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1. 发明申请

US20070188901A1 Personal audio-video recorder for live meetings 有权
标题翻译：用于现场会议的个人录像机
公开(公告)号：US20070188901A1
公开(公告)日：2007-08-16
申请号：US11353382
申请日：2006-02-14
申请人： David Heckerman , Robert Rounthwaite
发明人： David Heckerman , Robert Rounthwaite
IPC分类号： G11B5/02
CPC分类号： G09B19/00
摘要： A unique recording system and method that facilitates recording live meetings, discussions or conversations whereby such recordings are available for immediate or near immediate playback is provided. As a result, a user who has momentarily become distracted or inattentive during the meeting can quickly re-listen to what was missed or misunderstood in order to readily catch up to the current discussion. The current discussion can continue to be recorded during playback of any previously recorded data. User behavior can be monitored to estimate when the user has started to become inattentive and likely segments or time points of the recordings can be suggested for playback. One or more portions of the recordings can be filtered or selected for playback so that any desired content can be eliminated or skipped in the playback version.
摘要翻译：提供了一种独特的记录系统和方法，其便于记录实时会议，讨论或对话，从而可以立即或即时重放这样的记录。结果，在会议中暂时变得分心或不注意的用户可以快速重新听取被遗漏或被误解的内容，以便能够赶上当前的讨论。在播放任何先前记录的数据期间，可以继续记录当前的讨论。可以监视用户行为，以估计用户何时开始变得不注意，并且可能建议录制的段或时间点进行播放。可以对记录的一个或多个部分进行过滤或选择以进行重放，以便可以在回放版本中消除或跳过任何期望的内容。

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

US20060160071A1 Association-based predictions 有权
标题翻译：基于协会的预测
公开(公告)号：US20060160071A1
公开(公告)日：2006-07-20
申请号：US11324634
申请日：2005-12-30
申请人： David Heckerman , Simon Mallal , Carl Kadie , Corey Moore , Nebojsa Jojic
发明人： David Heckerman , Simon Mallal , Carl Kadie , Corey Moore , Nebojsa Jojic
IPC分类号： C12Q1/70 , G06F19/00
CPC分类号： G06F19/22 , C12Q1/6883 , C12Q2537/165 , G06F19/00 , G06F19/14 , G06F19/18 , G06F19/24 , G16H50/20 , Y02A90/26
摘要： A system comprising a machine learning classifier trained on a plurality of associations between a host and a pathogen to predict a pathogen characteristic is described herein. The pathogen characteristic can relate to a disease state of the host. Computer-executable instructions for performing a method of forecasting a portion of a target molecule anticipated to influence an organism's condition also are described herein. The method comprises employing population data to automatically analyze one or more areas of the target molecule to determine the portion of the target molecule anticipated to influence the organism's condition. The population data can pertain to at least one relationship between at least one diverse organism trait and the target molecule. One or more epitopes forecast by employing the method also are contemplated.
摘要翻译：这里描述了一种系统，其包括由主机和病原体之间的多个关联训练的机器学习分类器来预测病原体特征。病原体特征可以与宿主的疾病状态有关。本文还描述了用于执行预测影响生物体状况的目标分子的一部分的预测方法的计算机可执行指令。该方法包括使用群体数据来自动分析目标分子的一个或多个区域以确定预期影响生物体状况的目标分子的部分。人口数据可以涉及至少一种不同的生物性状和目标分子之间的至少一种关系。也考虑了采用该方法预测的一个或多个表位。

4. 发明申请

US20060160070A1 Association-based epitome design 审中-公开
标题翻译：基于协会的缩影设计
公开(公告)号：US20060160070A1
公开(公告)日：2006-07-20
申请号：US11324467
申请日：2005-12-30
申请人： Simon Mallal , David Heckerman , Nebojsa Jojic , Vladimir Jojic , Christopher Meek , Corey Moore , Carl Kadie
发明人： Simon Mallal , David Heckerman , Nebojsa Jojic , Vladimir Jojic , Christopher Meek , Corey Moore , Carl Kadie
IPC分类号： C12Q1/70 , G06F19/00
CPC分类号： G16B40/00 , G16B10/00 , G16B20/00 , G16B30/00
摘要： Systems that facilitate immunogen design are described herein. An optimization component is provided to determine an immunogen according to at least one criterion. The immunogen comprises a set of overlapping sequences comprising sequences that are known to be and/or are likely to be immunogenic. At least one of the sequences that are likely to be immunogenic can be determined by analyzing associations between a host and a pathogen at a population level. Methods of determining an epitome are described herein. A plurality of sequences are received. At least one of the sequences is predicted to be an epitope based on a relationship between a diverse trait of a population and a mutation of a pathogen. A collection of the plurality of sequences is optimized according to one or more criteria to determine the epitome. Epitomes and immunogens determined by the systems and methods described herein are also contemplated.
摘要翻译：本文描述了促进免疫原设计的系统。提供优化组件以根据至少一个标准确定免疫原。免疫原包含一组重叠序列，其包含已知是和/或可能是免疫原性的序列。可能通过在群体水平上分析宿主和病原体之间的关联来确定可能是免疫原性的序列中的至少一个。本文描述了确定缩影的方法。接收多个序列。基于群体的不同性状和病原体的突变之间的关系，至少有一个序列被预测为表位。根据一个或多个标准来优化多个序列的集合以确定缩写。还考虑了通过本文所述的系统和方法确定的病原体和免疫原。

