公开(公告)号：US20240311658A1

公开(公告)日：2024-09-19

申请号：US18184407

申请日：2023-03-15

Applicant: PAYPAL, INC.

Inventor： Yanfei Dong

IPC: G06N5/02 ,  G06N5/022 ,  G06Q20/36 ,  G06Q20/40

CPC classification number: G06N5/027 ,  G06N5/022 ,  G06Q20/3678 ,  G06Q20/4016 ,  G06Q2220/00

Abstract: Methods and systems are presented for providing a framework for analyzing graphs that exhibit non-homophilous behavior. Under the framework, a structural analysis and a feature-based analysis will be performed on a sequence of graphs. When performing the feature-based analysis, various features are extracted from each node in the sequence of graphs, and clusters of nodes are identified from each graph based on the features. A set of evolving prototypes is generated to represent evolving characteristics of the clusters of nodes, and a set of persistent prototypes is generated to represent persistent characteristics of the clusters of nodes. Information derived from the structural analysis of the graphs, the set of evolving prototypes, and the set of persistent prototypes are embedded within the nodes of the graphs. The embedded information is then used to classify the nodes.

公开(公告)号：US12032564B1

公开(公告)日：2024-07-09

申请号：US18149263

申请日：2023-01-03

Applicant: SAP SE

Inventor： Suchin Chouta ,  Shashank Mohan Jain

IPC: G06F16/24 ,  G06F16/242 ,  G06F16/2455 ,  G06N5/02

CPC classification number: G06F16/243 ,  G06F16/2455 ,  G06N5/027

Abstract: A system for enterprise analytics may include a Machine Learning (“ML”) model data store containing at least one generic ML model and a fine-tuning data store containing prior natural language user requests and associated enterprise database queries generated by analysts. The system may also include an enterprise data store containing enterprise business data. A transformation framework may retrieve the generic ML model and fine-tune the model using the prior user requests and associated enterprise database queries to create a fine-tuned ML model. The framework may then receive a new natural language request from a user and use the fine-tuned ML model and new natural language request to automatically create a new enterprise analytics query. The new enterprise analytics query may then be executed to fetch enterprise analytics data from the enterprise data store. In some embodiments, an analytics chart may be automatically created and provided to the user.

公开(公告)号：US20240220489A1

公开(公告)日：2024-07-04

申请号：US18149263

申请日：2023-01-03

Applicant: SAP SE

Inventor： Suchin CHOUTA ,  Shashank Mohan JAIN

IPC: G06F16/242 ,  G06F16/2455 ,  G06N5/02

CPC classification number: G06F16/243 ,  G06F16/2455 ,  G06N5/027

Abstract: A system for enterprise analytics may include a Machine Learning (“ML”) model data store containing at least one generic ML model and a fine-tuning data store containing prior natural language user requests and associated enterprise database queries generated by analysts. The system may also include an enterprise data store containing enterprise business data. A transformation framework may retrieve the generic ML model and fine-tune the model using the prior user requests and associated enterprise database queries to create a fine-tuned ML model. The framework may then receive a new natural language request from a user and use the fine-tuned ML model and new natural language request to automatically create a new enterprise analytics query. The new enterprise analytics query may then be executed to fetch enterprise analytics data from the enterprise data store. In some embodiments, an analytics chart may be automatically created and provided to the user.

公开(公告)号：US20240121617A1

公开(公告)日：2024-04-11

申请号：US17963948

申请日：2022-10-11

Applicant: T-Mobile Innovations LLC

Inventor： Marc LeRoy Govier ,  Bradley Heckey ,  Seeba Philip Perincheril ,  Stephen Michael Shiflet

IPC: H04W12/80 ,  G06N5/02

CPC classification number: H04W12/80 ,  G06N5/025 ,  G06N5/027

Abstract: A data message quality check system that performs deep packet inspection on data messages after they have been constructed and sent towards a final receiver. The system comprises a plurality of mediation devices configured to generate data messages in accordance with a predefined format and to embed contextual information in a header of the data messages; and a data message quality check system configured to receive the data messages from the mediation devices, configured to perform deep packet inspection (DPI) on each of the data messages, configured to determine whether the data messages satisfy quality criteria, configured to transmit data messages that satisfy quality criteria to the final receiver, and quarantining data messages that do not satisfy quality criteria.

