()得到每毫秒手指在网页上滑动过的距离长度,即滑动速度S=VelocityTracker.computeCurrentVelocity()。手指长按动作L,是否有长按动作或者长按后复制分享等操作,如果有的话,L=1,如果没有,L=0;The user behavior feature can be used to determine if the user is interested in the web page. For example, according to the user's staying time on the webpage when browsing the webpage, the sliding speed of the webpage, whether there is a long-pressing sharing copy, and the like, the metric can also be determined by other user behavior characteristics. These features can be obtained in a variety of ways, including using sensors in the terminal to sense specific actions, or using a processor to analyze the properties of a particular action. For example, the length T of the web page is viewed, that is, the time Tstart is started from the time the web page is opened, and the end time Tend is left or closed. The time taken to browse the web page is T=Tend−Tstart. The sliding speed S of the finger on the webpage, assuming that Android collection is used here, the length of the distance that the finger swipes on the webpage per millisecond can be obtained by calling the Android system API VelocityTracker.computeCurrentVelocity(), that is, the sliding speed S=VelocityTracker.computeCurrentVelocity (). The finger presses the action L long, whether there is a long press action or a long press and then copy and share, if any, L=1, if not, L=0;
S212:计算用户兴趣度;S212: Calculate user interest degree;
假设已经获得前述案例中使用的三个具体的行为特征,则可以利用以下公式计算得到该网页的用户兴趣度:W=T*a1+S*a2+L*a3,其中a1,a2,a3为权重系数,取值范围为(0,1)。如果有不同数量的行为特征,则可以设置不同的权重系数来计算用户兴趣的,从而实现通过多种行为特征共同判断用户兴趣。Assuming that the three specific behavioral features used in the previous case have been obtained, the user interest of the web page can be calculated by the following formula: W=T*a1+S*a2+L*a3, where a1, a2, a3 are Weight coefficient, which ranges from (0,1). If there are different numbers of behavioral features, different weighting coefficients can be set to calculate the user's interest, so that the user's interest can be judged together through multiple behavioral features.
S213:判断重要历史记录;S213: determining an important historical record;
设定一个兴趣度阈值N,当计算得到的当前网页用户兴趣度W>=N时,则认为该网页为重要网页,其对应的历史记录放入重要记录数据集中,如果W<N,则认为该网页不是重要网页,其对应的历史记录作为一般的普通记录不做进一步处理。Setting an interest degree threshold N, when the calculated current web user interest degree W>=N, the webpage is considered to be an important webpage, and the corresponding history record is placed in the important record data set. If W<N, it is considered The web page is not an important web page, and its corresponding history is not treated as a general ordinary record.
S221:构建文本分类器;S221: construct a text classifier;
分类器模型构造过程。获取一个训练语料库,可以自己获取,也可以直
接使用比较权威的语料库。对训练语料中的文本分词、去掉无用词、提取特征信息,选择代表性特征词、然后将代表性特征词向量化,用分类算法进行计算分类处理。输出结果为一个将语料库中所有文本都被归类到相应的类别中形成分类后文本集的分类器。通过对于文本分类器的构建,可以根据不同情况选取不同的训练语料库,来获得更为贴合用户具体使用需求的文本分类器,从而获得更好的分类效果。The classifier model construction process. Get a training corpus that you can get yourself or straight
Use a more authoritative corpus. The text segmentation in the training corpus, the useless words are removed, the feature information is extracted, the representative feature words are selected, then the representative feature words are vectorized, and the classification algorithm is used for the calculation and classification process. The output is a classifier that classifies all the text in the corpus into the corresponding categories to form a classified text set. By constructing the text classifier, different training corpora can be selected according to different situations to obtain a text classifier that is more suitable for the specific use requirements of the user, thereby obtaining a better classification effect.
