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1. 发明授权

US07379843B2 Systems and methods for mining model accuracy display for multiple state prediction 有权
标题翻译：用于多种状态预测的挖掘模型精度显示的系统和方法
公开(公告)号：US07379843B2
公开(公告)日：2008-05-27
申请号：US10932583
申请日：2004-09-01
申请人： Zhaohui Tang , Pyungchul Kim
发明人： Zhaohui Tang , Pyungchul Kim
IPC分类号： G06F15/00
CPC分类号： G06N7/00
摘要： Systems and methods are provided for producing a mining model accuracy display that depicts the model's accuracy at predicting a state for a multiple-state variable. The model predicts a state and provides an associated probability for each case. Points are graphed such that one coordinate of the data point corresponds to a number N of cases and the other coordinate corresponds to the number of correct predictions made in the top N cases by probability.
摘要翻译：提供了系统和方法来产生挖掘模型精度显示，其描绘了模型在预测多状态变量的状态时的准确性。该模型预测状态并为每种情况提供相关联的概率。点被绘制为使得数据点的一个坐标对应于N个情况，另一个坐标对应于通过概率在前N个情况中做出的正确预测的数量。

2. 发明申请

US20070010966A1 System and method for mining model accuracy display 审中-公开
标题翻译：挖掘模型精度显示的系统和方法
公开(公告)号：US20070010966A1
公开(公告)日：2007-01-11
申请号：US11519317
申请日：2006-09-11
申请人： Pyungchul Kim , Zhaohui Tang , David Heckerman , Scott Oveson
发明人： Pyungchul Kim , Zhaohui Tang , David Heckerman , Scott Oveson
IPC分类号： G06F17/18 , G06F19/00
CPC分类号： G06F17/18 , G06F16/2465
摘要： Systems and methods are provided for producing displays of the accuracy of data mining or statistical models that produce associative predictions. For all cases in a testing data set, the model makes predictions and provides associated probabilities. The cases are sorted by their probability of making accurate predictions and a graph is made of the accuracy of the model over various subsets containing the highest probability cases as evaluated by the model. Where a number of probabilities are presented for the predictions in a basket of predictions, those probabilities are combined to yield a probability score for the entire basket. Additionally, the accuracy of a model over different basket sizes may be graphed. The accuracy graph may also be produced for any models making a prediction, by graphing the probability of making accurate predictions and a graph made of the accuracy of the model over various subsets of the data containing the highest probability cases.
摘要翻译：提供系统和方法用于产生数据挖掘的准确性的显示或产生关联预测的统计模型。对于测试数据集中的所有情况，模型进行预测并提供相关概率。这些案例按照准确预测的概率进行排序，并且通过模型评估，对包含最高概率案例的各种子集进行模型的精度图。在对一篮子预测中的预测提出若干概率的情况下，将这些概率组合起来以产生整个篮子的概率得分。此外，可以绘制不同篮子尺寸的模型的精度。也可以通过绘制准确预测的概率和通过包含最高概率情况的数据的各种子集对模型的精度进行绘制的图形来产生准确度图。

3. 发明申请

US20060242638A1 Adaptive systems and methods for making software easy to use via software usage mining 有权
标题翻译：通过软件使用挖掘使软件易于使用的自适应系统和方法
公开(公告)号：US20060242638A1
公开(公告)日：2006-10-26
申请号：US11112683
申请日：2005-04-22
申请人： Sin Shyh Lew , Pyungchul Kim , Sanjeev Katariya , Zijian Zheng
发明人： Sin Shyh Lew , Pyungchul Kim , Sanjeev Katariya , Zijian Zheng
IPC分类号： G06F9/44
CPC分类号： G06F9/451
摘要： A system for dynamically updating user accessible features of a software application on a client computer has a user interface, a local usage data file, and a data mining engine. The user interface is adapted to receive operator inputs. The local usage data file is adapted to store usage information corresponding to the operator inputs. The data mining engine is adapted to process the stored usage information and to generate local adjustments to a user interface of the software application based on the operator inputs. In one embodiment, a server is adapted to receive usage data from a plurality of application instances on a plurality of client computers and to generate global adjustments based on the received usage data. In one embodiment, the system has a merge feature adapted to blend and resolve conflicts between local and global adjustments to generate an interface adjustment for the user interface.
摘要翻译：用于在客户端计算机上动态地更新软件应用的用户可访问特征的系统具有用户界面，本地使用数据文件和数据挖掘引擎。用户界面适于接收操作员输入。本地使用数据文件适于存储对应于操作者输入的使用信息。数据挖掘引擎适于处理存储的使用信息，并且基于操作者输入产生对软件应用的用户界面的局部调整。在一个实施例中，服务器适于从多个客户端计算机上的多个应用实例接收使用数据，并且基于接收到的使用数据生成全局调整。在一个实施例中，系统具有适于混合和解决局部和全局调整之间的冲突的合并特征，以生成用户界面的接口调整。

