CN105187540A - Intelligent pushing method based on geographical coordinates - Google Patents
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L67/00—Network arrangements or protocols for supporting network services or applications
- H04L67/50—Network services
- H04L67/55—Push-based network services
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
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Abstract
Description
技术领域 technical field
本发明涉及信息推送技术,更具体地,涉及一种基于地理坐标信息和用户行为分析的内容推送方法。 The present invention relates to information push technology, and more specifically, to a content push method based on geographical coordinate information and user behavior analysis.
背景技术 Background technique
随着移动互联技术与智能终端的应用普及,以地理坐标为核心的服务正在移动互联领域迅速拓展。众多内容提供商基于用户的地理位置,向用户推送周边服务的相关信息,以便于用户就近获得相关服务。然而,目前基于用户地理位置服务的应用开发是根据用户终端设备采用卫星定位或其他方式获取用户位置等信息,并实时的将这些位置信息传送至服务器,服务器根据用户地理位置信息做出响应并将相关内容推送到用户设备。这种仅依靠地理位置数据进行内容推送方法会存在推送内容不精准,不合时宜的问题,造成用户对推送的内容失去兴趣,造成内容推送系统功效化低下等问题。 With the popularization of mobile Internet technology and the application of smart terminals, services centered on geographical coordinates are rapidly expanding in the field of mobile Internet. Based on the geographical location of the user, many content providers push the relevant information of surrounding services to the user, so that the user can obtain the relevant service nearby. However, the current application development based on the user's geographic location service is based on the user's terminal equipment using satellite positioning or other methods to obtain user location and other information, and transmit the location information to the server in real time, and the server responds according to the user's geographic location information. Relevant content is pushed to the user's device. This method of pushing content only relying on geographical location data will have problems such as inaccurate and out-of-date content, causing users to lose interest in the pushed content, and causing problems such as low efficiency of the content pushing system.
发明内容 Contents of the invention
针对现有技术存在的上述不足,本发明的目的在于提供一种基于地理坐标的智能推送方法。该方法通过记录用户地理坐标信息,分析用户停留区域热点和时间区间,分析用户基本信息和用户偏好,预测用户关注的内容,并将用户感兴趣的内容推送到用户设备上,提高了内容推送系统内容推送的精确性,使内容提供商获得收益最大。 In view of the above-mentioned deficiencies in the prior art, the purpose of the present invention is to provide an intelligent push method based on geographical coordinates. This method records the user's geographic coordinate information, analyzes the hot spots and time intervals of the user's stay area, analyzes the basic information of the user and user preferences, predicts the content that the user is concerned about, and pushes the content that the user is interested in to the user device, which improves the content push system. The accuracy of content push enables content providers to get the most benefit.
为实现上述发明目的,本发明采用的技术方案是,一种基于地理地理坐标的智能推送方法,包括以下步骤: In order to achieve the above-mentioned purpose of the invention, the technical solution adopted by the present invention is an intelligent push method based on geographic coordinates, comprising the following steps:
步骤1:内容提供商将内含地理坐标及其服务区域的信息及推送内容上传至分析服务器; Step 1: The content provider uploads the information including geographic coordinates and its service area and push content to the analysis server;
进一步,所述的内容提供商相关信息包括内容提供商详细内容介绍、相关内容标签、地理坐标信息;推送内容是指推送到用户设备中的具体内容。若内容提供商需要更新自身相关信息,只需将更新好的内容重新上传至分析服务器中。 Further, the content provider-related information includes detailed content introduction of the content provider, related content tags, and geographical coordinate information; push content refers to the specific content pushed to the user device. If the content provider needs to update its own relevant information, it only needs to re-upload the updated content to the analysis server.
步骤2:收集用户当前地理坐标及时间信息,并上传至分析服务器; Step 2: Collect the user's current geographic coordinates and time information, and upload it to the analysis server;
进一步,所述方法进一步包括:通过用户终端设备采用卫星定位或其他方式获取用户坐标信息,并与用户在某处地理位置的时段相聚合,将信息上传至分析服务器。 Further, the method further includes: obtaining user coordinate information through the user terminal equipment by satellite positioning or other means, aggregating it with the time period of the user in a certain geographic location, and uploading the information to the analysis server.
步骤3:根据收集的用户地理坐标信息及时段,分析用户停留热点的环境区域,结合停留时间信息,推断用户的基本行为信息和用户偏好; Step 3: According to the collected user geographic coordinate information and time period, analyze the environmental area where the user stays in hotspots, and combine the stay time information to infer the user's basic behavior information and user preferences;
进一步,所述方法进一步包括分析用户所处地理位置的环境类型、在某处地理位置停留时段和时长,根据用户停留的环境区域、停留时段和时长推断用户的基本信息和用户偏好。 Further, the method further includes analyzing the environment type of the geographical location where the user is located, the period and duration of staying in a certain geographical location, and inferring the basic information and user preferences of the user according to the environmental area, period of stay and duration of the user's stay.