S222:将识别的重要历史记录分类;S222: classify the identified important historical records;
将S213中判断得到的重要记录数据集中的每条记录,提取出标题(标题通常都是高度囊括了文章内容的,具有典型代表性,这里也不排除使用文本内容)做分词、提取特征值等预处理,利用S221中构建的分类器,通过将预处理后的重要历史记录与分类器中已经分类的文本集进行比对,对当前记录进行分类。Each of the records in the important record data set judged in S213 is extracted from the title (the title is usually highly encompassed by the article content, and has typical representativeness, and the use of the text content is not excluded here) to perform word segmentation, extract feature values, and the like. The pre-processing, using the classifier constructed in S221, classifies the current record by comparing the pre-processed important history record with the already classified text set in the classifier.
通过这种方式能够实现对于重要历史记录的自动分类,从而避免手动分类带来的繁琐,进一步提升重要历史记录的管理效果。In this way, automatic classification of important historical records can be realized, thereby avoiding the cumbersomeness of manual classification and further improving the management effect of important historical records.
S231:设置分类管理策略并进行管理;S231: setting a classification management policy and managing the same;
历史记录都被归入多个组别中,如军事、文化、历史、娱乐、音乐、社会等等,用户可以对自认为很重要需要保护的类别添加受保护标签。对于个别特殊记录,也可手动添加到相应的组别中。对带有受保护标签的历史记录组别,用户可以实现个性化的决策,进行后续管理操作,如删除,隐藏,加密等,形式不限。Historical records are grouped into groups such as military, cultural, historical, entertainment, music, social, etc., and users can add protected tags to categories that they believe are important to protect. Individual individual records can also be manually added to the corresponding group. For historical records with protected tags, users can implement personalized decisions and perform subsequent management operations such as deletion, hiding, encryption, etc., in any form.
进一步扩展,可以设置一个最高加密保护级别的组别,用于自动存放用户特意切换到无痕模式下浏览网页而产生的访问记录以及在常规浏览模式下被用户手动删除且出现频率较高的记录。这个组别隐藏与否,以及何时显示,用户可以通过开关来控制。Further expansion, a group with the highest encryption protection level can be set to automatically store the access records generated by the user to switch to the webpage in the non-mark mode, and the records that are manually deleted and frequently appeared in the normal browsing mode by the user. . Whether this group is hidden or not, and when it is displayed, the user can control it through the switch.
通过上述历史记录管理方法,可以实现对于重要历史记录的有效识别,并自动进行分类以及按照预设分类管理策略进行管理,从而能够更为精细和智能的管理重要历史记录,获得良好的重要历史记录管理效果。Through the above historical record management method, effective identification of important historical records can be realized, and classification can be automatically performed and managed according to a preset classification management strategy, so that important historical records can be managed more finely and intelligently, and a good important history is obtained. Management effect.
根据本发明的一个实施例,提供一种历史记录管理装置,如图3所示,
包括收集模块11:设置为收集浏览时用户行为特征;识别模块12:设置为根据所述收集模块收集的所述用户行为特征识别重要历史记录;管理模块13:设置为按照预设的管理策略管理所述识别模块12识别出的重要历史记录。According to an embodiment of the present invention, a history management device is provided, as shown in FIG.
The collecting module 11 is configured to collect user behavior characteristics during browsing; the identifying module 12 is configured to identify an important historical record according to the user behavior feature collected by the collecting module; and the management module 13 is configured to manage according to a preset management policy. The important history recorded by the identification module 12 is recognized.
通过收集模块收集浏览时用户行为特征,并使用识别模块来识别这些用户行为对应的记录是否为重要历史记录,可以更好的自动实现对于重要历史记录的分类,随后对于通过预设管理策略对这些重要历史记录进行管理,能够针对重要历史记录进行权限控制或者存储设置等管理,从而获得更好的重要历史记录管理效果。The collection module collects user behavior characteristics during browsing, and uses the identification module to identify whether the records corresponding to the user behaviors are important historical records, so that the classification of important historical records can be better automatically realized, and then these are adopted for the preset management policies. Management of important historical records enables management of authority control or storage settings for important historical records for better historical history management.