5. 发明申请

US20060106560A1 Anomaly detection in data perspectives 有权
公开(公告)号：US20060106560A1
公开(公告)日：2006-05-18
申请号：US11299539
申请日：2005-12-12
申请人： Allan Folting , Bo Thiesson , David Heckerman , David Chickering , Eric Vigesaa
发明人： Allan Folting , Bo Thiesson , David Heckerman , David Chickering , Eric Vigesaa
IPC分类号： G06F19/00
CPC分类号： G06F17/30592 , G06N7/00 , Y10S707/957 , Y10S707/958 , Y10S707/99943
摘要： The present invention leverages curve fitting data techniques to provide automatic detection of data anomalies in a “data tube” from a data perspective, allowing, for example, detection of data anomalies such as on-screen, drill down, and drill across data anomalies in, for example, pivot tables and/or OLAP cubes. It determines if data substantially deviates from a predicted value established by a curve fitting process such as, for example, a piece-wise linear function applied to the data tube. A threshold value can also be employed by the present invention to facilitate in determining a degree of deviation necessary before a data value is considered anomalous. The threshold value can be supplied dynamically and/or statically by a system and/or a user via a user interface. Additionally, the present invention provides an indication to a user of the type and location of a detected anomaly from a top level data perspective.

6. 发明申请

US20050041027A1 System and method for visulaziation of categories 有权
标题翻译：类别的制度和方法
公开(公告)号：US20050041027A1
公开(公告)日：2005-02-24
申请号：US10954743
申请日：2004-09-30
申请人： David Chickering , Zhaohui Tang , David Heckerman , Robert Rounthwaite , Alexei Bocharov , Scott Oveson
发明人： David Chickering , Zhaohui Tang , David Heckerman , Robert Rounthwaite , Alexei Bocharov , Scott Oveson
IPC分类号： G06T11/20 , G06F7/00
CPC分类号： G06T11/206 , G06F17/30256 , G06F17/30259 , G06F17/30265 , Y10S707/917 , Y10S707/99945
摘要： Distribution displays for categories are provided which illuminate the distribution of continuous attributes over all cases in a category, and which provide a histogram of the population of the different states of categorical attributes. An array of such displays by attribute (in one dimension) and category (in another dimension) may be provided. Category diagram displays are also provided for visualizing the different categories, and their distributions, populations, and similarities. These are displayed through different shading of nodes and edges representing categories and the relationship between two categories, and through proximity of nodes.
摘要翻译：提供了类别的分布显示，其显示了类别中所有情况下的连续属性的分布，并且提供了分类属性的不同状态的总体的直方图。可以提供由属性（在一个维度）和类别（在另一维度中）的这种显示器的数组。还提供类别图显示，用于可视化不同类别及其分布，人口和相似之处。这些通过不同的节点和边缘的阴影显示，表示类别和两个类别之间的关系，以及通过节点的接近。

7. 发明申请

US20080021686A1 CLUSTER MODELING, AND LEARNING CLUSTER SPECIFIC PARAMETERS OF AN ADAPTIVE DOUBLE THREADING MODEL 有权
标题翻译：自适应双线性模型的聚类建模和学习聚类特定参数
公开(公告)号：US20080021686A1
公开(公告)日：2008-01-24
申请号：US11770684
申请日：2007-06-28
申请人： Nebojsa Jojic , David Heckerman , Manuel Jesus Reyes Gomez
发明人： Nebojsa Jojic , David Heckerman , Manuel Jesus Reyes Gomez
IPC分类号： G06G7/48
CPC分类号： G06F19/24 , G06F19/16 , G06G7/48
摘要： Cluster models are described herein. By way of example, a system for predicting binding information relating to a binding of a protein and a ligand can include a trained binding model and a prediction component. The trained binding model can include a probability distribution and a hidden variable that represents a cluster of protein sequences, and/or a set of hidden variables representing learned supertypes. The prediction component can be configured to predict the binding information by employing information about the protein's sequence, the ligand's sequence and the trained binding model.
摘要翻译：这里描述了群集模型。作为示例，用于预测与蛋白质和配体的结合相关的结合信息的系统可以包括训练的结合模型和预测组分。经训练的绑定模型可以包括概率分布和表示蛋白质序列簇的隐藏变量，和/或表示学习超类型的一组隐藏变量。预测组件可以被配置为通过使用关于蛋白质序列，配体序列和训练的结合模型的信息来预测结合信息。

