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1. 发明申请

US20120215829A1 METHOD AND APPARATUS FOR EFFICIENT AND ACCURATE ANALYTICS WITH CROSS-DOMAIN CORRELATION 有权
标题翻译：有效和准确的跨域关联分析的方法和装置
公开(公告)号：US20120215829A1
公开(公告)日：2012-08-23
申请号：US13029699
申请日：2011-02-17
申请人： Milind Naphade , Sambit Sahu , Jing Dai
发明人： Milind Naphade , Sambit Sahu , Jing Dai
IPC分类号： G06F15/16
CPC分类号： G06F15/18 , G06N99/005
摘要： A method of generating analytics to provide an analysis of data from distinct data domains includes collecting sensor data from at least two distinct data domains, deriving parameters from the collected data, wherein at least one of the parameters is a first domain parameter derived from one of the data domains and at least another one of the parameters is a second domain parameter derived from the other data domain, providing a data model that enables a user to specify at least one of the first parameters and at least one of the second domain parameters and generate at least one rule based on the selected parameters, and generating analytics that analyze the collected data against the rules to determinate whether the rules have been satisfied and provide results of the analysis to a user of the analytics.
摘要翻译：生成分析以提供来自不同数据域的数据分析的方法包括从至少两个不同的数据域收集传感器数据，从所收集的数据中导出参数，其中至少一个参数是从所述数据域和所述参数中的至少另一个参数是从所述其他数据域导出的第二域参数，提供使得用户能够指定所述第一参数中的至少一个和所述第二域参数中的至少一个的数据模型，基于所选择的参数生成至少一个规则，以及生成分析数据，根据规则分析所收集的数据，以确定规则是否已被满足，并向分析用户提供分析结果。

2. 发明授权

US08972484B2 Method and apparatus for efficient and accurate analytics with cross-domain correlation 有权
标题翻译：用于跨域相关的高效准确分析的方法和装置
公开(公告)号：US08972484B2
公开(公告)日：2015-03-03
申请号：US13029699
申请日：2011-02-17
申请人： Milind Naphade , Sambit Sahu , Jing Dai
发明人： Milind Naphade , Sambit Sahu , Jing Dai
IPC分类号： G06F15/16 , G06F15/18 , G06N99/00
CPC分类号： G06F15/18 , G06N99/005
摘要： A method of generating analytics to provide an analysis of data from distinct data domains includes collecting sensor data from at least two distinct data domains, deriving parameters from the collected data, wherein at least one of the parameters is a first domain parameter derived from one of the data domains and at least another one of the parameters is a second domain parameter derived from the other data domain, providing a data model that enables a user to specify at least one of the first parameters and at least one of the second domain parameters and generate at least one rule based on the selected parameters, and generating analytics that analyze the collected data against the rules to determinate whether the rules have been satisfied and provide results of the analysis to a user of the analytics.
摘要翻译：生成分析以提供来自不同数据域的数据分析的方法包括从至少两个不同的数据域收集传感器数据，从所收集的数据中导出参数，其中至少一个参数是从所述数据域和所述参数中的至少另一个参数是从所述其他数据域导出的第二域参数，提供使得用户能够指定所述第一参数中的至少一个和所述第二域参数中的至少一个的数据模型，基于所选择的参数生成至少一个规则，以及生成分析数据，根据规则分析所收集的数据，以确定规则是否已被满足，并向分析用户提供分析结果。

3. 发明授权

US08306848B1 Estimation of transit demand models for enhancing ridership 有权
标题翻译：估算增加乘客人数的过境需求模型
公开(公告)号：US08306848B1
公开(公告)日：2012-11-06
申请号：US13153725
申请日：2011-06-06
申请人： Milind Naphade , Sambit Sahu
发明人： Milind Naphade , Sambit Sahu
IPC分类号： G06F17/30
CPC分类号： G06F17/30241
摘要： A method of estimating a transit demand graph includes collecting conditional information that includes at least one condition that when satisfied converts at least one non-rider into a rider, generating a non-rider transit demand graph by satisfying one of the conditions, and generating a normalized transit demand graph from the non-rider transit demand graph and a rider transit demand graph. The riders use public transit and the non-riders do not use public transit. The non-rider transit demand graph shows the demand of the non-riders for a public transit route. The rider transit demand graph shows the demand of riders for the same public transit route.
摘要翻译：一种估计过境需求图的方法包括收集条件信息，该条件信息包括当满足将至少一个非骑手转换为骑手时至少一个条件，通过满足条件之一生成非骑车者过境需求图，来自非乘客过境需求图的标准化过境需求图和乘客过境需求图。乘客使用公共交通工具，非乘客不使用公共交通工具。非乘客过境需求图显示了非公共交通路线的非乘客需求。乘客过境需求图显示了同一条公共交通路线的乘客的需求。

