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1. 发明申请

US20110055132A1 IDENTIFICATION AND MEASUREMENT OF SOCIAL INFLUENCE AND CORRELATION 有权
标题翻译：社会影响与相关性的识别与测量
公开(公告)号：US20110055132A1
公开(公告)日：2011-03-03
申请号：US12547960
申请日：2009-08-26
申请人： Mohammad Mahdian , Shanmugasundaram Ravikumar , Aris Anagnostopoulos
发明人： Mohammad Mahdian , Shanmugasundaram Ravikumar , Aris Anagnostopoulos
IPC分类号： G06N5/02
CPC分类号： G06Q10/00
摘要： Techniques for detecting social influence between users in a set of users with regard to an activity are provided. Data for each user of the set of users is received that includes a time value at which the user became active with regard to the activity, and includes at least one indication of another user in the set of users associated with the user. A first estimate of social correlation in the set of users is determined based on the data. The data is modified. For instance, the data may be modified according to a shuffle test and/or an edge reversal test. A second estimate of social correlation in the set of users is determined based on the modified data. The first estimate is compared to the second estimate to determine a degree of social influence in the set of users.
摘要翻译：提供了用于检测一组用户中关于活动的用户之间的社会影响的技术。接收包含用户关于该活动而变得活动的时间值的用户组的每个用户的数据，并且包括与该用户相关联的一组用户中的另一个用户的至少一个指示。基于数据确定用户组中的社会关联的第一估计。数据被修改。例如，可以根据洗牌测试和/或边缘反转测试来修改数据。基于修改的数据确定用户组中的社会关联的第二估计。将第一个估计值与第二个估计值进行比较，以确定一组用户的社会影响程度。

2. 发明授权

US08401984B2 Identification and measurement of social influence and correlation 有权
标题翻译：识别和衡量社会影响力和相关性
公开(公告)号：US08401984B2
公开(公告)日：2013-03-19
申请号：US12547960
申请日：2009-08-26
申请人： Mohammad Mahdian , Shanmugasundaram Ravikumar , Aris Anagnostopoulos
发明人： Mohammad Mahdian , Shanmugasundaram Ravikumar , Aris Anagnostopoulos
IPC分类号： G06N5/00
CPC分类号： G06Q10/00
摘要： Techniques for detecting social influence between users in a set of users with regard to an activity are provided. Data for each user of the set of users is received that includes a time value at which the user became active with regard to the activity, and includes at least one indication of another user in the set of users associated with the user. A first estimate of social correlation in the set of users is determined based on the data. The data is modified. For instance, the data may be modified according to a shuffle test and/or an edge reversal test. A second estimate of social correlation in the set of users is determined based on the modified data. The first estimate is compared to the second estimate to determine a degree of social influence in the set of users.
摘要翻译：提供了用于检测一组用户中关于活动的用户之间的社会影响的技术。接收包含用户关于该活动而变得活动的时间值的用户组的每个用户的数据，并且包括与该用户相关联的一组用户中的另一个用户的至少一个指示。基于数据确定用户组中的社会关联的第一估计。数据被修改。例如，可以根据洗牌测试和/或边缘反转测试来修改数据。基于修改的数据确定用户组中的社会关联的第二估计。将第一个估计值与第二个估计值进行比较，以确定一组用户的社会影响程度。