步骤4:根据用户的基本行为信息和用户偏好,预测用户关注的内容信息; Step 4: According to the user's basic behavior information and user preferences, predict the content information that the user cares about;
步骤5:用户的地理位置信息与符合用户关注的内容提供商地理位置相匹配时,将内容提供商的内容信息推送到用户设备上。如果推送的内容为用户关注的内容,则记录用户偏好,作为下次内容推送的首选内容;若推送的内容为用户不关注的内容,则从用户偏好中剔除,继续挖掘用户可能关注的内容。 Step 5: When the geographic location information of the user matches the geographic location of the content provider concerned by the user, the content information of the content provider is pushed to the user device. If the pushed content is the content that the user cares about, record the user's preference and make it the preferred content for the next content push; if the pushed content is the content that the user does not care about, it will be removed from the user's preference and continue to mine the content that the user may care about.
进一步,所述用户的地理坐标信息与预测用户关注内容的内容提供商地理位置在可服务区域内相匹配,具体包括:在特定时段,当用户的地理位置和预测用户关注内容的内容提供商的地理位置在可服务区域内相匹配时,服务器将内容提供商的推送内容推送至用户设备上。用户根据推送的内容进行选择,符合需求的则接受,并记录作为用户偏好;否则,拒绝,重新预测用户偏好。 Further, the geographical coordinate information of the user is matched with the geographical location of the content provider who predicts the content that the user is concerned with within the serviceable area, specifically including: in a specific period of time, when the geographical location of the user and the content provider’s location of the content that is predicted to be the user’s concern When the geographical location matches within the serviceable area, the server pushes the content pushed by the content provider to the user device. The user makes a choice based on the pushed content, accepts what meets the needs, and records it as user preference; otherwise, rejects and re-predicts user preference.
相比于现有技术,本发明的效果在于:通过收集分析用户停留热点的地理位置信息和时段,可以分析得出用户基本信息,如家和公司的位置;同时根据用户的的运行轨迹能够分析得出用户行为偏好,如周末喜欢外出逛街。通过分析得出的用户基本信息和用户偏好,结合内容提供商提供的相关信息,当用户地理位置移动至内容提供商推送区域范围内,将用户感兴趣的内容推送到用户设备上,实现内容推送的精准性和个性化。该发明对用户行为有引导性,最终提高内容提供商的被关注度。 Compared with the prior art, the effect of the present invention is that: by collecting and analyzing the geographical location information and time period of the user's stay at the hotspot, the user's basic information, such as the location of home and company, can be analyzed; at the same time, according to the user's running track, the Display user behavior preferences, such as like to go shopping on weekends. Based on the analysis of the user's basic information and user preferences, combined with the relevant information provided by the content provider, when the user's geographic location moves to the push area of the content provider, the content that the user is interested in will be pushed to the user's device to achieve content push precision and personalization. The invention is instructive to user behavior, and ultimately increases the attention of content providers.
附图说明 Description of drawings
图1为本发明具体实施方式中一种基于地理坐标的智能推送方法的基本流程图。 Fig. 1 is a basic flowchart of an intelligent push method based on geographical coordinates in a specific embodiment of the present invention.
具体实施方式 Detailed ways
为了使本技术领域的人员更好地理解本发明方案,并使本发明的上述目的、特征和优点能够更加明显易懂,下面结合实施例及实施例附图对本发明作进一步详细的说明。 In order to enable those skilled in the art to better understand the solution of the present invention, and to make the above-mentioned purpose, features and advantages of the present invention more obvious and understandable, the present invention will be further described in detail below in conjunction with the embodiments and the accompanying drawings of the embodiments.
图1为本发明的一种基于地理坐标的智能推送方法的基本流程图。包括以下步骤: FIG. 1 is a basic flowchart of an intelligent push method based on geographical coordinates of the present invention. Include the following steps:
101、内容提供商内容提供商将自身相关信息及推送内容上传至分析服务器。这里提到的自身相关信息包括内容提供商详细内容介绍、相关内容标签、地理位置信息等;推送内容是推送到用户设备中的具体内容。 101. The content provider The content provider uploads its own relevant information and pushed content to the analysis server. The self-related information mentioned here includes the content provider's detailed content introduction, related content tags, geographic location information, etc.; push content refers to the specific content pushed to the user's device.