4. 发明申请

US20120310707A1 ESTIMATION OF TRANSIT DEMAND MODELS FOR ENHANCING RIDERSHIP 有权
标题翻译：估算移交需求模型，以提高驾驶人数
公开(公告)号：US20120310707A1
公开(公告)日：2012-12-06
申请号：US13549777
申请日：2012-07-16
申请人： Milind Naphade , Sambit Sahu
发明人： Milind Naphade , Sambit Sahu
IPC分类号： G06Q10/04 , G06Q50/30
CPC分类号： G06F17/30241
摘要： A method of estimating a transit demand graph includes collecting conditional information that includes at least one condition that when satisfied converts at least one non-rider into a rider, generating a non-rider transit demand graph by satisfying one of the conditions, and generating a normalized transit demand graph from the non-rider transit demand graph and a rider transit demand graph. The riders use public transit and the non-riders do not use public transit. The non-rider transit demand graph shows the demand of the non-riders for a public transit route. The rider transit demand graph shows the demand of riders for the same public transit route.
摘要翻译：一种估计过境需求图的方法包括收集条件信息，该条件信息包括当满足将至少一个非骑手转换为骑手时至少一个条件，通过满足条件之一生成非骑车者过境需求图，来自非乘客过境需求图的标准化过境需求图和乘客过境需求图。乘客使用公共交通工具，非乘客不使用公共交通工具。非乘客过境需求图显示了非公共交通路线的非乘客需求。乘客过境需求图显示了同一条公共交通路线的乘客的需求。

5. 发明授权

US08571918B2 Estimation of transit demand models for enhancing ridership 有权
标题翻译：估算增加乘客人数的过境需求模型
公开(公告)号：US08571918B2
公开(公告)日：2013-10-29
申请号：US13549777
申请日：2012-07-16
申请人： Milind Naphade , Sambit Sahu
发明人： Milind Naphade , Sambit Sahu
IPC分类号： G06Q10/00
CPC分类号： G06F17/30241
摘要： A method of estimating a transit demand graph includes collecting conditional information that includes at least one condition that when satisfied converts at least one non-rider into a rider, generating a non-rider transit demand graph by satisfying one of the conditions, and generating a normalized transit demand graph from the non-rider transit demand graph and a rider transit demand graph. The riders use public transit and the non-riders do not use public transit. The non-rider transit demand graph shows the demand of the non-riders for a public transit route. The rider transit demand graph shows the demand of riders for the same public transit route.
摘要翻译：一种估计过境需求图的方法包括收集条件信息，该条件信息包括当满足将至少一个非骑手转换为骑手时至少一个条件，通过满足条件之一生成非骑车者过境需求图，来自非乘客过境需求图的标准化过境需求图和乘客过境需求图。乘客使用公共交通工具，非乘客不使用公共交通工具。非乘客过境需求图显示了非公共交通路线的非乘客需求。乘客过境需求图显示了同一条公共交通路线的乘客的需求。

