EP4792241A1 - Création et utilisation d'apprentissage machine de visualisations de grappe - Google Patents

Création et utilisation d'apprentissage machine de visualisations de grappe

Info

Publication number
EP4792241A1
EP4792241A1 EP24877764.1A EP24877764A EP4792241A1 EP 4792241 A1 EP4792241 A1 EP 4792241A1 EP 24877764 A EP24877764 A EP 24877764A EP 4792241 A1 EP4792241 A1 EP 4792241A1
Authority
EP
European Patent Office
Prior art keywords
machine learning
user
icons
interacting
users
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Pending
Application number
EP24877764.1A
Other languages
German (de)
English (en)
Inventor
Paola Gittino
William George Cormier
Steve Thomas Dayton
Miriam Silver
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Citigroup Technology Inc
Original Assignee
Citigroup Technology Inc
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Priority claimed from US18/379,405 external-priority patent/US12147986B1/en
Application filed by Citigroup Technology Inc filed Critical Citigroup Technology Inc
Publication of EP4792241A1 publication Critical patent/EP4792241A1/fr
Pending legal-status Critical Current

Links

Classifications

    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/042—Knowledge-based neural networks; Logical representations of neural networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/088—Non-supervised learning, e.g. competitive learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/098—Distributed learning, e.g. federated learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/10—Interfaces, programming languages or software development kits, e.g. for simulating neural networks

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Software Systems (AREA)
  • Computing Systems (AREA)
  • Mathematical Physics (AREA)
  • Artificial Intelligence (AREA)
  • Data Mining & Analysis (AREA)
  • Evolutionary Computation (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Biomedical Technology (AREA)
  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Biophysics (AREA)
  • Computational Linguistics (AREA)
  • General Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • Medical Informatics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)

Abstract

L'invention concerne des procédés et des systèmes d'analyse, de modélisation et de visualisation de réseau de données électroniques qui impliquent l'utilisation d'un algorithme d'apprentissage machine pour générer, dans un aspect de visualisation de relation d'une interface utilisateur graphique, une visualisation consistant au moins en partie d'une pluralité d'icônes, chaque icône représentant une entité d'interaction, et activer une visualisation comprenant au moins en partie un élément disposé entre chaque paire d'une pluralité de paires de la pluralité d'icônes représentant des interactions entre les utilisateurs. L'algorithme d'apprentissage machine identifie des communautés d'utilisateurs sur la base de modèles créés de chaque utilisateur en interaction. L'algorithme d'apprentissage machine affiche la visualisation sur la base de prédictions de la manière dont l'affichage sera acquitté par un spectateur. L'algorithme d'apprentissage machine effectue des prédictions de la manière dont un utilisateur en interaction et la communauté évolueront dans le temps.
EP24877764.1A 2023-10-12 2024-09-20 Création et utilisation d'apprentissage machine de visualisations de grappe Pending EP4792241A1 (fr)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US18/379,405 US12147986B1 (en) 2014-11-13 2023-10-12 Machine learning creation and usage of cluster visualizations
PCT/US2024/047856 WO2025080398A1 (fr) 2023-10-12 2024-09-20 Création et utilisation d'apprentissage machine de visualisations de grappe

Publications (1)

Publication Number Publication Date
EP4792241A1 true EP4792241A1 (fr) 2026-08-19

Family

ID=95396248

Family Applications (1)

Application Number Title Priority Date Filing Date
EP24877764.1A Pending EP4792241A1 (fr) 2023-10-12 2024-09-20 Création et utilisation d'apprentissage machine de visualisations de grappe

Country Status (2)

Country Link
EP (1) EP4792241A1 (fr)
WO (1) WO2025080398A1 (fr)

Family Cites Families (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7165105B2 (en) * 2001-07-16 2007-01-16 Netgenesis Corporation System and method for logical view analysis and visualization of user behavior in a distributed computer network
US10242540B2 (en) * 2009-09-02 2019-03-26 Fair Isaac Corporation Visualization for payment card transaction fraud analysis
US8306889B2 (en) * 2010-10-20 2012-11-06 Fis Financial Compliance Solutions, Llc System and method for presenting fraud detection information
US20160117778A1 (en) * 2014-10-23 2016-04-28 Insurance Services Office, Inc. Systems and Methods for Computerized Fraud Detection Using Machine Learning and Network Analysis
EP3887931A4 (fr) * 2019-10-28 2022-08-17 Feedzai - Consultadoria e Inovação Tecnológica, S.A. Recherche et visualisation de graphes permettant l'analyse de transactions frauduleuses

Also Published As

Publication number Publication date
WO2025080398A1 (fr) 2025-04-17

Legal Events

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