在一个具体实施中,所述装置还包括:分类模块:设置为根据预设的分类策略对识别模块识别的所述重要历史记录进行分类;所述管理模块,还设置为按照预设的分类管理策略管理所述重要历史记录。In a specific implementation, the apparatus further includes: a classification module configured to classify the important history records identified by the identification module according to a preset classification policy; the management module is further configured to manage according to a preset classification The policy manages the important history.
通过分类模块对于重要历史记录再次进行分类,能够根据不同类别,实现对于重要历史记录的精细管理,从而获得更好的重要历史记录管理效果。By classifying important historical records again through the classification module, it is possible to implement fine management of important historical records according to different categories, thereby obtaining better important historical record management effects.
本发明实施例还提供了一种计算机可读存储介质,存储有计算机可执行指令,所述计算机可执行指令被处理器执行时实现上述实施例所述的方法。The embodiment of the invention further provides a computer readable storage medium storing computer executable instructions, which are implemented by the processor to implement the method described in the foregoing embodiments.
本领域普通技术人员可以理解,上文中所公开方法中的全部或某些步骤、系统、装置中的功能模块/单元可以被实施为软件、固件、硬件及其适当的组合。在硬件实施方式中,在以上描述中提及的功能模块/单元之间的划分不一定对应于物理单元的划分;例如,一个物理组件可以具有多个功能,或者一个功能或步骤可以由若干物理组件合作执行。某些组件或所有组件可以被实施为由处理器,如数字信号处理器或微处理器执行的软件,或者被实施为硬件,或者被实施为集成电路,如专用集成电路。这样的软件可以分布在计算机可读介质上,计算机可读介质可以包括计算机存储介质(或非暂时性介质)和通信介质(或暂时性介质)。如本领域普通技术人员公知的,术语计算机存储介质包括用于存储信息(诸如计算机可读指令、数据结构、程序模块或其他数据)的任何方法或技术中实施的易失性和非易失性、可移除和
不可移除介质。计算机存储介质包括但不限于RAM、ROM、EEPROM、闪存或其他存储器技术、CD-ROM、数字多功能盘(DVD)或其他光盘存储、磁盒、磁带、磁盘存储或其他磁存储装置、或者可以用于存储期望的信息并且可以被计算机访问的任何其他的介质。此外,本领域技术人员公知的是,通信介质通常包含计算机可读指令、数据结构、程序模块或者诸如载波或其他传输机制之类的调制数据信号中的其他数据,并且可包括任何信息递送介质。Those of ordinary skill in the art will appreciate that all or some of the steps, systems, and functional blocks/units of the methods disclosed above may be implemented as software, firmware, hardware, and suitable combinations thereof. In a hardware implementation, the division between functional modules/units mentioned in the above description does not necessarily correspond to the division of physical units; for example, one physical component may have multiple functions, or one function or step may be composed of several physical The components work together. Some or all of the components may be implemented as software executed by a processor, such as a digital signal processor or microprocessor, or as hardware, or as an integrated circuit, such as an application specific integrated circuit. Such software may be distributed on a computer readable medium, which may include computer storage media (or non-transitory media) and communication media (or transitory media). As is well known to those of ordinary skill in the art, the term computer storage medium includes volatile and nonvolatile, implemented in any method or technology for storing information, such as computer readable instructions, data structures, program modules, or other data. , removable and
Non-removable media. Computer storage media includes, but is not limited to, RAM, ROM, EEPROM, flash memory or other memory technology, CD-ROM, digital versatile disc (DVD) or other optical disc storage, magnetic cartridge, magnetic tape, magnetic disk storage or other magnetic storage device, or may Any other medium used to store the desired information and that can be accessed by the computer. Moreover, it is well known to those skilled in the art that communication media typically embodies computer readable instructions, data structures, program modules or other data in a modulated data signal, such as a carrier wave or other transport mechanism, and can include any information delivery media.
