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1. 发明授权

US08447711B2 Architecture of a hierarchical temporal memory based system 有权
标题翻译：基于分层时间记忆的系统的架构
公开(公告)号：US08447711B2
公开(公告)日：2013-05-21
申请号：US12052580
申请日：2008-04-14
申请人： Jeffrey C. Hawkins , Subutai Ahmad , Dileep George , Frank E. Astier , Ronald Marianetti, II
发明人： Jeffrey C. Hawkins , Subutai Ahmad , Dileep George , Frank E. Astier , Ronald Marianetti, II
IPC分类号： G06F15/18 , G06F9/44
CPC分类号： G06N3/08 , G06F15/18 , G06N3/04 , G06N3/0454 , G06N3/0472 , G06N3/049 , G06N5/02 , G06N7/005 , G06N99/005
摘要： A hierarchical temporal memory (HTM) based system may be provided as a software platform. The software platform includes: a runtime engine arranged to run an HTM network; a first interface accessible by a set of tools to configure, design, modify, train, debug, and/or deploy the HTM network; and a second interface accessible to extend a functionality of the runtime engine.
摘要翻译：可以提供基于分级时间存储器（HTM）的系统作为软件平台。软件平台包括：运行时引擎，用于运行HTM网络; 用于配置，设计，修改，训练，调试和/或部署HTM网络的一组工具可访问的第一接口; 以及可扩展运行时引擎的功能的第二接口。

2. 发明授权

US08407166B2 Hierarchical temporal memory system with higher-order temporal pooling capability 有权
标题翻译：具有较高阶时间池能力的分层时间记忆系统
公开(公告)号：US08407166B2
公开(公告)日：2013-03-26
申请号：US12483642
申请日：2009-06-12
申请人： Jeffrey C. Hawkins , Dileep George , Charles Curry , Frank E. Astier , Anosh Raj , Robert G. Jaros
发明人： Jeffrey C. Hawkins , Dileep George , Charles Curry , Frank E. Astier , Anosh Raj , Robert G. Jaros
IPC分类号： G06F15/18 , G06F17/10 , G06F17/16
CPC分类号： G06N3/049
摘要： A temporal pooler for a Hierarchical Temporal Memory network is provided. The temporal pooler is capable of storing information about sequences of co-occurrences in a higher-order Markov chain by splitting a co-occurrence into a plurality of sub-occurrences. Each split sub-occurrence may be part of a distinct sequence of co-occurrences. The temporal pooler receives the probability of spatial co-occurrences in training patterns and tallies counts or frequency of transitions from one sub-occurrence to another sub-occurrence in a connectivity matrix. The connectivity matrix is then processed to generate temporal statistics data. The temporal statistics data is provided to an inference engine to perform inference or prediction on input patterns. By storing information related to a higher-order Markov model, the temporal statistics data more accurately reflects long temporal sequences of co-occurrences in the training patterns.
摘要翻译：提供了一种用于分层时域存储器网络的时间池。时间池能够通过将共现分裂为多个次出现来存储关于高阶马尔可夫链中的共现序列的信息。每个分裂子事件可以是共同出现的不同序列的一部分。时间分组器接收训练模式中的空间共现概率，并且在连接矩阵中从一个子出现转换到另一个子出现的计数计数或转换频率。然后处理连通性矩阵以生成时间统计数据。将时间统计数据提供给推理机以对输入模式执行推断或预测。通过存储与高阶马尔科夫模型相关的信息，时间统计数据更准确地反映训练模式中共同出现的长时间序列。

3. 发明授权

US08285667B2 Sequence learning in a hierarchical temporal memory based system 有权
标题翻译：基于分层时间存储器的系统中的序列学习
公开(公告)号：US08285667B2
公开(公告)日：2012-10-09
申请号：US12576966
申请日：2009-10-09
申请人： Robert G. Jaros , Dileep George , Jeffrey C. Hawkins , Frank E. Astier
发明人： Robert G. Jaros , Dileep George , Jeffrey C. Hawkins , Frank E. Astier
IPC分类号： G06F17/00 , G06N5/04
CPC分类号： G06N3/08 , G06F15/18 , G06N3/04 , G06N3/0454 , G06N3/0472 , G06N3/049 , G06N5/02 , G06N7/005 , G06N99/005
摘要： A hierarchy of computing modules is configured to learn a cause of input data sensed over space and time, and is further configured to determine a cause of novel sensed input data dependent on the learned cause. At least one of the computing modules has a sequence learner module configured to associate sequences of input data received by the computing module to a set of causes previously learned in the hierarchy.
摘要翻译：计算模块的层次结构被配置为学习在空间和时间上感测的输入数据的原因，并且还被配置为根据学习的原因确定新感测的输入数据的原因。计算模块中的至少一个具有序列学习器模块，其被配置为将由计算模块接收的输入数据的序列与先前在层次结构中学习的一组原因相关联。