公开(公告)号：US11948084B1

公开(公告)日：2024-04-02

申请号：US18162291

申请日：2023-01-31

Applicant: Databricks, Inc.

Inventor： Sue Ann Hong ,  Shi Xin ,  Timothee Hunter ,  Ali Ghodsi

IPC: G06N3/08 ,  G06N3/04 ,  G06N3/063 ,  G06N5/02 ,  G06N5/022 ,  G06F16/14 ,  G06F16/22

CPC classification number: G06N3/08 ,  G06N3/04 ,  G06N3/063 ,  G06N5/022 ,  G06N5/027 ,  G06F16/14 ,  G06F16/22

Abstract: A function creation method is disclosed. The method comprises defining one or more database function inputs, defining cluster processing information, defining a deep learning model, and defining one or more database function outputs. A database function is created based at least in part on the one or more database function inputs, the cluster set-up information, the deep learning model, and the one or more database function outputs. In some embodiments, the database function enables a non-technical user to utilize deep learning models.

公开(公告)号：US20240095088A1

公开(公告)日：2024-03-21

申请号：US17949459

申请日：2022-09-21

Applicant: Simnang IP, LLC

Inventor： Rhett M. Roberts ,  César Olea Aguilar

IPC: G06F9/50 ,  G06F9/445 ,  G06N5/02

CPC classification number: G06F9/5072 ,  G06F9/44505 ,  G06F9/5077 ,  G06N5/027

Abstract: Systems, methods, and computer-readable storage media to model exchanges of a capacity plan with configuration parameters and to provide a plurality of configuration parameters for individual exchanges included in a capacity plan. One system includes a communication network interface, a memory, and one or more processors. The memory to store a plurality of containers corresponding to the capacity plan, a ledger to broadcast exchanges associated with the capacity plan, and control structures to model exchanges with the configuration parameters of a given sub-ledger of the plurality of sub-ledgers. The one or more processors generate the plurality of containers and receive and broadcast exchanges.

公开(公告)号：US11836365B2

公开(公告)日：2023-12-05

申请号：US17362139

申请日：2021-06-29

Applicant: Dell Products L.P.

Inventor： Bina K. Thakkar ,  David C. Waser ,  Ashish A. Pancholi

IPC: G06F1/24 ,  G06F3/06 ,  G06N20/00 ,  G06N5/04 ,  G06N5/02 ,  G06F9/4401

CPC classification number: G06F3/0632 ,  G06F3/061 ,  G06F3/067 ,  G06F3/0653 ,  G06N5/027 ,  G06N5/04 ,  G06N20/00 ,  G06F9/4411

Abstract: Methods, apparatus, and processor-readable storage media for automatically adjusting storage system configurations in a storage-as-a-service environment using machine learning techniques are provided herein. An example computer-implemented method includes obtaining performance-related data for at least one storage system in a storage-as-a-service environment; processing at least a portion of the obtained performance-related data using one or more rule-based analyses; identifying, based at least in part on results of the processing, one or more storage system configurations, of the at least one storage system, requiring adjustment; determining, using at least one machine learning technique, one or more adjustment amounts for the one or more storage system configurations; and automatically adjusting the one or more storage system configurations, within the storage-as-a-service environment, in accordance with the one or more determined adjustment amounts.

公开(公告)号：US20230384787A1

公开(公告)日：2023-11-30

申请号：US18364018

申请日：2023-08-02

Applicant: SITA Information Networking Computing USA, Inc.