3. 发明申请

US20090319288A1 SUGGESTING CONTACTS FOR SOCIAL NETWORKS 审中-公开
标题翻译：建议社会网络联系人
公开(公告)号：US20090319288A1
公开(公告)日：2009-12-24
申请号：US12145436
申请日：2008-06-24
申请人： Malcolm Slaney , Alex Jaffe , Shanmugasundaram Ravikumar , Aris Anagnostopoulos , Michael Mahoney , Mohammad Mahdian , Matthew Rothenberg , Arpita Ghosh
发明人： Malcolm Slaney , Alex Jaffe , Shanmugasundaram Ravikumar , Aris Anagnostopoulos , Michael Mahoney , Mohammad Mahdian , Matthew Rothenberg , Arpita Ghosh
IPC分类号： G06Q99/00
CPC分类号： G06Q30/02 , G06Q10/10
摘要： A social network is managed by applying connectivity and similarity measures to social network information to identify possible new relationships between social network users, and then automatically suggest those identified relationships to the social network users. The social network information can include user profile information and indicate existing social relationships between the users in the social network. Users can provide feedback regarding the suggestions, including indications whether the relationship was accepted, consummated, or declined. The social network information can be updated using the feedback. Similarity measures can be based on one or more of shared contacts, or common interests or activities, or content associated with social network users, or ratings within the social network of users and/or their content. Possible relationships having similarity measures that suggest the users likely to already know each other, can be omitted and not suggested.
摘要翻译：通过对社交网络信息应用连通性和相似性度量来识别社交网络，以识别社交网络用户之间可能的新关系，然后自动向社交网络用户建议所识别的关系。社交网络信息可以包括用户简档信息并且指示社交网络中的用户之间的现有社会关系。用户可以提供有关建议的反馈意见，包括关系是否被接受，完成或拒绝。可以使用反馈更新社交网络信息。相似性度量可以基于一个或多个共享联系人，或共同兴趣或活动，或与社交网络用户相关联的内容，或用户社交网络内的评级和/或其内容。具有建议用户可能已经彼此认识的相似性度量的可能关系可以被省略并且不被建议。

4. 发明申请

US20100228745A1 SYSTEM, METHOD, AND APPARATUS FOR SORTING AT LEAST PARTIALLY DYNAMIC DATA 审中-公开
标题翻译：用于分配至少部分动态数据的系统，方法和装置
公开(公告)号：US20100228745A1
公开(公告)日：2010-09-09
申请号：US12396910
申请日：2009-03-03
申请人： Aris Anagnostopoulos , Shanmugasundaram Ravikumar , Mohammad Mahdian , Eli Upfal
发明人： Aris Anagnostopoulos , Shanmugasundaram Ravikumar , Mohammad Mahdian , Eli Upfal
IPC分类号： G06F17/30
CPC分类号： G06F16/951
摘要： Embodiments of methods, apparatuses, devices and systems associated with sorting candidate values are disclosed.
摘要翻译：公开了与排序候选值相关联的方法，装置，装置和系统的实施例。

5. 发明申请

US20110191167A1 SYSTEM AND METHOD FOR EXPLORING NEW SPONSORED SEARCH LISTINGS OF UNCERTAIN QUALITY 有权
标题翻译：用于探索不确定质量的新赞助搜索列表的系统和方法
公开(公告)号：US20110191167A1
公开(公告)日：2011-08-04
申请号：US12700530
申请日：2010-02-04
申请人： Deepak K. Agarwal , Dz-Mou Jung , Sai-Ming Li , Mohammad Mahdian , R. Preston McAfee , Shanmugasundaram Ravikumar , David Reiley
发明人： Deepak K. Agarwal , Dz-Mou Jung , Sai-Ming Li , Mohammad Mahdian , R. Preston McAfee , Shanmugasundaram Ravikumar , David Reiley
IPC分类号： G06Q30/00 , G06Q10/00
CPC分类号： G06Q30/0246 , G06Q30/0275
摘要： According to some example embodiments, a method includes calculating learning values associated with a plurality of listings, at least one of said learning values associated with one of said listings representing a value based, at least in part, on a probability distribution of selections of said listing. The method further includes applying said learning values to ranking scores associated with said listings to provide an updated ranking, and electronically auctioning advertising inventory to purchasers associated with said listings based, at least in part, on said updated ranking.
摘要翻译：根据一些示例性实施例，一种方法包括计算与多个列表相关联的学习值，所述学习值中的至少一个与所述列表中的一个相关联，表示至少部分地基于所述列表的选择的概率分布清单。该方法还包括将所述学习值应用于与所述列表相关联的排名分数以提供更新的排名，以及至少部分地基于所述更新的排名，向与所述列表相关联的购买者电子拍卖广告库存。