8. 发明申请

US20070150077A1 Detecting instabilities in time series forecasting 有权
标题翻译：检测时间序列预测中的不稳定性
公开(公告)号：US20070150077A1
公开(公告)日：2007-06-28
申请号：US11319894
申请日：2005-12-28
申请人： Alexei Bocharov , David Chickering , David Heckerman
发明人： Alexei Bocharov , David Chickering , David Heckerman
IPC分类号： G05B13/02
CPC分类号： G06F17/30539
摘要： A predictive model analysis system comprises a receiver component that receives predictive samples created by way of forward sampling. An analysis component analyzes a plurality of the received predictive samples and automatically determines whether a predictive model is reliable at a time range associated with the plurality of predictive sample, wherein the determination is made based at least in part upon an estimated norm associated with a forward sampling operator.
摘要翻译：预测模型分析系统包括接收器组件，其接收通过前向采样创建的预测样本。分析组件分析多个接收到的预测样本，并且在与所述多个预测样本相关联的时间范围内自动确定预测模型是否可靠，其中所述确定至少部分地基于与前向相关联的估计范数抽样运算符。

9. 发明申请

US20070124762A1 Selective advertisement display for multimedia content 审中-公开
标题翻译：多媒体内容的选择性广告显示
公开(公告)号：US20070124762A1
公开(公告)日：2007-05-31
申请号：US11291061
申请日：2005-11-30
申请人： David Chickering , David Heckerman , Ying Li , Christopher Meek
发明人： David Chickering , David Heckerman , Ying Li , Christopher Meek
IPC分类号： H04N5/445 , H04N7/10 , H04N7/025 , G06F13/00 , G06F3/00
CPC分类号： H04L29/06027 , G06Q30/02 , G11B27/105 , H04H60/375 , H04H60/377 , H04H60/45 , H04H60/48 , H04H60/65 , H04L65/605 , H04N7/163 , H04N7/17318 , H04N21/25866 , H04N21/42646 , H04N21/44222 , H04N21/4532 , H04N21/4722 , H04N21/6125 , H04N21/6582 , H04N21/812 , H04N21/84
摘要： An advertisement display system comprises an analyzer component that analyzes one or more of data associated with at least a portion of a multimedia item, demographic information associated with a user, and contextual data. A presentation component selectively provides at least one advertisement from a plurality of advertisements to a reviewer of the multimedia item based at least in part upon the analysis. The system, for example, can further comprise an ad server, wherein the presentation component receives the at least one advertisement from the ad server based at least in part upon the analysis.
摘要翻译：广告显示系统包括分析器组件，其分析与多媒体项目的至少一部分相关联的数据，与用户相关联的人口统计信息以及上下文数据。演示组件至少部分地基于分析，从多个广告选择性地提供至少一个广告到多媒体项目的审阅者。例如，该系统可以进一步包括广告服务器，其中呈现组件至少部分地基于分析从广告服务器接收至少一个广告。

10. 发明申请

US20070112598A1 TOOLS FOR HEALTH AND WELLNESS 有权
标题翻译：健康和健康工具
公开(公告)号：US20070112598A1
公开(公告)日：2007-05-17
申请号：US11556085
申请日：2006-11-02
申请人： David Heckerman , Craig Mundie , Nebojsa Jojic , Randy Hinrichs
发明人： David Heckerman , Craig Mundie , Nebojsa Jojic , Randy Hinrichs
IPC分类号： G06Q10/00 , G06F7/00 , G06Q99/00
CPC分类号： G06N99/005 , G06F19/00 , G06Q10/10 , G06Q50/22 , G16H50/20 , G16H50/70
摘要： A tool for providing health and/or wellness services is described herein. Not necessarily clean or unclean data about a plurality of self-selected or non-selected or unselected subjects is received. The data can be aggregated and mined at least in part by employing a statistical algorithm, a data-mining algorithm and/or a machine-learning algorithm. The data can be further employed to provide health and/or wellness services to participants.
摘要翻译：本文描述了用于提供健康和/或健康服务的工具。不一定接收到关于多个自选或未选择的对象的干净或不洁净的数据。数据可以至少部分地通过采用统计算法，数据挖掘算法和/或机器学习算法进行聚合和挖掘。数据可以进一步用于向参与者提供健康和/或健康服务。

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