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公开(公告)号：US08810429B2
公开(公告)日：2014-08-19
申请号：US12836627
申请日：2010-07-15
CPC分类号： H04Q9/00 , H04Q2209/30 , H04Q2209/40 , H04Q2209/60 , H04Q2209/84
摘要： An advanced metering infrastructure comprises intermediate nodes. The intermediate nodes receive data from child nodes and relay a subset of the data that is not according to an expected value. The expected value may be determined based on a forecasting function computed based on past data. The expected value may be a spatial shape in an n-dimension space. A data not within the spatial shape may be considered not in accordance with the expected value. In some case, the spatial shape is defined by a centroid and a radius. The spatial shape may shift over time based on a consumption profile, such as low consumption at noon, and high consumption at evening. The consumption profiles may be determined in a learning phase, as well as shifting of spatial shapes of each group over time.
摘要翻译： 先进的计量基础设施包括中间节点。 中间节点从子节点接收数据，并中继不符合预期值的数据子集。 期望值可以基于基于过去数据计算的预测函数来确定。 期望值可以是n维空间中的空间形状。 不在空间形状内的数据可以被认为不符合预期值。 在某些情况下，空间形状由质心和半径定义。 空间形状可能会根据消费情况随时间而变化，例如中午消费低，晚上消费高。 消费概况可以在学习阶段中确定，并且可以随着时间推移各组的空间形状。
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公开(公告)号：US20110295649A1
公开(公告)日：2011-12-01
申请号：US12790850
申请日：2010-05-31
申请人： Shai Fine , Elad Yom-Tov , Yossi Richter
发明人： Shai Fine , Elad Yom-Tov , Yossi Richter
CPC分类号： G06Q30/0202 , G06Q30/0201
摘要： Churn prediction is performed by monitoring quality of service levels provided to customers. A time in which the customer is due to either churn or renew his agreement with the service provider may be monitored or computed. Machine learning methods may be utilized to determine a probability of churn based on historic data. Based upon the determination an output to retention personnel may be provided and an improved offer may be made to customers that are deemed in risk of churning.
摘要翻译： 通过监控提供给客户的服务水平来进行流失预测。 可能会监控或计算客户应该与服务提供商协商或更新协议的时间。 可以利用机器学习方法来确定基于历史数据的流失概率。 根据确定，可以提供保留人员的产出，并且可以对被认为有搅拌风险的客户进行改进的报价。
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公开(公告)号：US20120188898A1
公开(公告)日：2012-07-26
申请号：US13420629
申请日：2012-03-15
申请人： Yossi Richter , Elad Yom-Tov
发明人： Yossi Richter , Elad Yom-Tov
CPC分类号： H04W24/04
摘要： Determining a network transmitter that is more likely to cause handoff failures in a telecommunication service based on historical data records. The historical data records may be standard Call Data Records. A probability that a service provided by a first network transmitter will be handoffed to a second network transmitter is determined. An indication that a target network transmitter is overly busy is determined based on the number of failed services for each network transmitter that may handoff a service the target network transmitter and the probability that a service will be handoffed to the target network transmitter. Based on the indication, measures may be taken to increase quality level of the target network transmitter.
摘要翻译： 基于历史数据记录确定更有可能导致电信业务切换失败的网络发射机。 历史数据记录可以是标准的呼叫数据记录。 确定由第一网络发射机提供的服务将切换到第二网络发射机的概率。 基于对于可以切换目标网络发射机的服务的每个网络发射机的失败服务的数量以及服务将被切换到目标网络发射机的概率，确定目标网络发射机过度忙碌的指示。 根据指示，可采取措施提高目标网络发射机的质量水平。
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公开(公告)号：US20110184676A1
公开(公告)日：2011-07-28
申请号：US12836605
申请日：2010-07-15
CPC分类号： H04Q9/00 , H04Q2209/30 , H04Q2209/40 , H04Q2209/60 , H04Q2209/84
摘要： An advanced metering infrastructure comprises intermediate nodes. The intermediate nodes receive data from child nodes and aggregate the data according to groups of child nodes. The aggregation provides for a reduced version of the data. The reduction is performed based on groups determined by clustering. The reduced version of the data comprises data describing a group of measurements over time, such as a centroid in an n-dimension space, number of customers in the group, radius of the group and the like. The centroid may shift over time based on a consumption profile, such as low consumption at noon, and high consumption at evening. The consumption profiles may be determined in a learning phase, as well as shifting of centroids of each group over time.
