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公开(公告)号：US11164089B2
公开(公告)日：2021-11-02
申请号：US14880721
申请日：2015-10-12
Applicant: INTERNATIONAL BUSINESS MACHINES CORPORATION
Inventor： Yea-Jane Chu , Sier Han , Ning Sun , Chun Hua Tian , Feng Juan Wang , Ming Xie , Chao Zhang , Xiu Fang Zhu
Abstract: Embodiments include predicting transactions by an entity and identifying promotions to offer the entity. Aspects include parsing a plurality of event records corresponding to a plurality of entities respectively. Aspects also include identifying a sequence of events corresponding to the entity and discretizing time durations and event values of the sequence of events into discrete symbolic values. Aspects further include generating a temporal pattern of events in the sequence of events, the temporal pattern including a sequence of transaction-symbols representative of the time duration and the event value of the events in the sequence of events of the entity and predicting a next transaction based on the temporal pattern.
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Patent Agency Ranking
公开(公告)号：US10783536B2
公开(公告)日：2020-09-22
申请号：US15832001
申请日：2017-12-05
Applicant: International Business Machines Corporation
Inventor： Yea-Jane Chu , Richard J. Oswald , Jean-Francois Puget , Jing-Yun Shyr
Abstract: A computer-implemented method for prescriptive time-series forecasting, which combines both what-if analysis and goal-seeking analysis. The method comprises building a model for a target metric with a set of predictors, based on historical time-series data, and computing, using the model, a set of forecast values. Using the set of forecast values with respect to a forecasting period, both a set of goals for the target metric and a set of constraints for the predictors are analyzed. A set of updated forecasts based on the analyses with respect to the forecasting period is determined to meet the goals within the set of constraints. The updated set of forecasts is presented with respect to the forecasting period, e.g., using a table, a visualization, and/or an interactive user interface.
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公开(公告)号：US11157820B2
公开(公告)日：2021-10-26
申请号：US14954651
申请日：2015-11-30
Applicant: INTERNATIONAL BUSINESS MACHINES CORPORATION
Inventor： Yea-Jane Chu , Sier Han , Ning Sun , Chun Hua Tian , Feng Juan Wang , Ming Xie , Chao Zhang , Xiu Fang Zhu
Abstract: Embodiments include predicting transactions by an entity and identifying promotions to offer the entity. Aspects include parsing a plurality of event records corresponding to a plurality of entities respectively. Aspects also include identifying a sequence of events corresponding to the entity and discretizing time intervals and event values of the sequence of events into discrete symbolic values. Aspects further include generating a temporal pattern of events in the sequence of events, the temporal pattern including a sequence of transaction-symbols representative of the time interval and the event value of the events in the sequence of events of the entity and predicting a next transaction based on the temporal pattern.
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公开(公告)号：US10832265B2
公开(公告)日：2020-11-10
申请号：US15367818
申请日：2016-12-02
Applicant: International Business Machines Corporation
Inventor： Yea-Jane Chu , Richard J. Oswald , Jean-Francois Puget , Jing-Yun Shyr
Abstract: A computer-implemented method for prescriptive time-series forecasting, which combines both what-if analysis and goal-seeking analysis. The method comprises building a model for a target metric with a set of predictors, based on historical time-series data, and computing, using the model, a set of forecast values. Using the set of forecast values with respect to a forecasting period, both a set of goals for the target metric and a set of constraints for the predictors are analyzed. A set of updated forecasts based on the analyses with respect to the forecasting period is determined to meet the goals within the set of constraints. The updated set of forecasts is presented with respect to the forecasting period, e.g., using a table, a visualization, and/or an interactive user interface.
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5.发明申请公开(公告)号：US20180158079A1
公开(公告)日：2018-06-07
申请号：US15832001
申请日：2017-12-05
Applicant: International Business Machines Corporation
Inventor： Yea-Jane Chu , Richard J. Oswald , Jean-Francois Puget , Jing-Yun Shyr
Abstract: A computer-implemented method for prescriptive time-series forecasting, which combines both what-if analysis and goal-seeking analysis. The method comprises building a model for a target metric with a set of predictors, based on historical time-series data, and computing, using the model, a set of forecast values. Using the set of forecast values with respect to a forecasting period, both a set of goals for the target metric and a set of constraints for the predictors are analyzed. A set of updated forecasts based on the analyses with respect to the forecasting period is determined to meet the goals within the set of constraints. The updated set of forecasts is presented with respect to the forecasting period, e.g., using a table, a visualization, and/or an interactive user interface.
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6.发明申请公开(公告)号：US20180158077A1
公开(公告)日：2018-06-07
申请号：US15367818
申请日：2016-12-02
Applicant: International Business Machines Corporation
Inventor： Yea-Jane Chu , Richard J. Oswald , Jean-Francois Puget , Jing-Yun Shyr
Abstract: A computer-implemented method for prescriptive time-series forecasting, which combines both what-if analysis and goal-seeking analysis. The method comprises building a model for a target metric with a set of predictors, based on historical time-series data, and computing, using the model, a set of forecast values. Using the set of forecast values with respect to a forecasting period, both a set of goals for the target metric and a set of constraints for the predictors are analyzed. A set of updated forecasts based on the analyses with respect to the forecasting period is determined to meet the goals within the set of constraints. The updated set of forecasts is presented with respect to the forecasting period, e.g., using a table, a visualization, and/or an interactive user interface.
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