以上所述仅为本发明的可选实施例而已,并不用于限制本发明,对于本领域的技术人员来说,本发明可以有各种更改和变化。凡在本发明的精神和原则之内,所作的任何修改、等同替换、改进等,均应包含在本发明的保护范围之内。The above description is only an alternative embodiment of the present invention, and is not intended to limit the present invention, and various modifications and changes can be made to the present invention. Any modifications, equivalent substitutions, improvements, etc. made within the spirit and scope of the present invention are intended to be included within the scope of the present invention.
上述技术方案能够实现将重要历史记录自动进行识别并且分类进行管理,从而可以对重要历史记录进行有效的管理,提升了用户体验。
The above technical solution can realize automatic identification and classification management of important historical records, thereby effectively managing important historical records and improving the user experience.
Claims (11)
- 一种历史记录管理方法,包括:A method of historical record management, including:收集浏览时的用户行为特征(S102);Collecting user behavior characteristics during browsing (S102);根据所述用户行为特征识别出重要历史记录(S104);Identifying an important history record according to the user behavior feature (S104);按照预设的管理策略管理所述重要历史记录(S106)。The important history is managed in accordance with a preset management policy (S106).
- 如权利要求1所述方法,其中,所述用户行为特征包括:The method of claim 1 wherein said user behavior characteristics comprise:用于反映用户浏览时兴趣程度的用户行为特征。A user behavior characteristic that reflects the degree of interest of the user while browsing.
- 如权利要求1所述方法,其中,所述根据所述用户行为特征识别出重要历史记录(S104)包括:The method of claim 1 wherein said identifying an important history based on said user behavior characteristic (S104) comprises:将用户行为特征按照预设方法转换为参数值;Convert user behavior characteristics into parameter values according to a preset method;所述参数值满足预设条件时,将所述用户行为特征对应的历史记录识别为重要历史记录。When the parameter value satisfies the preset condition, the history record corresponding to the user behavior feature is identified as an important history record.
- 如权利要求1至3中所述的任一项方法,还包括:A method as claimed in any one of claims 1 to 3, further comprising:在所述按照预设的管理策略管理所述重要历史记录(S106)之前,根据预设的分类策略对所述重要历史记录进行分类;Sorting the important historical records according to a preset classification policy before the managing the important historical records according to the preset management policy (S106);相应地,按照预设的分类管理策略管理所述重要历史记录。Accordingly, the important history is managed in accordance with a preset classification management policy.
- 如权利要求4所述方法,其中,所述根据预设的分类策略对所述重要历史记录进行分类包括:The method of claim 4, wherein the classifying the important history records according to a preset classification policy comprises:提取所述重要历史记录对应页面的文本特征;Extracting text features of the page corresponding to the important history record;将所提取的所述文本特征输入文本分类器对所述重要历史记录进行分类。The extracted text feature input text classifier classifies the important history records.
- 如权利要求5所述方法,其中,所述文本分类器的构建方法包括:The method of claim 5 wherein the method of constructing the text classifier comprises:获取训练语料库;Obtain a training corpus;提取所述训练语料库中的代表性特征词;Extracting representative feature words in the training corpus;将所述代表性特征词向量化处理;The representative feature words are vectorized;将向量化处理后的代表性特征词进行分类,获得构建文本分类器的分类 文本集。The vectorized processed representative feature words are classified to obtain the classification of the constructed text classifier. Text set.
- 如权利要求4所述方法,其中,所述预设的分类管理策略包括:The method of claim 4, wherein the predetermined classification management policy comprises:根据对用户浏览内容预设的分类;预设每个所述分类中历史记录的用户访问权限,以及预设每个所述分类中历史记录保存时间;或者,Presetting the user's access rights according to the user's browsing content; presetting the user access rights of the history records in each of the categories, and presetting the history record keeping time in each of the categories; or根据对用户浏览内容预设的分类,预设每个所述分类中历史记录的用户访问权限;或者,Presetting the user access rights of the historical records in each of the categories according to the classification preset for the user browsing content; or根据对用户浏览内容预设的分类,预设每个所述分类中历史记录保存时间。The history record retention time in each of the categories is preset according to a classification preset for the user to browse the content.