4. 发明申请

US20090313193A1 HIERARCHICAL TEMPORAL MEMORY SYSTEM WITH HIGHER-ORDER TEMPORAL POOLING CAPABILITY 有权
标题翻译：具有较高时间平移能力的分层时间记忆系统
公开(公告)号：US20090313193A1
公开(公告)日：2009-12-17
申请号：US12483642
申请日：2009-06-12
申请人： Jeffrey C. Hawkins , Dileep George , Charles Curry , Frank E. Astier , Anosh Raj , Robert G. Jaros
发明人： Jeffrey C. Hawkins , Dileep George , Charles Curry , Frank E. Astier , Anosh Raj , Robert G. Jaros
IPC分类号： G06F15/18 , G06N5/04 , G06N3/12
CPC分类号： G06N3/049
摘要： A temporal pooler for a Hierarchical Temporal Memory network is provided. The temporal pooler is capable of storing information about sequences of co-occurrences in a higher-order Markov chain by splitting a co-occurrence into a plurality of sub-occurrences. Each split sub-occurrence may be part of a distinct sequence of co-occurrences. The temporal pooler receives the probability of spatial co-occurrences in training patterns and tallies counts or frequency of transitions from one sub-occurrence to another sub-occurrence in a connectivity matrix. The connectivity matrix is then processed to generate temporal statistics data. The temporal statistics data is provided to an inference engine to perform inference or prediction on input patterns. By storing information related to a higher-order Markov model, the temporal statistics data more accurately reflects long temporal sequences of co-occurrences in the training patterns.
摘要翻译：提供了一种用于分层时域存储器网络的时间池。时间池能够通过将共现分裂为多个次出现来存储关于高阶马尔可夫链中的共现序列的信息。每个分裂子事件可以是共同出现的不同序列的一部分。时间分组器接收训练模式中的空间共现概率，并且在连接矩阵中从一个子出现转换到另一个子出现的计数计数或转换频率。然后处理连通性矩阵以生成时间统计数据。将时间统计数据提供给推理机以对输入模式执行推断或预测。通过存储与高阶马尔科夫模型相关的信息，时间统计数据更准确地反映训练模式中共同出现的长时间序列。

5. 发明申请

US20120166364A1 Hierarchical Temporal Memory (HTM) System Deployed as Web Service 有权
标题翻译：分层时间内存（HTM）系统部署为Web服务
公开(公告)号：US20120166364A1
公开(公告)日：2012-06-28
申请号：US13415713
申请日：2012-03-08
申请人： Subutai Ahmad , Dileep George , Jeffrey L. Edwards , William C. Saphir , Frank Astier , Ronald Marianetti
发明人： Subutai Ahmad , Dileep George , Jeffrey L. Edwards , William C. Saphir , Frank Astier , Ronald Marianetti
IPC分类号： G06N5/04 , G06F15/16 , G06F15/18
CPC分类号： H04L67/42 , G06K9/00979 , G06K9/66 , G06N3/04 , G06N3/08 , H04L51/12 , H04L67/02 , H04L67/1017 , H04L67/1097
摘要： A web-based hierarchical temporal memory (HTM) system in which one or more client devices communicate with a remote server via a communication network. The remote server includes at least a HTM server for implementing a hierarchical temporal memory (HTM). The client devices generate input data including patterns and sequences, and send the input data to the remote server for processing. The remote server (specifically, the HTM server) performs processing in order to determine the causes of the input data, and sends the results of this processing to the client devices. The client devices need not have processing and/or storage capability for running the HTM but may nevertheless take advantage of the HTM by submitting a request to the HTM server.
摘要翻译：一种基于网络的分级时间存储器（HTM）系统，其中一个或多个客户端设备经由通信网络与远程服务器进行通信。远程服务器至少包括用于实现分级时间存储器（HTM）的HTM服务器。客户端设备生成包括模式和序列的输入数据，并将输入数据发送到远程服务器进行处理。远程服务器（特别是HTM服务器）执行处理以确定输入数据的原因，并将该处理的结果发送给客户端设备。客户端设备不需要具有用于运行HTM的处理和/或存储能力，但仍然可以通过向HTM服务器提交请求来利用HTM。