6. 发明授权

US09558506B2 System and method for exploring new sponsored search listings of uncertain quality 有权
标题翻译：探索不确定质量的新赞助搜索列表的系统和方法
公开(公告)号：US09558506B2
公开(公告)日：2017-01-31
申请号：US12700530
申请日：2010-02-04
申请人： Deepak K. Agarwal , Dz-Mou Jung , Sai-Ming Li , Mohammad Mahdian , R. Preston McAfee , Shanmugasundaram Ravikumar , David Reiley
发明人： Deepak K. Agarwal , Dz-Mou Jung , Sai-Ming Li , Mohammad Mahdian , R. Preston McAfee , Shanmugasundaram Ravikumar , David Reiley
IPC分类号： G06Q30/00 , G06Q30/02
CPC分类号： G06Q30/0246 , G06Q30/0275
摘要： According to some example embodiments, a method includes calculating learning values associated with a plurality of listings, at least one of said learning values associated with one of said listings representing a value based, at least in part, on a probability distribution of selections of said listing. The method further includes applying said learning values to ranking scores associated with said listings to provide an updated ranking, and electronically auctioning advertising inventory to purchasers associated with said listings based, at least in part, on said updated ranking.
摘要翻译：根据一些示例性实施例，一种方法包括计算与多个列表相关联的学习值，所述学习值中的至少一个与所述列表中的一个相关联，表示至少部分地基于所述列表的选择的概率分布清单。该方法还包括将所述学习值应用于与所述列表相关联的排名分数以提供更新的排名，以及至少部分地基于所述更新的排名，向与所述列表相关联的购买者电子拍卖广告库存。

7. 发明授权

US10546305B2 Pay-per-action system for selling advertisements 有权
公开(公告)号：US10546305B2
公开(公告)日：2020-01-28
申请号：US13269221
申请日：2011-10-07
申请人： Mohammad Mahdian , Kerem Tomak
发明人： Mohammad Mahdian , Kerem Tomak
IPC分类号： G06Q30/00 , G06Q30/02 , G06Q40/04
摘要： A system is disclosed for a pay-per-action (PPA) advertising model. An advertiser reports actions and pays an advertising provider for each action that is reported. The payment may be based on the rate at which the actions are reported. The action rate may be updated based on each reported action, which may modify the payment for that action and may modify the payment for previous actions. A one-time premium may be charged to advertisers and a minimum action rate may be established to encourage advertisers to accurately report actions.

8. 发明授权

US08312049B2 News group clustering based on cross-post graph 有权
标题翻译：基于跨职位图的新闻组群集
公开(公告)号：US08312049B2
公开(公告)日：2012-11-13
申请号：US10603034
申请日：2003-06-24
申请人： Jennifer Chayes , Christian H. Borgs , Amin Saberi , Mohammad Mahdian
发明人： Jennifer Chayes , Christian H. Borgs , Amin Saberi , Mohammad Mahdian
IPC分类号： G06F7/00 , G06F17/30
CPC分类号： G06K9/6224 , G06F17/3071
摘要： A system and/or method that facilitates analyzing newsgroup clusters. A data reception component receives data relating to a plurality of newsgroups and relays the data to an engine that constructs a weighted graph. The weighted graph represents a subset of the newsgroups as vertices of the graph. The vertices are connected by edges, which represent cross-postings relating to the subset of newsgroups.
摘要翻译：一种便于分析新闻组群集的系统和/或方法。数据接收组件接收与多个新闻组相关的数据，并将数据中继到构造加权图的引擎。加权图表示新闻组的一个子集作为图的顶点。顶点通过边连接，这表示与新闻组子集相关的交叉发布。