102、获取用户坐标位置,通过用户终端设备采用卫星定位或其他方式获取用户坐标信息,并与用户在某处地理位置的时段相聚合,例如某个时段内,用户的地理坐标轨迹,并将信息上传至系统的分析服务器。 102. Obtain the user coordinate position, obtain the user coordinate information through the user terminal device using satellite positioning or other methods, and aggregate it with the time period when the user is in a certain geographical location, for example, within a certain period of time, the user's geographic coordinate trajectory, and the information Upload to the analysis server of the system.
103、对用户停留热点的环境区域进行分析,具体分析包括根据收集的用户地理坐标信息,判断用户所处的环境类型、停留时段和时长,推断用户的基本信息和用户偏好。例如用户白天停留热点区域为工业园区,晚上停留热点区域为商业区,据此可以推断出用户白天工作,晚上喜欢出去休闲放松。 103. Analyze the environmental area where the user stays in hotspots. The specific analysis includes judging the user's environment type, stay period and duration based on the collected user's geographic coordinate information, and inferring the user's basic information and user preferences. For example, the hotspot area where the user stays during the day is an industrial park, and the hotspot area where the user stays at night is a commercial area. Based on this, it can be inferred that the user works during the day and likes to go out for leisure and relaxation at night.
104、根据推断的用户基本信息和用户偏好,预测用户在某个时段内会关注的内容。 104. According to the inferred basic user information and user preferences, predict the content that the user will pay attention to within a certain period of time.
105、在特定时间范围内,当用户的地理位置和预测用户关注内容的内容提供商的地理位置在可服务区域内相匹配时,将内容提供商的内容信息推送到用户设备上。如果推送的内容为用户关注的内容,则用户偏好记录在数据库中,作为下次内容推送的首选内容;若推送的内容为用户不关注的内容,则从用户偏好中剔除,继续挖掘用户可能关注的内容。 105. Within a specific time range, when the geographic location of the user matches the geographic location of the content provider that predicts the content that the user is interested in within the serviceable area, push the content information of the content provider to the user device. If the pushed content is the content that the user cares about, the user preference will be recorded in the database as the preferred content for the next content push; if the pushed content is the content that the user does not care about, it will be removed from the user preference and continue to dig out the user's possible attention Content.
最后说明的是,虽然本说明书按照实施方式加以描述,并不用以限制本发明,凡在本发明的精神和原则之内,所做的任何修改、等同替换、改进等,均应包含在本发明保护的范围之内。 Finally, it is noted that although this description is described according to the implementation mode, it is not intended to limit the present invention. Any modifications, equivalent replacements, improvements, etc. made within the spirit and principles of the present invention shall be included in the present invention. within the scope of protection.
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Cited By (17)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN105740347A (en) * | 2016-01-25 | 2016-07-06 | 四川长虹电器股份有限公司 | GPS based user information acquisition and behavior analysis method |
| CN105978729A (en) * | 2016-06-22 | 2016-09-28 | 北京拓明科技有限公司 | System and method for pushing mobile phone information based on user surfing log and position |
| CN106294534A (en) * | 2016-07-18 | 2017-01-04 | 中国银联股份有限公司 | A kind of user interest coupling supplying system and user interest coupling method for pushing |
| CN106407361A (en) * | 2016-09-07 | 2017-02-15 | 北京百度网讯科技有限公司 | Method and device for pushing information based on artificial intelligence |
| CN107025589A (en) * | 2017-03-13 | 2017-08-08 | 联想(北京)有限公司 | A kind of information processing method and electronic equipment |
| CN107529142A (en) * | 2017-09-18 | 2017-12-29 | 维沃移动通信有限公司 | A kind of service push method and mobile terminal |
| CN107608219A (en) * | 2017-09-08 | 2018-01-19 | 冯源 | A kind of intelligent multimedia interaction light fixture and system |
| CN108040086A (en) * | 2017-11-24 | 2018-05-15 | 重庆仁腾科技有限公司 | The push of orientation fixed point driving information, the method, apparatus and system of displaying |
| CN109614462A (en) * | 2018-12-29 | 2019-04-12 | 佛山科学技术学院 | A new book push method, system, terminal device and medium based on big data |
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| CN110291541A (en) * | 2017-02-16 | 2019-09-27 | 国际商业机器公司 | Cognitive contents filtering |
| CN111368170A (en) * | 2020-02-11 | 2020-07-03 | 口碑(上海)信息技术有限公司 | Method, device and equipment for polling page data |
| CN112712188A (en) * | 2019-10-25 | 2021-04-27 | 中国移动通信集团浙江有限公司 | Business hall number taking method, server cluster and computer readable storage medium |