6. 发明授权

US09042908B2 Identifying purpose-based origin-destination using call detailed records 有权
标题翻译：使用呼叫详细记录识别基于目的的起始目的地
公开(公告)号：US09042908B2
公开(公告)日：2015-05-26
申请号：US13467035
申请日：2012-05-08
申请人： Jing Dai , Ming Li , Pavankumar Murali , Milind R. Naphade , Sambit Sahu
发明人： Jing Dai , Ming Li , Pavankumar Murali , Milind R. Naphade , Sambit Sahu
IPC分类号： H04W24/00 , G08G1/01 , H04M15/00
CPC分类号： G08G1/012 , H04M15/58
摘要： Access is obtained to call data records (or other data) for a plurality of mobile telephony users. The call data records (or other data) include location-time sequences. For each of the mobile telephony users, corresponding ones of the location-time sequences are segmented into trips; a home-work-school classification model is used to determine a home location and a work-school location, based on the trips; and a trip purpose classification model is used to assign each of the trips a purpose label, based at least on comparing at least one of a start location and an end location for each one of the trips to at least one of the home location and the work-school location determined using the home-work-school classification model. The trips are aggregated into purpose based origin-destination categories based at least on the purpose labels, time ranges of the location-time sequences, and the start and end locations.
摘要翻译：获得访问以呼叫多个移动电话用户的数据记录（或其他数据）。呼叫数据记录（或其他数据）包括位置时间序列。对于每个移动电话用户，将相应的位置时间序列分段为行程; 家庭工作学校分类模型用于根据旅行情况确定住所和工作地点; 并且旅行目的分类模型用于将每个行程分配目的标签，至少基于将每个行程的起始位置和结束位置中的至少一个比较到本地位置和使用家庭工作学校分类模型确定工作学校的位置。至少基于目的标签，位置 - 时间序列的时间范围以及开始和结束位置，将旅行聚合到基于目的的起始 - 目的地类别。

7. 发明授权

US08588810B2 Energy efficient location tracking on smart phones 失效
标题翻译：智能手机节能位置跟踪
公开(公告)号：US08588810B2
公开(公告)日：2013-11-19
申请号：US13307754
申请日：2011-11-30
申请人： Jing Dai , Ming Li , Milind R. Naphade , Sambit Sahu
发明人： Jing Dai , Ming Li , Milind R. Naphade , Sambit Sahu
IPC分类号： H04W24/00
CPC分类号： H04W52/0251 , G01S19/34 , G01S19/47 , G01S19/48 , H04M1/24 , H04M1/72572 , H04M2250/10 , H04W4/02 , H04W4/027 , H04W4/043 , H04W4/30 , H04W48/16 , Y02D70/142 , Y02D70/164 , Y02D70/166
摘要： A GPS-enabled cellular electronic device is operated in an indoor mode. An increase in strength of a cellular signal is detected at the GPS-enabled cellular electronic device. Responsive at least to the increase in cellular signal strength, the GPS-enabled cellular electronic device is transitioned to an outdoor testing mode. Detecting is carried out to determine whether movement of the GPS-enabled cellular electronic device occurs during the outdoor testing mode. If so, the GPS-enabled cellular electronic device is transitioned to an outdoor mode.
摘要翻译：在室内模式下操作支持GPS的蜂窝式电子设备。在启用GPS的蜂窝电子设备上检测到蜂窝信号的强度的增加。至少响应于蜂窝信号强度的增加，启用GPS的蜂窝式电子设备转变到户外测试模式。进行检测以确定在室外测试模式期间是否发生启用GPS的蜂窝式电子设备的移动。如果是这样，启用GPS的蜂窝电子设备被转换到户外模式。

8. 发明申请

US20130103215A1 UTILITY CONSUMPTION DISAGGREGATION USING LOW SAMPLE RATE SMART METERS 有权
标题翻译：使用低样本速率智能测量仪的实用消费分析
公开(公告)号：US20130103215A1
公开(公告)日：2013-04-25
申请号：US13588634
申请日：2012-08-17
申请人： Jing Dai , Feng Chen , Milind R. Naphade , Sambit Sahu
发明人： Jing Dai , Feng Chen , Milind R. Naphade , Sambit Sahu
IPC分类号： G06Q50/06
CPC分类号： G06Q50/06
摘要： Utility meter readings generated at low sampling rates are disaggregated to identify consumer usage activities. Time intervals between readings can include a plurality of consumer usage activities. By employing a model which recognizes associations among consumer usage activities, effective disaggregation is possible using only aggregated consumption data and interval start times. Consumers and utility managers can design and assess conservation programs based on the disaggregated consumption usage activities.
摘要翻译：以低采样率生成的公用事业仪表读数被分解，以确定消费者的使用活动。阅读之间的时间间隔可以包括多个消费者使用活动。通过使用识别消费者使用活动之间的关联的模型，可以仅使用聚合消费数据和间隔开始时间来进行有效分解。消费者和公用事业管理人员可以根据分解的消费使用活动来设计和评估保护计划。