6. 发明申请

US20070276774A1 EXTENSIBLE HIERARCHICAL TEMPORAL MEMORY BASED SYSTEM 审中-公开
标题翻译：可扩展的基于层次分析的基于时间记忆的系统
公开(公告)号：US20070276774A1
公开(公告)日：2007-11-29
申请号：US11622447
申请日：2007-01-11
申请人： Subutai Ahmad , Jeffrey Hawkins , Frank Astier , Dileep George
发明人： Subutai Ahmad , Jeffrey Hawkins , Frank Astier , Dileep George
IPC分类号： G06F15/18
CPC分类号： G06N3/08 , G06N3/04 , G06N3/0454 , G06N3/0472 , G06N3/049 , G06N5/02 , G06N7/005 , G06N20/00
摘要： A hierarchy of computing modules is configured to learn a cause of input data sensed over space and time. The hierarchy is further configured to determine a cause of novel sensed input data dependent on the learned cause. Further, the hierarchy has at least one interface associated with an operation of the hierarchy, where the operation is extensible via the interface.
摘要翻译：计算模块的层次结构被配置为了解在空间和时间上感测的输入数据的原因。层级还被配置为根据学习的原因确定新感测的输入数据的原因。此外，层次结构具有与层次结构的操作相关联的至少一个界面，其中操作可经由该界面扩展。

7. 发明申请

US20080183647A1 Architecture of a Hierarchical Temporal Memory Based System 有权
标题翻译：基于时间分析的时间系统体系结构
公开(公告)号：US20080183647A1
公开(公告)日：2008-07-31
申请号：US12052580
申请日：2008-04-14
申请人： Jeffrey Hawkins , Subutai Ahmad , Dileep George , Frank Astier , Ronald Marianetti
发明人： Jeffrey Hawkins , Subutai Ahmad , Dileep George , Frank Astier , Ronald Marianetti
IPC分类号： G06F15/18
CPC分类号： G06N3/08 , G06F15/18 , G06N3/04 , G06N3/0454 , G06N3/0472 , G06N3/049 , G06N5/02 , G06N7/005 , G06N99/005
摘要： A hierarchical temporal memory (HTM) based system may be provided as a software platform. The software platform includes: a runtime engine arranged to run an HTM network; a first interface accessible by a set of tools to configure, design, modify, train, debug, and/or deploy the HTM network; and a second interface accessible to extend a functionality of the runtime engine.
摘要翻译：可以提供基于分级时间存储器（HTM）的系统作为软件平台。软件平台包括：运行时引擎，用于运行HTM网络; 用于配置，设计，修改，训练，调试和/或部署HTM网络的一组工具可访问的第一接口; 以及可扩展运行时引擎的功能的第二接口。

8. 发明申请

US20070192267A1 Architecture of a hierarchical temporal memory based system 审中-公开
标题翻译：基于分层时间记忆的系统的架构
公开(公告)号：US20070192267A1
公开(公告)日：2007-08-16
申请号：US11351437
申请日：2006-02-10
申请人： Jeffrey Hawkins , Subutai Ahmad , Dileep George , Frank Astier , Ronald Marianetti
发明人： Jeffrey Hawkins , Subutai Ahmad , Dileep George , Frank Astier , Ronald Marianetti
IPC分类号： G06N7/02
CPC分类号： G06N3/08 , G06N3/04 , G06N3/0454 , G06N3/0472 , G06N3/049 , G06N5/02 , G06N7/005 , G06N20/00
摘要： A hierarchical temporal memory (HTM) based system may be provided as a software platform. The software platform includes: a runtime engine arranged to run an HTM network; a first interface accessible by a set of tools to configure, design, modify, train, debug, and/or deploy the HTM network; and a second interface accessible to extend a functionality of the runtime engine.
摘要翻译：可以提供基于分级时间存储器（HTM）的系统作为软件平台。软件平台包括：运行时引擎，用于运行HTM网络; 用于配置，设计，修改，训练，调试和/或部署HTM网络的一组工具可访问的第一接口; 以及可扩展运行时引擎的功能的第二接口。