- 如权利要求1所述方法,其中,所述识别重要历史记录(S104)包括以下一种或多种:The method of claim 1, wherein said identifying an important history (S104) comprises one or more of the following:识别无痕模式下所述重要历史记录;Identify the important historical records in the non-marking mode;识别手动删除的所述重要历史记录;Identifying the important history recorded manually;相应地,所述按照预设管理策略管理所述重要历史记录(S106)包括以下一种或多种:Correspondingly, the managing the important history record according to the preset management policy (S106) includes one or more of the following:将识别出的所述无痕模式下的的重要历史记录存储至预设区域;以及Storing the identified important history in the seamless mode to a preset area;将识别出的所述手动删除的重要历史记录存储至预设区域。The identified important history of manual deletion is stored to a preset area.
- 一种历史记录管理装置,包括:A history management device comprising:收集模块(11):设置为收集浏览时用户行为特征;Collection module (11): set to collect user behavior characteristics during browsing;识别模块(12):设置为根据所述收集模块(11)收集的所述用户行为特征识别重要历史记录;An identification module (12): configured to identify an important history record according to the user behavior feature collected by the collection module (11);管理模块(13):按照预设的管理策略管理所述识别模块(12)识别出的重要历史记录。The management module (13): manages the important history records identified by the identification module (12) according to a preset management policy.
- 如权利要求9所述装置,还包括:The apparatus of claim 9 further comprising:分类模块:设置为根据预设的分类策略对识别模块(12)识别的所述重要历史记录进行分类;a classification module: configured to classify the important history records identified by the identification module (12) according to a preset classification policy;所述管理模块(13),还设置为按照预设的分类管理策略管理所述重要历史记录。 The management module (13) is further configured to manage the important history record according to a preset classification management policy.
- 一种计算机可读存储介质,存储有计算机可执行指令,所述计算机可执行指令被处理器执行时实现权利要求1至8中任一项所述的方法。 A computer readable storage medium storing computer executable instructions that, when executed by a processor, implement the method of any one of claims 1-8.
Applications Claiming Priority (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201710093616.1A CN108460050A (en) | 2017-02-21 | 2017-02-21 | A kind of history management method and device |
CN201710093616.1 | 2017-02-21 |
Publications (1)
Publication Number | Publication Date |
---|---|
WO2018152995A1 true WO2018152995A1 (en) | 2018-08-30 |
Family
ID=63229141
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
PCT/CN2017/090003 WO2018152995A1 (en) | 2017-02-21 | 2017-06-26 | History management method and device |
Country Status (2)
Country | Link |
---|---|
CN (1) | CN108460050A (en) |
WO (1) | WO2018152995A1 (en) |
Cited By (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN112083838A (en) * | 2019-06-12 | 2020-12-15 | 奇酷互联网络科技(深圳)有限公司 | Information processing method and system of electronic equipment, electronic equipment and storage device |
Families Citing this family (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN114065086B (en) * | 2021-10-09 | 2022-11-11 | 广州市良策网络技术有限公司 | Block chain-based internet browsing history data management method and system |
Citations (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20120240237A1 (en) * | 2011-03-14 | 2012-09-20 | International Business Machines Corporation | System and method for in-private browsing |
CN103761310A (en) * | 2014-01-23 | 2014-04-30 | 贝壳网际(北京)安全技术有限公司 | Method and device for processing webpage access records and browser |
CN103780625A (en) * | 2014-01-26 | 2014-05-07 | 北京搜狗科技发展有限公司 | Method and device for discovering interest of users |
CN104216967A (en) * | 2014-08-22 | 2014-12-17 | 北京金山安全软件有限公司 | Historical browsing record management method and device and mobile terminal |
CN105224529A (en) * | 2014-05-28 | 2016-01-06 | 济南政和科技有限公司 | A kind of personalized recommendation method based on user browsing behavior and device |
-
2017
- 2017-02-21 CN CN201710093616.1A patent/CN108460050A/en not_active Withdrawn
