公开(公告)号：US20230362678A1

公开(公告)日：2023-11-09

申请号：US18138457

申请日：2023-04-24

Applicant: Nokia Solutions and Networks Oy

Inventor： Dario BEGA ,  Borislava Gajic

IPC: H04W24/02 ,  H04L41/16

CPC classification number: H04W24/02 ,  H04L41/16

Abstract: An apparatus configured to: transmit, to an analytics producing entity, an indication to perform action impact analysis for a machine learning model; receive, from the analytics producing entity, a message comprising at least one of: analytics, a prediction, or a recommendation from the machine learning model; select at least one action based, at least partially, on the received message; enforce the at least one selected action; obtain an action impact analysis for the at least one enforced action and the machine learning model; evaluate the action impact analysis; and determine whether to request a change regarding the machine learning model in response to the evaluation of the action impact analysis.

公开(公告)号：US20240152812A1

公开(公告)日：2024-05-09

申请号：US18470121

申请日：2023-09-19

Applicant: Nokia Solutions and Networks Oy

Inventor： Dario BEGA ,  Alberto Conte ,  Tejas Subramanya

IPC: G06N20/00

CPC classification number: G06N20/00

Abstract: Disclosed are various example embodiments which may be configured to: receive, from a distributed node, local dataset information comprising characteristics of a local dataset of the distributed node, assign a score to the distributed node and/or determine whether the distributed node is a potential malicious distributed node based on the local dataset information, determine whether to select the distributed node for training a local model for managing a network in a federated learning mechanism based on the score assigned to the distributed node and/or whether the distributed node is a potential malicious distributed node, and send, to the distributed node, an indication as to whether the distributed node has been selected for training a model for managing a network in a federated learning mechanism.

公开(公告)号：US20230403190A1

公开(公告)日：2023-12-14

申请号：US18250239

申请日：2020-12-01

Applicant: Nokia Solutions and Networks Oy

Inventor： Haitao TANG ,  Anatoly ANDRIANOV ,  Olaf POLLAKOWSKI ,  Dario BEGA

IPC: H04L41/022 ,  H04L41/0266

CPC classification number: H04L41/022 ,  H04L41/0266

Abstract: An apparatus for use by a communication network element or function configured to act as a management controller in a communication network, the apparatus comprising at least one processing circuitry, and at least one memory for storing instructions to be executed by the processing circuitry, wherein the at least one memory and the instructions are configured to, with the at least one processing circuitry, cause the apparatus at least: to conduct a creation and activation of at least one data source function instance for configuring a data source being not standardized for usage in the communication network to provide data to a data consumer formed by a communication network element or function in a data format allowing the data consumer to process the data, wherein the creation and activation comprises associating the data source function instance to meta data describing either a non-communication network standardized data type or a proprietary data type using attributes defined to the respective data type, and associating the data source function instance to context data describing a generation time of data to be provided to the data consumer and a scope of data to be provided to the data consumer including a relation to a part of the communication network.