9. 发明申请

US20090254397A1 SYSTEM AND METHOD FOR OPTIMIZING ONLINE KEYWORD AUCTIONS SUBJECT TO BUDGET AND ESTIMATED QUERY VOLUME CONSTRAINTS 审中-公开
标题翻译：根据预算和估计的查询量限制优化在线关键字拍卖的系统和方法
公开(公告)号：US20090254397A1
公开(公告)日：2009-10-08
申请号：US12099055
申请日：2008-04-07
申请人： Mohammad Mahdian , Hamid Nazerzadeh
发明人： Mohammad Mahdian , Hamid Nazerzadeh
IPC分类号： G06Q30/00 , G06Q10/00 , G06F17/30
CPC分类号： G06Q30/08 , G06Q30/02 , G06Q30/0201 , G06Q30/0247 , G06Q30/0256 , G06Q30/0275
摘要： An improved system and method for optimizing online keyword auctions subject to budget and estimated query volume constraints is provided. A linear programming model of slates of advertisements may be created using estimates of the query volume for multiple time periods for use in generating a slate of advertisements that may represent a candidate set of advertisements in order of optimal revenue to an auctioneer. Upon receiving a query request, the slate generated by the linear program or a slate generated by dynamic programming may be chosen based on whether the weighted sum of prices for the slate of advertisements computed by dynamic programming may be within a factor of the weighted sum of the prices for the slate of advertisements computed by the linear program. The chosen slate of advertisements may then be served to accompany the search results of a query request to the web browser.
摘要翻译：提供了一种改进的系统和方法，用于优化在预算和估计查询量约束下进行的关键字竞价。可以使用对多个时间段的查询量的估计来创建用于广告的板条的线性规划模型，以用于生成可以以拍卖者的最佳收入的顺序代表候选广告组的广告平面。在接收到查询请求时，可以基于由动态规划计算的广告的价格的加权和是否可以在由动态规划计算的广告的加权和由线性程序计算的广告的价格。然后可以将所选择的广告格式与查询请求的搜索结果一起被提供给网络浏览器。

10. 发明申请

US20050187803A1 Systems and methods for modeling approximate market equilibria 失效
标题翻译：建立近似市场均衡的系统和方法
公开(公告)号：US20050187803A1
公开(公告)日：2005-08-25
申请号：US10782687
申请日：2004-02-19
申请人： Kamal Jain , Mohammad Mahdian , Amin Saberi
发明人： Kamal Jain , Mohammad Mahdian , Amin Saberi
IPC分类号： G06Q30/00 , G06Q40/00 , G06F17/60
CPC分类号： G06Q30/06 , G06Q30/0283 , G06Q40/04
摘要： The present invention leverages demarcation of an agent into both a demander and a supplier to provide a polynomial-time method of approximating a supply and demand system's equilibrium value. This provides, in one instance of the present invention, a simplified means to iteratively extract the equilibrium value. By providing demarcated data, the present invention accounts for both demand and supply effects of an agent within a modeled supply and demand system. In one instance of the present invention, a market equilibrium price vector is approximated by employing a revenue value generated for an agent in a current market equilibrium price iteration as a budget value for the agent in the next iteration. This permits market equilibrium value modeling that encompasses an agent's contributions to a market both as a buyer and a seller within the same market for a given good and/or service.
摘要翻译：本发明利用代理商对需求者和供应商的划分，以提供近似供需系统的均衡值的多项式时间方法。这在本发明的一个实例中提供了迭代地提取平衡值的简化方法。通过提供划分的数据，本发明考虑了在建模的供应和需求系统内的代理的需求和供应效应。在本发明的一个实例中，通过使用在当前市场均衡价格迭代中为代理产生的收入值作为下一次迭代中的代理的预算值来近似市场均衡价格向量。这允许市场均衡价值模型，其包括代理人作为买方和卖方在同一市场中作为给定的商品和/或服务的贡献。

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