Inventor： Kevin O'SULLIVAN ,  Stephane CHEIKH ,  Rico Andreas BARANDUN ,  Andrew Eric MALINOFSKY

IPC: G05D1/00 ,  H04W76/10 ,  G06F16/25 ,  G01C21/20 ,  G06F9/54 ,  G06N5/02 ,  G06Q10/02 ,  G06Q10/0631 ,  G06Q20/18 ,  G06Q30/018 ,  G06Q50/14 ,  G06Q50/28

CPC classification number: G05D1/0027 ,  H04W76/10 ,  G06F16/252 ,  G01C21/206 ,  G06F9/547 ,  G06N5/027 ,  G06Q10/02 ,  G06Q10/06315 ,  G06Q20/18 ,  G06Q30/0185 ,  G06Q50/14 ,  G06Q50/28

Abstract: A mobile drive apparatus is disclosed for use at a transport hub. The apparatus can include one or more drive motors configured to drive the apparatus from a first location to a second location within the transport hub. The apparatus can include a wireless communication module and antenna configured to form a wireless communications link with a resource management system and receive command instructions from the resource management system. The apparatus can include a control processor coupled to the one or more drive motors and coupled to the wireless communication module and antenna. The control processor can be configured to control the one or more drive motors to move the apparatus from the first location to the second location within the transport hub in response to receiving a command instruction from the resource management system via the wireless communication module.

公开(公告)号：US11777875B2

公开(公告)日：2023-10-03

申请号：US15705299

申请日：2017-09-15

Applicant: Microsoft Technology Licensing, LLC

Inventor： Anantha Deepthi Uppala ,  Chetan Bansal

IPC: H04L51/02 ,  G06Q10/02 ,  G06F16/951 ,  G06F16/332 ,  H04L67/51 ,  H04L43/04 ,  H04L51/046 ,  G06N5/02 ,  G06N3/042 ,  G06N7/01

CPC classification number: H04L51/02 ,  G06F16/3329 ,  G06F16/951 ,  G06Q10/02 ,  H04L43/04 ,  H04L67/51 ,  G06N3/042 ,  G06N5/027 ,  G06N7/01 ,  H04L51/046

Abstract: A technique is described herein for capturing signals that indicate when any calling BOT delegates control to a called BOT, or when a calling BOT is preconfigured to contact a called BOT (e.g., as conveyed by a manifest file associated with the calling BOT). The technique can leverage these signals to facilitate the selection of BOTs. For example, the technique can use the signals to improve searches performed by a search engine and/or recommendation engine. The technique can also use the signals to generate metadata items that describe the properties of the available BOTs.

公开(公告)号：US11774961B2

公开(公告)日：2023-10-03

申请号：US16612138

申请日：2018-05-18

Applicant: SITA Information Networking Computing USA, Inc.

Inventor： Kevin O'Sullivan ,  Stephane Cheikh ,  Rico Andreas Barandun ,  Andrew Eric Malinofsky

IPC: G05D1/00 ,  H04W76/10 ,  G06F16/25 ,  G01C21/20 ,  G06F9/54 ,  G06N5/02 ,  G06Q10/02 ,  G06Q10/0631 ,  G06Q20/18 ,  G06Q30/018 ,  G06Q50/14 ,  G06Q50/28

CPC classification number: G05D1/0027 ,  G01C21/206 ,  G06F9/547 ,  G06F16/252 ,  G06N5/027 ,  G06Q10/02 ,  G06Q10/06315 ,  G06Q20/18 ,  G06Q30/0185 ,  G06Q50/14 ,  G06Q50/28 ,  H04W76/10

Abstract: A mobile drive apparatus (1001) for use at a transport hub, having: a drive means configured to drive the apparatus (1001) from a first location (401) to a second location (402) within the hub; a wireless communication module configured to form a wireless communications link with a resource management system (301), and receive command instructions from the resource management system (301); and a control means coupled to the drive means and coupled to the wireless communication module. The control means is configured to control the drive means to move the apparatus (1001) from a first location (401) to a second location (402) within the transport hub, in response to receiving a command instruction from the resource management system (301) via the wireless communication module.