摘要翻译： 先进的计量基础设施包括中间节点。 中间节点从子节点接收数据，并根据子节点组聚合数据。 聚合提供数据的缩减版本。 基于通过聚类确定的组来执行缩减。 数据的缩减版本包括描述一段时间内的一组测量的数据，例如n维空间中的质心，组中的客户数量，组的半径等。 中心可能会根据消费情况随时间而变化，例如中午消费低，晚上消费高。 消费概况可以在学习阶段确定，并且可以随着时间推移各组的质心。
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公开(公告)号：US20110181437A1
公开(公告)日：2011-07-28
申请号：US12836627
申请日：2010-07-15
CPC分类号： H04Q9/00 , H04Q2209/30 , H04Q2209/40 , H04Q2209/60 , H04Q2209/84
摘要： An advanced metering infrastructure comprises intermediate nodes. The intermediate nodes receive data from child nodes and relay a subset of the data that is not according to an expected value. The expected value may be determined based on a forecasting function computed based on past data. The expected value may be a spatial shape in an n-dimension space. A data not within the spatial shape may be considered not in accordance with the expected value. In some case, the spatial shape is defined by a centroid and a radius. The spatial shape may shift over time based on a consumption profile, such as low consumption at noon, and high consumption at evening. The consumption profiles may be determined in a learning phase, as well as shifting of spatial shapes of each group over time.
摘要翻译： 先进的计量基础设施包括中间节点。 中间节点从子节点接收数据，并中继不符合预期值的数据子集。 期望值可以基于基于过去数据计算的预测函数来确定。 期望值可以是n维空间中的空间形状。 不在空间形状内的数据可以被认为不符合预期值。 在某些情况下，空间形状由质心和半径定义。 空间形状可能会根据消费情况随时间而变化，例如中午消费低，晚上消费高。 消费概况可以在学习阶段中确定，并且可以随着时间推移各组的空间形状。
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6.发明申请STATISTICAL ANALYSIS OF DATA RECORDS FOR AUTOMATIC DETERMINATION OF ACTIVITY OF NON-CUSTOMERS 审中-公开数据记录的统计分析用于自动确定非客户的活动公开(公告)号：US20120166348A1
公开(公告)日：2012-06-28
申请号：US12978564
申请日：2010-12-26
申请人： Kirill Dyagilev , Yossi Richter , Amir Ronen , Elad Yom-Tov
发明人： Kirill Dyagilev , Yossi Richter , Amir Ronen , Elad Yom-Tov
摘要： Data records of a service provider may be utilized to estimate data regarding to users who are customers of an alternative service provider, such as a competitor. The data records may indicate interaction between users. An estimated value of a selected user may be determined based on a statistical model. The statistical model may be built using training data. The statistical model may take into account social activity of the selected user, such as which users are socially proximate to him. The statistical model may take into account interactions of the selected user with users who are customers of the service provider. The statistical model may take into account demographic data. The statistical model may take into account data regarding users who are socially proximate to the selected user.
摘要翻译： 可以使用服务提供商的数据记录来估计关于作为替代服务提供商（例如竞争对手）的客户的用户的数据。 数据记录可以指示用户之间的交互。 可以基于统计模型来确定所选用户的估计值。 可以使用训练数据构建统计模型。 统计模型可以考虑所选择的用户的社会活动，例如哪个用户在他身边是最接近的。 统计模型可以考虑所选用户与作为服务提供商的客户的用户的交互。 统计模型可能会考虑到人口统计数据。 统计模型可以考虑与所选择的用户在社会上接近的用户的数据。
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公开(公告)号：US08447308B2
公开(公告)日：2013-05-21
申请号：US13420629
申请日：2012-03-15
申请人： Yossi Richter , Elad Yom-Tov
发明人： Yossi Richter , Elad Yom-Tov
IPC分类号： H04W36/00
CPC分类号： H04W24/04
摘要： Determining a network transmitter that is more likely to cause handoff failures in a telecommunication service based on historical data records. The historical data records may be standard Call Data Records. A probability that a service provided by a first network transmitter will be handoffed to a second network transmitter is determined. An indication that a target network transmitter is overly busy is determined based on the number of failed services for each network transmitter that may handoff a service the target network transmitter and the probability that a service will be handoffed to the target network transmitter. Based on the indication, measures may be taken to increase quality level of the target network transmitter.
