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SG11202003694QA - Training tree-based machine-learning modeling algorithms for predicting outputs and generating explanatory data - Google Patents

Training tree-based machine-learning modeling algorithms for predicting outputs and generating explanatory data

Info

Publication number
SG11202003694QA
SG11202003694QA SG11202003694QA SG11202003694QA SG11202003694QA SG 11202003694Q A SG11202003694Q A SG 11202003694QA SG 11202003694Q A SG11202003694Q A SG 11202003694QA SG 11202003694Q A SG11202003694Q A SG 11202003694QA SG 11202003694Q A SG11202003694Q A SG 11202003694QA
Authority
SG
Singapore
Prior art keywords
based machine
learning modeling
modeling algorithms
explanatory data
training tree
Prior art date
Application number
SG11202003694QA
Other languages
English (en)
Inventor
Lewis Jordan
Matthew Turner
Finto Antony
Original Assignee
Equifax 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
Application filed by Equifax Inc filed Critical Equifax Inc
Publication of SG11202003694QA publication Critical patent/SG11202003694QA/en

Links

Classifications

    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G06N20/20—Ensemble learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00—Computing arrangements using knowledge-based models
    • G06N5/01—Dynamic search techniques; Heuristics; Dynamic trees; Branch-and-bound
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00—Computing arrangements using knowledge-based models
    • G06N5/04—Inference or reasoning models
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00—Computing arrangements using knowledge-based models
    • G06N5/04—Inference or reasoning models
    • G06N5/045—Explanation of inference; Explainable artificial intelligence [XAI]; Interpretable artificial intelligence
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N7/00—Computing arrangements based on specific mathematical models
    • G06N7/01—Probabilistic graphical models, e.g. probabilistic networks

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Software Systems (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • Computing Systems (AREA)
  • Artificial Intelligence (AREA)
  • Data Mining & Analysis (AREA)
  • Evolutionary Computation (AREA)
  • Mathematical Physics (AREA)
  • Computational Linguistics (AREA)
  • Medical Informatics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Computational Mathematics (AREA)
  • Pure & Applied Mathematics (AREA)
  • Mathematical Optimization (AREA)
  • Mathematical Analysis (AREA)
  • Algebra (AREA)
  • Probability & Statistics with Applications (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
SG11202003694QA 2017-10-30 2017-10-30 Training tree-based machine-learning modeling algorithms for predicting outputs and generating explanatory data SG11202003694QA (en)

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
PCT/US2017/059010 WO2019088972A1 (fr) 2017-10-30 2017-10-30 Algorithmes de modélisation d'apprentissage machine basés sur un arbre d'apprentissage pour prédire des sorties et générer des données explicatives

Publications (1)

Publication Number Publication Date
SG11202003694QA true SG11202003694QA (en) 2020-05-28

Family

ID=66332681

Family Applications (1)

Application Number Title Priority Date Filing Date
SG11202003694QA SG11202003694QA (en) 2017-10-30 2017-10-30 Training tree-based machine-learning modeling algorithms for predicting outputs and generating explanatory data

Country Status (6)

Country Link
US (2) US10963817B2 (fr)
EP (1) EP3704641A4 (fr)
AU (2) AU2017437537B2 (fr)
CA (1) CA3080050A1 (fr)
SG (1) SG11202003694QA (fr)
WO (1) WO2019088972A1 (fr)

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US10963817B2 (en) 2017-10-30 2021-03-30 Equifax Inc. Training tree-based machine-learning modeling algorithms for predicting outputs and generating explanatory data

Also Published As

Publication number Publication date
US20210174264A1 (en) 2021-06-10
CA3080050A1 (fr) 2019-05-09
AU2017437537B2 (en) 2023-11-09
AU2024200810A1 (en) 2024-02-29
US10963817B2 (en) 2021-03-30
WO2019088972A1 (fr) 2019-05-09
EP3704641A1 (fr) 2020-09-09
EP3704641A4 (fr) 2021-08-25
AU2024200810B2 (en) 2025-08-14
US20200387832A1 (en) 2020-12-10
AU2017437537A1 (en) 2020-05-07
US12299552B2 (en) 2025-05-13

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