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    • 31. 发明授权
    • Monte-Carlo planning using contextual information
    • 蒙特卡洛计划使用上下文信息
    • US09047423B2
    • 2015-06-02
    • US13348993
    • 2012-01-12
    • Gerald J. TesauroAlina BeygelzimerRichard B. SegalMark N. Wegman
    • Gerald J. TesauroAlina BeygelzimerRichard B. SegalMark N. Wegman
    • G06F17/50
    • G06F17/5018G06F17/11G06N99/005G06Q10/063
    • A method, system and computer program product for choosing actions in a state of a planning problem. The system simulates one or more sequences of actions, state transitions and rewards starting from the current state of the planning problem. During the simulation of performing a given action in a given state, a data record is maintained of observed contextual state information, and observed cumulative reward resulting from the action. The system performs a regression fit on the data records, enabling estimation of expected reward as a function of contextual state. The estimations of expected rewards are used to guide the choice of actions during the simulations. Upon completion of all simulations, the top-level action which obtained highest mean reward during the simulations is recommended to be executed in the current state of the planning problem.
    • 用于在规划问题状态中选择动作的方法,系统和计算机程序产品。 系统模拟从规划问题的当前状态开始的一个或多个动作序列,状态转换和奖励。 在给定状态下执行给定动作的模拟期间,维持观察到的情境状态信息的数据记录,并且观察到由该动作产生的累积奖励。 系统对数据记录进行回归拟合,使得可以将预期报酬作为情境状态的函数进行估计。 预期奖励的估计用于指导模拟期间的动作选择。 在完成所有模拟之后,建议在计划问题的当前状态下执行在模拟期间获得最高平均奖励的顶级动作。
    • 35. 发明申请
    • LENGTHENING LIFE OF A LIMITED LIFE MEMORY
    • 延长有限生命记忆的寿命
    • US20100218070A1
    • 2010-08-26
    • US12391547
    • 2009-02-24
    • Michele FranceschiniJohn Peter KaridisLuis A. Lastras-MontanoThomas MittelholzerMark N. Wegman
    • Michele FranceschiniJohn Peter KaridisLuis A. Lastras-MontanoThomas MittelholzerMark N. Wegman
    • H03M13/00G11C11/00G11C7/00G06F11/00G06F11/16
    • G11C13/0069G06F11/1012G11C13/0002G11C2207/104
    • A phase-change memory (PCM) includes a matrix of storage cells, including at least a first group with at least one cell. Each cell includes a phase change material having at least a first resistance value and a second resistance value, such that the first group can have an identical message encoded therein in at least a first way and a second way. The memory also includes a controller configured to encode the identical message in the at least first group the first or second way, based on which way causes the least amount of writing cost, given current levels of the group. Another embodiment of memory includes a matrix of storage cells, including at least a first group with at least one cell. Each of the storage cells has at least two levels, such that each of the storage cells can have an identical message encoded therein in at least a first way and a second way (the cells can be PCM or another technology). Each one of the storage cells is arbitrarily individually changeable among the at least two levels, and each of the cells is cost-asymmetric. A controller encodes the identical message in the at least first group using the first way or the second way, based on which way incurs a least cost when writing the message into the at least one cell of the at least first group, given current levels of the at least first group.
    • 相变存储器(PCM)包括存储单元矩阵,至少包括具有至少一个单元的第一组。 每个单元包括具有至少第一电阻值和第二电阻值的相变材料,使得第一组可以以至少第一种方式和第二种方式在其中编码相同的消息。 所述存储器还包括控制器,所述控制器被配置为在所述至少第一组中对所述第一或第二方式的相同消息进行编码,基于哪种方式,给出所述组的当前级别的最小写入成本量。 存储器的另一实施例包括存储单元的矩阵,包括至少一个具有至少一个单元的第一组。 每个存储单元具有至少两个级别,使得每个存储单元可以以至少第一种方式和第二种方式在其中编码相同的消息(该单元可以是PCM或另一种技术)。 存储单元中的每一个在至少两个级别中可任意地单独变化,并且每个单元是成本不对称的。 控制器使用第一种方法或第二种方式在至少第一组中编码相同的消息,基于哪种方式在将消息写入至少第一组的至少一个小区时产生最低成本,给定当前级别 至少第一组。
    • 39. 发明授权
    • Method for recognizing spam email
    • 识别垃圾邮件的方法
    • US07475118B2
    • 2009-01-06
    • US11347492
    • 2006-02-03
    • Barry LeibaJoel OssherVadakkedathu Thomas RajanRichard SegalMark N. Wegman
    • Barry LeibaJoel OssherVadakkedathu Thomas RajanRichard SegalMark N. Wegman
    • G06F15/16
    • G06Q10/107
    • A method includes steps of receiving an email message comprising a plurality of packets and delivery-path information; determining a path for the email using the delivery-path information; comparing the path with a plurality of prior email paths; determining a measure of similarity between the path of the email received and one or more of the plurality of prior email paths; and determining a spam score for the email received, based on the measure of similarity. Other embodiments include a computer readable medium comprising computer code for performing the above function and an information processing system including a processor configured (i.e., hard-wired or programmed) to perform the method.
    • 一种方法包括接收包括多个分组和递送路径信息的电子邮件消息的步骤; 使用传送路径信息确定电子邮件的路径; 将路径与多个先前的电子邮件路径进行比较; 确定所接收的电子邮件的路径与所述多个先前电子邮件路径中的一个或多个的相似性度量; 以及基于相似性的度量来确定所接收的电子邮件的垃圾邮件评分。 其他实施例包括包括用于执行上述功能的计算机代码的计算机可读介质和包括配置(即,硬接线或编程)以执行该方法的处理器的信息处理系统。