9. 发明申请

US20080208966A1 Hierarchical Temporal Memory (HTM) System Deployed as Web Service 审中-公开
标题翻译：分层时间内存（HTM）系统部署为Web服务
公开(公告)号：US20080208966A1
公开(公告)日：2008-08-28
申请号：US12029434
申请日：2008-02-11
申请人： Jeffrey L. Edwards , William C. Saphir , Subutai Ahmad , Dileep George
发明人： Jeffrey L. Edwards , William C. Saphir , Subutai Ahmad , Dileep George
IPC分类号： G06F15/16
CPC分类号： H04L67/1017 , H04L51/12 , H04L67/02 , H04L67/1002 , H04L67/1097
摘要： A web-based hierarchical temporal memory (HTM) system in which one or more client devices communicate with a remote server via a communication network. The remote server includes at least a HTM server for implementing a hierarchical temporal memory (HTM). The client devices generate input data including patterns and sequences, and send the input data to the remote server for processing. The remote server (specifically, the HTM server) performs processing in order to determine the causes of the input data, and sends the results of this processing to the client devices. The client devices need not have processing and/or storage capability for running the HTM but may nevertheless take advantage of the HTM by submitting a request to the HTM server.
摘要翻译：一种基于网络的分级时间存储器（HTM）系统，其中一个或多个客户端设备经由通信网络与远程服务器进行通信。远程服务器至少包括用于实现分级时间存储器（HTM）的HTM服务器。客户端设备生成包括模式和序列的输入数据，并将输入数据发送到远程服务器进行处理。远程服务器（特别是HTM服务器）执行处理以确定输入数据的原因，并将该处理的结果发送给客户端设备。客户端设备不需要具有用于运行HTM的处理和/或存储能力，但仍然可以通过向HTM服务器提交请求来利用HTM。

10. 发明授权

US08732098B2 Hierarchical temporal memory (HTM) system deployed as web service 有权
标题翻译：分层时间内存（HTM）系统部署为Web服务
公开(公告)号：US08732098B2
公开(公告)日：2014-05-20
申请号：US13415713
申请日：2012-03-08
申请人： Subutai Ahmad , Dileep George , Jeffrey L. Edwards , William C. Saphir , Frank Astier , Ronald Marianetti
发明人： Subutai Ahmad , Dileep George , Jeffrey L. Edwards , William C. Saphir , Frank Astier , Ronald Marianetti
IPC分类号： G06N3/04 , G06N3/08
CPC分类号： H04L67/42 , G06K9/00979 , G06K9/66 , G06N3/04 , G06N3/08 , H04L51/12 , H04L67/02 , H04L67/1017 , H04L67/1097
摘要： A web-based hierarchical temporal memory (HTM) system in which one or more client devices communicate with a remote server via a communication network. The remote server includes at least a HTM server for implementing a hierarchical temporal memory (HTM). The client devices generate input data including patterns and sequences, and send the input data to the remote server for processing. The remote server (specifically, the HTM server) performs processing in order to determine the causes of the input data, and sends the results of this processing to the client devices. The client devices need not have processing and/or storage capability for running the HTM but may nevertheless take advantage of the HTM by submitting a request to the HTM server.
摘要翻译：一种基于网络的分级时间存储器（HTM）系统，其中一个或多个客户端设备经由通信网络与远程服务器进行通信。远程服务器至少包括用于实现分级时间存储器（HTM）的HTM服务器。客户端设备生成包括模式和序列的输入数据，并将输入数据发送到远程服务器进行处理。远程服务器（特别是HTM服务器）执行处理以确定输入数据的原因，并将该处理的结果发送给客户端设备。客户端设备不需要具有用于运行HTM的处理和/或存储能力，但仍然可以通过向HTM服务器提交请求来利用HTM。

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