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公开(公告)号：US20210035313A1
公开(公告)日：2021-02-04
申请号：US17060504
申请日：2020-10-01
Applicant: SAS Institute Inc.
Inventor： Hamza Mustafa Ghadyali , Kedar Shriram Prabhudesai , Jonathan Lee Walker , Xunlei Wu , Xingqi Du , Bahar Biller , Mohammadreza Nazari , Afshin Oroojlooyjadid , Alexander Richard Phelps , Davood Hajinezhad , Varunraj Valsaraj , Jorge Manuel Gomes da Silva , Jinxin Yi
Abstract: A computing system responsive to obtaining original image data, detects a set of data point(s), in the original image data, that indicates an object. The system determines, based on the set of data point(s), a set of pixels associated with the object in the original image data. The system generates an alternative visual identifier for the object that provides a unique identifier for the set of pixels absent in the original image data. The system generates, autonomously from intervention by any user of the computing system, pixel information to conceal feature(s) of the object. The system obtains modified image data comprising the alternative visual identifier. The modified image data further comprises the feature(s) of the object in the original image data visually concealed in the modified image data according to the pixel information. The system outputs an image representation of a trajectory of the object through the modified image data.
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公开(公告)号：US12282807B1
公开(公告)日：2025-04-22
申请号：US19000691
申请日：2024-12-23
Applicant: SAS Institute Inc.
Inventor： Xindian Long , Liping Cai , Xingqi Du , Steven Eric Krueger , Joshua David Griffin , Yan Xu , Scott Russell Pope , Lawrence Edmund Lewis
Abstract: A system, method, and computer-program product includes receiving, by a controller node, a request to execute a client process associated with a first programming language and a plurality of threads; launching, by the controller node, a plurality of multi-language worker processes based on a number of threads associated with the client process; and instructing, by the controller node, the plurality of multi-language worker processes to execute the plurality of threads associated with the client process.
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公开(公告)号：US12271795B1
公开(公告)日：2025-04-08
申请号：US19000713
申请日：2024-12-24
Applicant: SAS Institute Inc.
Inventor： Xindian Long , Liping Cai , Xingqi Du , Steven Eric Krueger , Joshua David Griffin , Yan Xu , Scott Russell Pope , Lawrence Edmund Lewis
IPC: G06N20/00
Abstract: A system, method, and computer-program product includes selecting, by a controller node, a plurality of hyperparameter search points from a hyperparameter search space; instructing, by the controller node, one or more worker nodes to concurrently train a plurality of machine learning models for a target number of epochs using the plurality of hyperparameter search points; receiving, from the one or more worker nodes, a plurality of performance metrics that measure a performance of the plurality of machine learning models during the target number of epochs; and removing, by the controller node, one or more underperforming hyperparameter search points from the plurality of hyperparameter search points according to a pre-defined performance metric ranking criterion associated with the plurality of performance metrics.
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公开(公告)号：US12299503B1
公开(公告)日：2025-05-13
申请号：US19000697
申请日：2024-12-24
Applicant: SAS Institute Inc.
Inventor： Xindian Long , Liping Cai , Xingqi Du , Steven Eric Krueger , Joshua David Griffin , Yan Xu , Scott Russell Pope , Lawrence Edmund Lewis
Abstract: A system, method, and computer-program product includes receiving, by a worker process, a plurality of chunks of data from a client process; deriving, by the worker process, an input pattern for feeding the plurality of chunks of data to a machine learning model; caching, by the worker process, a subset of data elements of the plurality of chunks of data specified by the input pattern based on a data caching policy; and training the machine learning model by feeding the subset of data elements cached by the worker process and a remainder of data elements in the plurality of chunks of data when requested by the input pattern.
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Patent Agency Ranking
公开(公告)号：US11176691B2
公开(公告)日：2021-11-16
申请号：US17060260
申请日：2020-10-01
Applicant: SAS Institute Inc.
Inventor： Hamza Mustafa Ghadyali , Kedar Shriram Prabhudesai , Mohammadreza Nazari , Bahar Biller , Afshin Oroojlooyjadid , Alexander Richard Phelps , Jonathan Lee Walker , Xunlei Wu , Xingqi Du , Davood Hajinezhad , Varunraj Valsaraj , Jorge Manuel Gomes da Silva , Jinxin Yi
Abstract: A computing system obtains image data representing images. Each of the images is captured at different time points of a physical environment. The physical environment comprises a first object and a second object. The computing system executes a control system to augment the physical environment. The control system detects a group forming in the images. The control system tracks an aspect of a movement, of a given object, in the group. The control system simulates the physical environment and the movement, of the given object, in the group in a simulated environment. The control system evaluates simulated actions in the simulated environment for a predefined objective for the physical environment. The predefined objective is related to an interaction between objects in the group. The control system generates based on evaluated simulated actions and autonomously from involvement by any user of the control system, an indication to augment the physical environment.