摘要翻译： 基于历史数据记录确定更有可能导致电信业务切换失败的网络发射机。 历史数据记录可以是标准的呼叫数据记录。 确定由第一网络发射机提供的服务将切换到第二网络发射机的概率。 基于对于可以切换目标网络发射机的服务的每个网络发射机的失败服务的数量以及服务将被切换到目标网络发射机的概率，确定目标网络发射机过度忙碌的指示。 根据指示，可采取措施提高目标网络发射机的质量水平。
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公开(公告)号：US08213938B2
公开(公告)日：2012-07-03
申请号：US12485946
申请日：2009-06-17
申请人： Yossi Richter , Elad Yom-Tov
发明人： Yossi Richter , Elad Yom-Tov
IPC分类号： H04W36/00
CPC分类号： H04W24/04
摘要： Determining a network transmitter that is more likely to cause handoff failures in a telecommunication service based on historical data records. The historical data records may be standard Call Data Records. A probability that a service provided by a first network transmitter will be handoffed to a second network transmitter is determined. An indication that a target network transmitter is overly busy is determined based on the number of failed services for each network transmitter that may handoff a service the target network transmitter and the probability that a service will be handoffed to the target network transmitter. Based on the indication, measures may be taken to increase quality level of the target network transmitter.
摘要翻译： 基于历史数据记录确定更有可能导致电信业务切换失败的网络发射机。 历史数据记录可以是标准的呼叫数据记录。 确定由第一网络发射机提供的服务将切换到第二网络发射机的概率。 基于对于可以切换目标网络发射机的服务的每个网络发射机的失败服务的数量以及服务将被切换到目标网络发射机的概率，确定目标网络发射机过度忙碌的指示。 根据指示，可采取措施提高目标网络发射机的质量水平。
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公开(公告)号：US20100323687A1
公开(公告)日：2010-12-23
申请号：US12485946
申请日：2009-06-17
申请人： Yossi Richter , Elad Yom-Tov
发明人： Yossi Richter , Elad Yom-Tov
CPC分类号： H04W24/04
摘要： Determining a network transmitter that is more likely to cause handoff failures in a telecommunication service based on historical data records. The historical data records may be standard Call Data Records. A probability that a service provided by a first network transmitter will be handoffed to a second network transmitter is determined. An indication that a target network transmitter is overly busy is determined based on the number of failed services for each network transmitter that may handoff a service the target network transmitter and the probability that a service will be handoffed to the target network transmitter. Based on the indication, measures may be taken to increase quality level of the target network transmitter.
摘要翻译： 基于历史数据记录确定更有可能导致电信业务切换失败的网络发射机。 历史数据记录可以是标准的呼叫数据记录。 确定由第一网络发射机提供的服务将切换到第二网络发射机的概率。 基于对于可以切换目标网络发射机的服务的每个网络发射机的失败服务的数量以及服务将被切换到目标网络发射机的概率，确定目标网络发射机过度忙碌的指示。 根据指示，可采取措施提高目标网络发射机的质量水平。
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公开(公告)号：US08781768B2
公开(公告)日：2014-07-15
申请号：US12836605
申请日：2010-07-15
IPC分类号： G01R21/00
CPC分类号： H04Q9/00 , H04Q2209/30 , H04Q2209/40 , H04Q2209/60 , H04Q2209/84
摘要： An advanced metering infrastructure comprises intermediate nodes. The intermediate nodes receive data from child nodes and aggregate the data according to groups of child nodes. The aggregation provides for a reduced version of the data. The reduction is performed based on groups determined by clustering. The reduced version of the data comprises data describing a group of measurements over time, such as a centroid in an n-dimension space, number of customers in the group, radius of the group and the like. The centroid may shift over time based on a consumption profile, such as low consumption at noon, and high consumption at evening. The consumption profiles may be determined in a learning phase, as well as shifting of centroids of each group over time.
摘要翻译： 先进的计量基础设施包括中间节点。 中间节点从子节点接收数据，并根据子节点组聚合数据。 聚合提供数据的缩减版本。 基于通过聚类确定的组来执行缩减。 数据的缩减版本包括描述一段时间内的一组测量的数据，例如n维空间中的质心，组中的客户数量，组的半径等。 中心可能会根据消费情况随时间而变化，例如中午消费低，晚上消费高。 消费概况可以在学习阶段确定，并且可以随着时间推移各组的质心。
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