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    • 24. 发明申请
    • SYSTEM AND METHOD FOR DISTRIBUTED PRIVACY PRESERVING DATA MINING
    • 用于分布式隐私保护数据挖掘的系统和方法
    • US20100268734A1
    • 2010-10-21
    • US11752708
    • 2007-05-23
    • Charu C. AggarwalPhilip Shi-Lung Yu
    • Charu C. AggarwalPhilip Shi-Lung Yu
    • G06F17/30
    • G06F17/30539G06F21/6245G06F2216/03Y10S707/99931Y10S707/99932
    • Distributed privacy preserving data mining techniques are provided. A first entity of a plurality of entities in a distributed computing environment exchanges summary information with a second entity of the plurality of entities via a privacy-preserving data sharing protocol such that the privacy of the summary information is preserved, the summary information associated with an entity relating to data stored at the entity. The first entity may then mine data based on at least the summary information obtained from the second entity via the privacy-preserving data sharing protocol. The first entity may obtain, from the second entity via the privacy-preserving data sharing protocol, information relating to the number of transactions in which a particular itemset occurs and/or information relating to the number of transactions in which a particular rule is satisfied.
    • 提供分布式隐私保护数据挖掘技术。 分布式计算环境中的多个实体的第一实体经由隐私保护数据共享协议与多个实体中的第二实体交换摘要信息,使得保留摘要信息的隐私,与 与实体存储的数据相关的实体。 然后,第一实体可以至少基于通过隐私保护数据共享协议从第二实体获得的摘要信息来挖掘数据。 第一实体可以通过隐私保护数据共享协议从第二实体获得与特定项目集出现的交易数量有关的信息和/或与其中满足特定规则的交易数量有关的信息。
    • 26. 发明授权
    • System and method for meta-pattern discovery
    • 元模式发现的系统和方法
    • US06785663B2
    • 2004-08-31
    • US09752620
    • 2000-12-28
    • Wei WangJiong YangPhilip Shi-Lung Yu
    • Wei WangJiong YangPhilip Shi-Lung Yu
    • G06N502
    • G06K9/00523
    • Periodic patterns in time series data can be hierarchical in nature, where a higher level pattern may comprise repetitions of lower level patterns. In the presence of noises, these repetitions of lower level patterns may not be perfect. A novel model, namely a meta-pattern, is provided in accordance with the present invention to capture these higher level patterns. The meta-pattern can not only provide a more compact representation of patterns but also capture the regularities of pattern evolutions, which may not be expressed by previous models due to the presence of noise. A method is provided to mine meta-patterns in an iterative manner by discovering meta-patterns and their supporting subsequences in the form of lists of segments of contiguous repetitions of a meta-pattern. The number of pattern repetitions in each said segment is at least a predefined threshold min_rep and the distance between any two adjacent segments is at most a predefined threshold max_dis.
    • 时间序列数据中的周期性模式本质上可以是分级的,其中较高级别的模式可以包括较低级别模式的重复。 在有噪音的情况下,这些重复的较低级别的模式可能不完美。 根据本发明提供了一种新颖的模型,即元模式,以捕获这些更高级别的模式。 元模式不仅可以提供更紧凑的图案表示,而且可以捕获模式演化的规律性,由于存在噪声,可能不会由以前的模型表示。 提供了一种通过以元模式的连续重复的分段的列表的形式发现元模式及其支持子序列以迭代方式来挖掘元模式的方法。 每个所述段中的模式重复次数至少为预定义的阈值min_rep,并且任何两个相邻段之间的距离至多为预定阈值max_dis。
    • 29. 发明授权
    • Network bandwidth and object obsolescence sensitive scheduling method and apparatus for objects distributed broadcasting
    • 网络带宽和对象过时敏感的调度方法和装置,用于对象分布式广播
    • US06292835B1
    • 2001-09-18
    • US08979029
    • 1997-11-26
    • Yun-Wu HuangPhilip Shi-Lung Yu
    • Yun-Wu HuangPhilip Shi-Lung Yu
    • G06F1516
    • H04L47/10G06F17/30902H04L47/26H04L67/42Y10S707/99952Y10S707/99953
    • A proxy strategy not only caches objects but actively sets update schedules for channel information disseminated from different servers. Based on available bandwidth, this proxy strategy formulates a mathematical function that can be solved to establish the proxy update schedules by maximizing the overall currency of information received by the clients. Clients whose update requests do not result in receiving the most upto-date information for a given channel may also be recorded. After the next scheduled proxy update for a given channel, the proxy actively sends the most up-to-date information for this channel to the recorded clients. The client interest for a given channel is measured based on the client updates the proxy received since last scheduled update for this channel, and the currency of information received by these clients. A dynamic update can be performed by the proxy for channels with high client interest before their respective scheduled updates based on the available bandwidth. Upon performing a dynamic update for a given channel, the proxy can delay the next schedule update for this channel by a whole regular proxy update interval.
    • 代理策略不仅缓存对象,而且主动设置从不同服务器传播的渠道信息的更新计划。 基于可用带宽,该代理策略制定一个数学函数,可以通过最大化客户端接收的信息的总体货币来解决以建立代理更新计划。 更新请求不会导致接收给定频道最新信息的客户端也可以被记录。 在给定频道的下一个计划的代理更新之后,代理将主动向记录的客户端发送该频道的最新信息。 基于客户端更新从该频道上次调度更新以来收到的代理以及这些客户端收到的信息的货币,来衡量给定频道的客户兴趣。 可以由代理针对具有高客户机感兴趣的信道在基于可用带宽的各自的调度更新之前对其进行动态更新。 在对给定频道执行动态更新时,代理可以通过整个常规代理更新间隔延迟该频道的下一个调度更新。