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公开(公告)号：US20230052540A1
公开(公告)日：2023-02-16
申请号：US17401548
申请日：2021-08-13
Applicant: International Business Machines Corporation
Inventor： Richard J. Tomsett , Smitkumar Narotambhai Marvaniya , Geeth Ranmal de Mel , Jitendra Singh , NICOLAS ELIE GALICHET , Komminist Weldemariam , Shantanu R. Godbole
Abstract: In an approach to jointly learning uncertainty-aware trend-informed neural network for a demand forecasting model, a machine learning model is trained to capture uncertainty in input forecasts. The uncertainty in a latent space is represented using an auto-encoder based neural architecture. The uncertainty-aware latent space is modeled and optimized to generate an embedding space. A time-series regressor model is learned from the embedding space. A machine learning model is trained for trend-aware demand forecasting based on said time-series regressor model.
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公开(公告)号：US20220318831A1
公开(公告)日：2022-10-06
申请号：US17219272
申请日：2021-03-31
Applicant: International Business Machines Corporation
Inventor： Smitkumar Narotambhai Marvaniya , Ranjini Bangalore Guruprasad , Shantanu R. Godbole , Kedar Kulkarni , Jitendra Singh , Geeth Ranmal de Mel , Richard J. Tomsett , Komminist Weldemariam
IPC: G06Q30/02 , G06N5/02 , G06F16/9032 , G06F16/9537 , G06Q10/04
Abstract: Methods, systems, and computer program products for auto-discovery of reasoning knowledge graphs in supply chains are provided herein. A computer-implemented method includes obtaining a spatiotemporal query related to a demand of at least one product in a supply chain; analyzing the spatiotemporal query to identify one or more parameters affecting the demand of the at least one product, wherein the one or more parameters comprise at least one of one or more climate parameters and one or more disruptive event parameters; generating a knowledge graph comprising information indicating an impact on the demand of the at least one product for at least a portion of the one or more parameters; and outputting, to a user interface, an explanation of a predicted demand forecast for the at least one product based at least in part on the knowledge graph.
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3.发明授权公开(公告)号：US12299594B2
公开(公告)日：2025-05-13
申请号：US17246543
申请日：2021-04-30
Applicant: INTERNATIONAL BUSINESS MACHINES CORPORATION
Inventor： Maira G. de Bayser , Geeth Ranmal de Mel , Mathias B. Steiner , Mohab Elkaref , Ronaldo Giro , Bruce Gordon Elmegreen , Christopher R. Gibson , David Boaz , David S. Braines , Dean Clarke , Dmitry Zubarev , Flaviu Cipcigan , Kristin Schmidt , Lori French , Stacey Gifford
IPC: G06N5/04 , G06F16/3329 , G06F16/35 , G06F18/214 , G06N5/022 , G06N20/00
Abstract: A computer implemented method for generating query results includes generating by a computer processor, a training model through artificial intelligence. The training model is based on annotated data. A knowledge base for a subject matter is generated based on the training model. The knowledge base is based on content from document sources related to the subject matter. A natural language query input is received. An intent and requirements for satisfying the intent is inferred by the computer processor. The knowledge base is referenced to extract information related to the intent and requirements, from documents in the knowledge base. Relationships between the extracted information and the requirements are correlated from the documents in the knowledge base. Query results are displayed to the user. The query results are based on the correlated relationships.
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Patent Agency Ranking
公开(公告)号：US20240404429A1
公开(公告)日：2024-12-05
申请号：US18326037
申请日：2023-05-31
Applicant: INTERNATIONAL BUSINESS MACHINES CORPORATION
Inventor： Su Liu , Geeth Ranmal de Mel , Hamid Majdabadi , Peng Hui Jiang
Abstract: According to one embodiment, a method, computer system, and computer program product for detecting, interpreting, and translating sign language is provided. The present invention may include responding to a detection of an active web conference, by analyzing a user's profile and profiles of an audience of the web conference; capturing gestures and spoken language of a presenter using one or more Internet of Things devices; processing the captured gestures and the spoken language of the presenter to interpret the gestures and the spoken language of the presenter; translating the gestures and the spoken language of the presenter into sign language; generating a digital avatar; and displaying the digital avatar along with dynamic sign language movements using the digital avatar.