4. 发明申请

US20050027478A1 Systems and methods for mining model accuracy display for multiple state prediction 有权
标题翻译：用于多种状态预测的挖掘模型精度显示的系统和方法
公开(公告)号：US20050027478A1
公开(公告)日：2005-02-03
申请号：US10932583
申请日：2004-09-01
申请人： Zhaohui Tang , Pyungchul Kim
发明人： Zhaohui Tang , Pyungchul Kim
IPC分类号： G06F7/00 , G06F15/00 , G06F17/18 , G06N7/00
CPC分类号： G06N7/00
摘要： Systems and methods are provided for producing a mining model accuracy display that depicts the model's accuracy at predicting a state for a multiple-state variable. The model predicts a state and provides an associated probability for each case. Points are graphed such that one coordinate of the data point corresponds to a number N of cases and the other coordinate corresponds to the number of correct predictions made in the top N cases by probability.
摘要翻译：提供了系统和方法来产生挖掘模型精度显示，其描绘了模型在预测多状态变量的状态时的准确性。该模型预测状态并为每种情况提供相关联的概率。点被绘制为使得数据点的一个坐标对应于N个情况，另一个坐标对应于通过概率在前N个情况中做出的正确预测的数量。

5. 发明授权

US07802197B2 Adaptive systems and methods for making software easy to use via software usage mining 有权
标题翻译：通过软件使用挖掘使软件易于使用的自适应系统和方法
公开(公告)号：US07802197B2
公开(公告)日：2010-09-21
申请号：US11112683
申请日：2005-04-22
申请人： Sin Shyh Lew , Pyungchul Kim , Sanjeev Katariya , Zijian Zheng
发明人： Sin Shyh Lew , Pyungchul Kim , Sanjeev Katariya , Zijian Zheng
IPC分类号： G06F3/048
CPC分类号： G06F9/451
摘要： A system for dynamically updating user accessible features of a software application on a client computer has a user interface, a local usage data file, and a data mining engine. The user interface is adapted to receive operator inputs. The local usage data file is adapted to store usage information corresponding to the operator inputs. The data mining engine is adapted to process the stored usage information and to generate local adjustments to a user interface of the software application based on the operator inputs. In one embodiment, a server is adapted to receive usage data from a plurality of application instances on a plurality of client computers and to generate global adjustments based on the received usage data. In one embodiment, the system has a merge feature adapted to blend and resolve conflicts between local and global adjustments to generate an interface adjustment for the user interface.
摘要翻译：用于在客户端计算机上动态地更新软件应用的用户可访问特征的系统具有用户界面，本地使用数据文件和数据挖掘引擎。用户界面适于接收操作员输入。本地使用数据文件适于存储对应于操作者输入的使用信息。数据挖掘引擎适于处理存储的使用信息，并且基于操作者输入产生对软件应用的用户界面的局部调整。在一个实施例中，服务器适于从多个客户端计算机上的多个应用实例接收使用数据，并且基于接收到的使用数据生成全局调整。在一个实施例中，系统具有适于混合和解决局部和全局调整之间的冲突的合并特征，以生成用户界面的接口调整。

6. 发明授权

US07627555B2 Combining multidimensional expressions and data mining extensions to mine OLAP cubes 有权
标题翻译：将多维表达式和数据挖掘扩展组合到我的OLAP多维数据集
公开(公告)号：US07627555B2
公开(公告)日：2009-12-01
申请号：US10873676
申请日：2004-06-22
申请人： C. James MacLennan , Pyungchul Kim , ZhaoHui Tang
发明人： C. James MacLennan , Pyungchul Kim , ZhaoHui Tang
IPC分类号： G06F7/00
CPC分类号： G06F17/30592 , G06F17/30412 , G06F17/30539 , Y10S707/99933 , Y10S707/99945
摘要： A language schema that integrates multidimensional extensions (e.g., MDX) and data mining extensions (e.g., DMX) for performing data mining operations on data residing in OLAP cubes. The schema provides that the can not only be a relational query, rather a multidimensional query formed using MDX, for example. The operations of model creation, training and prediction are described.
摘要翻译：集成多维扩展（例如MDX）和数据挖掘扩展（例如，DMX）的语言模式，用于对驻留在OLAP多维数据集中的数据执行数据挖掘操作。该模式规定，不仅可以是关系查询，而且可以是使用MDX形成的多维查询。描述了模型创建，训练和预测的操作。