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公开(公告)号：US11055861B2
公开(公告)日：2021-07-06
申请号：US17060957
申请日：2020-10-01
Applicant: SAS Institute Inc.
Inventor： Mohammadreza Nazari , Afshin Oroojlooyjadid , Alexander Richard Phelps , Davood Hajinezhad , Bahar Biller , Jonathan Lee Walker , Hamza Mustafa Ghadyali , Kedar Shriram Prabhudesai , Xunlei Wu , Xingqi Du , Jorge Manuel Gomes da Silva , Varunraj Valsaraj , Jinxin Yi
Abstract: A computing system receives historical data. The historical data comprises physical actions taken in an experiment in a physical environment. The experiment comprises user-defined stages. The historical data comprises a recorded outcome, according to user-defined performance indicator(s) related to the user-defined stages, for each physical action taken in the experiment. The system generates, by a discrete event simulator, a computing representation of a simulated environment of the physical environment. The simulated environment comprises processing stages. The system obtains simulation data. The simulation data comprises simulated actions taken by the discrete event simulator. The simulation data comprises a predicted outcome, according to user-defined performance indicator(s) related to the processing stages, for each simulated action taken by the discrete event simulator. The system validates accuracy of the discrete event simulator at predicting the recorded outcome in the experiment. The system trains a computing agent according to a sequential decision-making algorithm.
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公开(公告)号：US11176692B2
公开(公告)日：2021-11-16
申请号：US17060504
申请日：2020-10-01
Applicant: SAS Institute Inc.
Inventor： Hamza Mustafa Ghadyali , Kedar Shriram Prabhudesai , Jonathan Lee Walker , Xunlei Wu , Xingqi Du , Bahar Biller , Mohammadreza Nazari , Afshin Oroojlooyjadid , Alexander Richard Phelps , Davood Hajinezhad , Varunraj Valsaraj , Jorge Manuel Gomes da Silva , Jinxin Yi
Abstract: A computing system responsive to obtaining original image data, detects a set of data point(s), in the original image data, that indicates an object. The system determines, based on the set of data point(s), a set of pixels associated with the object in the original image data. The system generates an alternative visual identifier for the object that provides a unique identifier for the set of pixels absent in the original image data. The system generates, autonomously from intervention by any user of the computing system, pixel information to conceal feature(s) of the object. The system obtains modified image data comprising the alternative visual identifier. The modified image data further comprises the feature(s) of the object in the original image data visually concealed in the modified image data according to the pixel information. The system outputs an image representation of a trajectory of the object through the modified image data.
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公开(公告)号：US20210082129A1
公开(公告)日：2021-03-18
申请号：US17060957
申请日：2020-10-01
Applicant: SAS Institute Inc.
Inventor： Mohammadreza Nazari , Afshin Oroojlooyjadid , Alexander Richard Phelps , Davood Hajinezhad , Bahar Biller , Jonathan Lee Walker , Hamza Mustafa Ghadyali , Kedar Shriram Prabhudesai , Xunlei Wu , Xingqi Du , Jorge Manuel Gomes da Silva , Varunraj Valsaraj , Jinxin Yi
Abstract: A computing system receives historical data. The historical data comprises physical actions taken in an experiment in a physical environment. The experiment comprises user-defined stages. The historical data comprises a recorded outcome, according to user-defined performance indicator(s) related to the user-defined stages, for each physical action taken in the experiment. The system generates, by a discrete event simulator, a computing representation of a simulated environment of the physical environment. The simulated environment comprises processing stages. The system obtains simulation data. The simulation data comprises simulated actions taken by the discrete event simulator. The simulation data comprises a predicted outcome, according to user-defined performance indicator(s) related to the processing stages, for each simulated action taken by the discrete event simulator. The system validates accuracy of the discrete event simulator at predicting the recorded outcome in the experiment. The system trains a computing agent according to a sequential decision-making algorithm.
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公开(公告)号：US20210019528A1
公开(公告)日：2021-01-21
申请号：US17060260
申请日：2020-10-01
Applicant: SAS Institute Inc.
Inventor： Hamza Mustafa Ghadyali , Kedar Shriram Prabhudesai , Mohammadreza Nazari , Bahar Biller , Afshin Oroojlooyjadid , Alexander Richard Phelps , Jonathan Lee Walker , Xunlei Wu , Xingqi Du , Davood Hajinezhad , Varunraj Valsaraj , Jorge Manuel Gomes da Silva , Jinxin Yi
Abstract: A computing system obtains image data representing images. Each of the images is captured at different time points of a physical environment. The physical environment comprises a first object and a second object. The computing system executes a control system to augment the physical environment. The control system detects a group forming in the images. The control system tracks an aspect of a movement, of a given object, in the group. The control system simulates the physical environment and the movement, of the given object, in the group in a simulated environment. The control system evaluates simulated actions in the simulated environment for a predefined objective for the physical environment. The predefined objective is related to an interaction between objects in the group. The control system generates based on evaluated simulated actions and autonomously from involvement by any user of the control system, an indication to augment the physical environment.
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