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公开(公告)号：US11928699B2
公开(公告)日：2024-03-12
申请号：US17219272
申请日：2021-03-31
Applicant: International Business Machines Corporation
Inventor： Smitkumar Narotambhai Marvaniya , Ranjini Bangalore Guruprasad , Shantanu R. Godbole , Kedar Kulkarni , Jitendra Singh , Geeth Ranmal de Mel , Richard J. Tomsett , Komminist Weldemariam
IPC: G06Q10/04 , G06F16/9032 , G06F16/9537 , G06N5/022 , G06N5/025 , G06Q30/0204
CPC classification number: G06Q30/0205 , G06F16/90332 , G06F16/9537 , G06N5/022 , G06N5/025 , G06Q10/04
Abstract: Methods, systems, and computer program products for auto-discovery of reasoning knowledge graphs in supply chains are provided herein. A computer-implemented method includes obtaining a spatiotemporal query related to a demand of at least one product in a supply chain; analyzing the spatiotemporal query to identify one or more parameters affecting the demand of the at least one product, wherein the one or more parameters comprise at least one of one or more climate parameters and one or more disruptive event parameters; generating a knowledge graph comprising information indicating an impact on the demand of the at least one product for at least a portion of the one or more parameters; and outputting, to a user interface, an explanation of a predicted demand forecast for the at least one product based at least in part on the knowledge graph.
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6.发明申请公开(公告)号：US20220351056A1
公开(公告)日：2022-11-03
申请号：US17246543
申请日：2021-04-30
Applicant: INTERNATIONAL BUSINESS MACHINES CORPORATION
Inventor： Maira G. de Bayser , Geeth Ranmal de Mel , Mathias B. Steiner , Mohab Elkaref , Ronaldo Giro , Bruce Gordon Elmegreen , Christopher R. Gibson , David Boaz , David S. Braines , Dean Clarke , Dmitry Zubarev , Flaviu Cipcigan , Kristin Schmidt , Lori French , Stacey Gifford
Abstract: A computer implemented method generating query results is provided. The method includes generating by a computer processor, a training model through artificial intelligence. The training model may be based on annotated data. A knowledge base for a subject matter may be generated based on the training model. The knowledge base may be based on content from document sources related to the subject matter. A natural language query input from a user may be received. An intent and requirements for satisfying the intent may be inferred by the computer processor. The knowledge base may be referenced to extract information related to the intent and requirements, from documents in the knowledge base. Relationships between the extracted information and the requirements may be correlated from the documents in the knowledge base. In addition, query results may be displayed to the user. The query results are based on the correlated relationships.
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公开(公告)号：US12179786B2
公开(公告)日：2024-12-31
申请号：US18306056
申请日：2023-04-24
Applicant: International Business Machines Corporation
Inventor： Boyi Tzen , Fan Yang , Su Liu , Geeth Ranmal de Mel
Abstract: In an approach to improve manual and autonomous operations of a vehicle embodiments predict a moving intention of a first vehicle. Based on the predicted moving intention embodiments broadcast and share the predicted vehicle moving intention of the first with a set of key vector data through a predefined network to a second vehicle. Further, embodiments receive the broadcasting signal embedded with the set of key vector data related to vehicle moving intention nearby and map the received vehicle moving intentions to two-dimensional (2d) or three-dimensional (3D) spatial map. Additionally, embodiments render the 2D or 3D spatial map with the mapped vehicle moving intentions in a virtual display.
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公开(公告)号：US20240351602A1
公开(公告)日：2024-10-24
申请号：US18306056
申请日：2023-04-24
Applicant: International Business Machines Corporation
Inventor： Boyi Tzen , Fan Yang , Su Liu , Geeth Ranmal de Mel
IPC: B60W50/14 , B60K35/00 , B60W30/09 , B60W30/095 , B60W40/08
CPC classification number: B60W50/14 , B60K35/00 , B60W30/09 , B60W30/0956 , B60W40/08 , B60K35/28 , B60K35/29 , B60K2360/177 , B60K2360/178 , B60K2360/1868 , B60W2050/146 , B60W2540/223 , B60W2540/225 , B60W2554/4045 , B60W2556/65
Abstract: In an approach to improve manual and autonomous operations of a vehicle embodiments predict a moving intention of a first vehicle. Based on the predicted moving intention embodiments broadcast and share the predicted vehicle moving intention of the first with a set of key vector data through a predefined network to a second vehicle. Further, embodiments receive the broadcasting signal embedded with the set of key vector data related to vehicle moving intention nearby and map the received vehicle moving intentions to two-dimensional (2d) or three-dimensional (3D) spatial map. Additionally, embodiments render the 2D or 3D spatial map with the mapped vehicle moving intentions in a virtual display.
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