9. 发明申请

US20130137450A1 ENERGY EFFICIENT LOCATION TRACKING ON SMART PHONES 失效
标题翻译：能量效率位置跟踪智能手机
公开(公告)号：US20130137450A1
公开(公告)日：2013-05-30
申请号：US13307754
申请日：2011-11-30
申请人： Jing Dai , Ming Li , Milind R. Naphade , Sambit Sahu
发明人： Jing Dai , Ming Li , Milind R. Naphade , Sambit Sahu
IPC分类号： H04W4/04
CPC分类号： H04W52/0251 , G01S19/34 , G01S19/47 , G01S19/48 , H04M1/24 , H04M1/72572 , H04M2250/10 , H04W4/02 , H04W4/027 , H04W4/043 , H04W4/30 , H04W48/16 , Y02D70/142 , Y02D70/164 , Y02D70/166
摘要： A GPS-enabled cellular electronic device is operated in an indoor mode. An increase in strength of a cellular signal is detected at the GPS-enabled cellular electronic device. Responsive at least to the increase in cellular signal strength, the GPS-enabled cellular electronic device is transitioned to an outdoor testing mode. Detecting is carried out to determine whether movement of the GPS-enabled cellular electronic device occurs during the outdoor testing mode. If so, the GPS-enabled cellular electronic device is transitioned to an outdoor mode.
摘要翻译：在室内模式下操作支持GPS的蜂窝式电子设备。在启用GPS的蜂窝电子设备上检测到蜂窝信号的强度的增加。至少响应于蜂窝信号强度的增加，启用GPS的蜂窝式电子设备转变到户外测试模式。进行检测以确定在室外测试模式期间是否发生启用GPS的蜂窝式电子设备的移动。如果是这样，启用GPS的蜂窝电子设备被转换到户外模式。

10. 发明申请

US20130304363A1 IDENTIFYING PURPOSE-BASED ORIGIN-DESTINATION USING CALL DETAILED RECORDS 有权
标题翻译：使用CALL详细记录识别基于目的的原始目的地
公开(公告)号：US20130304363A1
公开(公告)日：2013-11-14
申请号：US13467035
申请日：2012-05-08
申请人： Jing Dai , Ming Li , Pavankumar Murali , Milind R. Naphade , Sambit Sahu
发明人： Jing Dai , Ming Li , Pavankumar Murali , Milind R. Naphade , Sambit Sahu
IPC分类号： G08G1/00
CPC分类号： G08G1/012 , H04M15/58
摘要： Access is obtained to call data records (or other data) for a plurality of mobile telephony users. The call data records (or other data) include location-time sequences. For each of the mobile telephony users, corresponding ones of the location-time sequences are segmented into trips; a home-work-school classification model is used to determine a home location and a work-school location, based on the trips; and a trip purpose classification model is used to assign each of the trips a purpose label, based at least on comparing at least one of a start location and an end location for each one of the trips to at least one of the home location and the work-school location determined using the home-work-school classification model. The trips are aggregated into purpose based origin-destination categories based at least on the purpose labels, time ranges of the location-time sequences, and the start and end locations.
摘要翻译：获得访问以呼叫多个移动电话用户的数据记录（或其他数据）。呼叫数据记录（或其他数据）包括位置时间序列。对于每个移动电话用户，将相应的位置时间序列分段为行程; 家庭工作学校分类模型用于根据旅行情况确定住所和工作地点; 并且旅行目的分类模型用于将每个行程分配目的标签，至少基于将每个行程的起始位置和结束位置中的至少一个比较到本地位置和使用家庭工作学校分类模型确定工作学校的位置。至少基于目的标签，位置 - 时间序列的时间范围以及开始和结束位置，将旅行聚合到基于目的的起始 - 目的地类别。

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