7. 发明授权

US07209924B2 System and method for handling a continuous attribute in decision trees 有权
标题翻译：在决策树中处理连续属性的系统和方法
公开(公告)号：US07209924B2
公开(公告)日：2007-04-24
申请号：US10185029
申请日：2002-06-28
申请人： Jeffrey R. Bernhardt , Pyungchul Kim , C. James MacLennan , David Maxwell Chickering
发明人： Jeffrey R. Bernhardt , Pyungchul Kim , C. James MacLennan , David Maxwell Chickering
IPC分类号： G06F7/14 , G06F17/10
CPC分类号： G06N5/025 , Y10S707/99931 , Y10S707/99942 , Y10S707/99943
摘要： Continuous attributes are used as input attributes in decision tree creation. Buckets are created by dividing the range of values for the continuous attribute into sub-ranges of equal extent. These buckets form initial partitions. Mergers of adjacent partitions are considered to determine score gains from such mergers, and the most useful mergers occur. The resulting partitions are used as the discretization of the continuous attribute for use as an input attribute.
摘要翻译：连续属性被用作决策树创建中的输入属性。通过将连续属性的值的范围除以相等程度的子范围来创建桶。这些桶形成初始分区。相邻分区的合并被认为是从这样的合并确定得分收益，并且最有用的合并发生。所得到的分区用作连续属性的离散化，用作输入属性。

8. 发明申请

US20050283459A1 Combining multidimensional expressions and data mining extensions to mine OLAP cubes 有权
标题翻译：将多维表达式和数据挖掘扩展组合到我的OLAP多维数据集
公开(公告)号：US20050283459A1
公开(公告)日：2005-12-22
申请号：US10873676
申请日：2004-06-22
申请人： C. MacLennan , Pyungchul Kim , ZhaoHui Tang
发明人： C. MacLennan , Pyungchul Kim , ZhaoHui Tang
IPC分类号： G06F17/30 , G06F7/00
CPC分类号： G06F17/30592 , G06F17/30412 , G06F17/30539 , Y10S707/99933 , Y10S707/99945
摘要： A language schema that integrates multidimensional extensions (e.g., MDX) and data mining extensions (e.g., DMX) for performing data mining operations on data residing in OLAP cubes. The schema provides that the can not only be a relational query, rather a multidimensional query formed using MDX, for example. The operations of model creation, training and prediction are described.
摘要翻译：集成多维扩展（例如MDX）和数据挖掘扩展（例如，DMX）的语言模式，用于对驻留在OLAP多维数据集中的数据执行数据挖掘操作。该模式规定，不仅可以是关系查询，而且可以是使用MDX形成的多维查询。描述了模型创建，训练和预测的操作。

9. 发明申请

US20050060331A1 Systems and methods for mining model accuracy display for multiple state prediction 失效
公开(公告)号：US20050060331A1
公开(公告)日：2005-03-17
申请号：US10972697
申请日：2004-10-25
申请人： Zhaohui Tang , Pyungchul Kim
发明人： Zhaohui Tang , Pyungchul Kim
IPC分类号： G06F7/00 , G06F15/00 , G06F17/18 , G06N7/00
CPC分类号： G06N7/00
摘要： Systems and methods are provided for producing a mining model accuracy display that depicts the model's accuracy at predicting a state for a multiple-state variable. The model predicts a state and provides an associated probability for each case. Points are graphed such that one coordinate of the data point corresponds to a number N of cases and the other coordinate corresponds to the number of correct predictions made in the top N cases by probability.

10. 发明授权

US08019758B2 Generation of a blended classification model 有权
标题翻译：生成混合分类模型
公开(公告)号：US08019758B2
公开(公告)日：2011-09-13
申请号：US11157553
申请日：2005-06-21
申请人： Zijian Zheng , Frederic Behr , Pyungchul Kim , Steven Fox
发明人： Zijian Zheng , Frederic Behr , Pyungchul Kim , Steven Fox
IPC分类号： G06F17/00
CPC分类号： G06F17/30705
摘要： Methods for updating an information retrieval system are disclosed. In one embodiment, search terms affiliated with mappings or associations that represent a connection of relevancy between a query and an asset are pushed as content updates to a client system (e.g., as new updates or utilized to replace older data). The search terms are inserted (e.g., inserted as metadata) into corresponding content (the content associated with the asset). In this manner, content-searching data can be updated (e.g., remotely updated) as frequently as desired, even periodically, or selectively as new manually and/or automatically derived data becomes available. In another embodiment, the update data is already built into the content when it is delivered to a client machine. Other disclosed embodiments pertain to methods for generating a data mining classification model that is a blended representation of associations (e.g., query-asset associations) having different characteristics and/or different originating sources.
摘要翻译：公开了更新信息检索系统的方法。在一个实施例中，与表示查询和资产之间的相关性的连接的映射或关联关联的搜索项被推送到客户端系统的内容更新（例如，作为新的更新或用于替换旧的数据）。将搜索项插入（例如，作为元数据插入）到相应的内容（与资产相关联的内容）中。以这种方式，随着新手动和/或自动导出的数据变得可用，内容搜索数据可以根据需要频繁更新（例如，远程更新），甚至周期性地或选择性地更新。在另一个实施例中，当将内容递送到客户机时，更新数据已经被内置到内容中。其他公开的实施例涉及用于生成数据挖掘分类模型的方法，数据挖掘分类模型是具有不同特征和/或不同始发源的关联（例如，查询 - 资产关联）的混合表示。

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