| WO2021103727A1 (en) * | 2019-11-29 | 2021-06-03 | 北京市商汤科技开发有限公司 | Data processing method, device, and storage medium |
| CN113032680A (en) * | 2021-04-19 | 2021-06-25 | 南京点橙互联网科技有限公司 | Recommendation method based on user subscription hotword mode |
| CN113783952A (en) * | 2021-08-31 | 2021-12-10 | 北京达佳互联信息技术有限公司 | Information pushing method and device, storage medium and processor |
| CN114693363A (en) * | 2022-04-11 | 2022-07-01 | 仰恩大学 | A Customer Hierarchical Marketing System |
Citations (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| WO2012109982A1 (en) * | 2011-02-15 | 2012-08-23 | 广州市动景计算机科技有限公司 | Method and device for distributing information |
| CN104036385A (en) * | 2014-06-25 | 2014-09-10 | 杜承杨 | Method and system for pushing commodities or services based on network set-top box and television |
| CN104346431A (en) * | 2013-08-09 | 2015-02-11 | 索尼公司 | Information processing device, information processing method, and program |
| CN104349274A (en) * | 2013-08-07 | 2015-02-11 | 王方淇 | Information processing method and device |
| CN104850641A (en) * | 2015-05-26 | 2015-08-19 | 无线生活(杭州)信息科技有限公司 | Information recommendation method and device |
-
2015
- 2015-09-19 CN CN201510597433.4A patent/CN105187540A/en active Pending
Patent Citations (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| WO2012109982A1 (en) * | 2011-02-15 | 2012-08-23 | 广州市动景计算机科技有限公司 | Method and device for distributing information |
| CN104349274A (en) * | 2013-08-07 | 2015-02-11 | 王方淇 | Information processing method and device |
| CN104346431A (en) * | 2013-08-09 | 2015-02-11 | 索尼公司 | Information processing device, information processing method, and program |
| CN104036385A (en) * | 2014-06-25 | 2014-09-10 | 杜承杨 | Method and system for pushing commodities or services based on network set-top box and television |
| CN104850641A (en) * | 2015-05-26 | 2015-08-19 | 无线生活(杭州)信息科技有限公司 | Information recommendation method and device |
Cited By (22)
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|---|---|---|---|---|
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| CN105978729B (en) * | 2016-06-22 | 2019-11-26 | 北京拓明科技有限公司 | A kind of cellphone information supplying system and method based on user's internet log and position |
| CN106294534A (en) * | 2016-07-18 | 2017-01-04 | 中国银联股份有限公司 | A kind of user interest coupling supplying system and user interest coupling method for pushing |
| CN106294534B (en) * | 2016-07-18 | 2019-12-24 | 中国银联股份有限公司 | A user interest matching push system and user interest matching push method |
| CN106407361A (en) * | 2016-09-07 | 2017-02-15 | 北京百度网讯科技有限公司 | Method and device for pushing information based on artificial intelligence |
| CN110291541A (en) * | 2017-02-16 | 2019-09-27 | 国际商业机器公司 | Cognitive contents filtering |
| CN107025589A (en) * | 2017-03-13 | 2017-08-08 | 联想(北京)有限公司 | A kind of information processing method and electronic equipment |
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| CN107529142B (en) * | 2017-09-18 | 2020-10-30 | 维沃移动通信有限公司 | Service pushing method and mobile terminal |
| CN108040086A (en) * | 2017-11-24 | 2018-05-15 | 重庆仁腾科技有限公司 | The push of orientation fixed point driving information, the method, apparatus and system of displaying |
| CN109614462A (en) * | 2018-12-29 | 2019-04-12 | 佛山科学技术学院 | A new book push method, system, terminal device and medium based on big data |
| CN110111125A (en) * | 2019-03-21 | 2019-08-09 | 北京奇艺世纪科技有限公司 | A kind of information output method, device, terminal and readable storage medium storing program for executing |
| CN112712188A (en) * | 2019-10-25 | 2021-04-27 | 中国移动通信集团浙江有限公司 | Business hall number taking method, server cluster and computer readable storage medium |
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| CN111368170A (en) * | 2020-02-11 | 2020-07-03 | 口碑(上海)信息技术有限公司 | Method, device and equipment for polling page data |
| CN111368170B (en) * | 2020-02-11 | 2023-03-31 | 口碑(上海)信息技术有限公司 | Method, device and equipment for polling page data |
| CN113032680A (en) * | 2021-04-19 | 2021-06-25 | 南京点橙互联网科技有限公司 | Recommendation method based on user subscription hotword mode |
| CN113783952A (en) * | 2021-08-31 | 2021-12-10 | 北京达佳互联信息技术有限公司 | Information pushing method and device, storage medium and processor |
| CN114693363A (en) * | 2022-04-11 | 2022-07-01 | 仰恩大学 | A Customer Hierarchical Marketing System |
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