- 2017-06-26 WO PCT/CN2017/090003 patent/WO2018152995A1/en active Application Filing
Patent Citations (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20120240237A1 (en) * | 2011-03-14 | 2012-09-20 | International Business Machines Corporation | System and method for in-private browsing |
CN103761310A (en) * | 2014-01-23 | 2014-04-30 | 贝壳网际(北京)安全技术有限公司 | Method and device for processing webpage access records and browser |
CN103780625A (en) * | 2014-01-26 | 2014-05-07 | 北京搜狗科技发展有限公司 | Method and device for discovering interest of users |
CN105224529A (en) * | 2014-05-28 | 2016-01-06 | 济南政和科技有限公司 | A kind of personalized recommendation method based on user browsing behavior and device |
CN104216967A (en) * | 2014-08-22 | 2014-12-17 | 北京金山安全软件有限公司 | Historical browsing record management method and device and mobile terminal |
Cited By (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN112083838A (en) * | 2019-06-12 | 2020-12-15 | 奇酷互联网络科技(深圳)有限公司 | Information processing method and system of electronic equipment, electronic equipment and storage device |
Also Published As
Publication number | Publication date |
---|---|
CN108460050A (en) | 2018-08-28 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
JP5632084B2 (en) | Re-occurrence event detection in consumer subordinate images | |
Andrejevic | Surveillance in the big data era | |
WO2017064705A1 (en) | Method of identifying and tracking sensitive data and system thereof | |
US9449027B2 (en) | Apparatus and method for representing and manipulating metadata | |
WO2015102908A1 (en) | Audio based on captured image data | |
US9229991B2 (en) | Computer-implemented system and method for exploring and filtering an information space based on attributes via an interactive display | |
CN106708912B (en) | Junk file identification and management method, identification device, management device and terminal | |
US20150052141A1 (en) | Electronic device and method for transmitting files | |
CN104103087A (en) | Picture display and management method and system with text introduction function | |
WO2018152995A1 (en) | History management method and device | |
US20150052101A1 (en) | Electronic device and method for transmitting files | |
CN107506735A (en) | Photo classifying method and taxis system | |
US20160132598A1 (en) | Information removal from a network | |
KR20140038418A (en) | Search and browse hybrid | |
CN107609419B (en) | A kind of the browsing preference method for secret protection and system of digital library user | |
Tayeb et al. | Toward metadata removal to preserve privacy of social media users | |
JP2006106404A (en) | Advertisement display method | |
KR101648823B1 (en) | Display device and method aiming to protect access to audiovisual documents recorded in storage means | |
Diesburg et al. | Is your data gone? Measuring user perceptions of deletion | |
CN106971117A (en) | Investigation apparatus and investigation method | |
Fatima et al. | Forensic analysis of image deletion applications | |
Low | Visual search and application using deep learning (Age group classification with convolution neural network) | |
Diesburg et al. | Is Your Data Gone? Comparing Perceived Effectiveness of Thumb Drive Deletion Methods to Actual Effectiveness | |
KR100619042B1 (en) | Method and apparatus for searching a file of the memory card | |
Zhang | Automatic wrinkle detection and wrinkle evaluation |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
121 | Ep: the epo has been informed by wipo that ep was designated in this application |
Ref document number: 17897802 Country of ref document: EP Kind code of ref document: A1 |
|
NENP | Non-entry into the national phase |
Ref country code: DE |
|
122 | Ep: pct application non-entry in european phase |
Ref document number: 17897802 Country of ref document: EP Kind code of ref document: A1 |