SG11202106315QA - Explainability-based adjustment of machine learning models - Google Patents

Explainability-based adjustment of machine learning models

Info

Publication number
SG11202106315QA
SG11202106315QA SG11202106315QA SG11202106315QA SG11202106315QA SG 11202106315Q A SG11202106315Q A SG 11202106315QA SG 11202106315Q A SG11202106315Q A SG 11202106315QA SG 11202106315Q A SG11202106315Q A SG 11202106315QA SG 11202106315Q A SG11202106315Q A SG 11202106315QA
Authority
SG
Singapore
Prior art keywords
explainability
machine learning
learning models
based adjustment
adjustment
Prior art date
Application number
SG11202106315QA
Inventor
Sindhu Ghanta
Drew Roselli
Nisha Talagala
Vinay Sridhar
Swaminathan Sundararaman
Lior Amar
Lior Khermosh
Bharath Ramsundar
Sriram Subramanian
Original Assignee
Datarobot 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 Datarobot Inc filed Critical Datarobot Inc
Publication of SG11202106315QA publication Critical patent/SG11202106315QA/en

Links

Classifications

    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G06N20/20—Ensemble learning
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/90—Details of database functions independent of the retrieved data types
    • G06F16/903—Querying
    • G06F16/9038—Presentation of query results
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/214—Generating training patterns; Bootstrap methods, e.g. bagging or boosting
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00—Computing arrangements using knowledge-based models
    • G06N5/04—Inference or reasoning models
    • G06N5/046—Forward inferencing; Production systems

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Data Mining & Analysis (AREA)
  • General Physics & Mathematics (AREA)
  • Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • Software Systems (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Mathematical Physics (AREA)
  • Computing Systems (AREA)
  • Computational Linguistics (AREA)
  • Medical Informatics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Databases & Information Systems (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Evolutionary Biology (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Machine Translation (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • User Interface Of Digital Computer (AREA)
  • Debugging And Monitoring (AREA)
SG11202106315QA 2018-12-14 2019-12-13 Explainability-based adjustment of machine learning models SG11202106315QA (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US16/221,039 US20200193313A1 (en) 2018-12-14 2018-12-14 Interpretability-based machine learning adjustment during production
PCT/US2019/066296 WO2020123985A1 (en) 2018-12-14 2019-12-13 Explainability-based adjustment of machine learning models

Publications (1)

Publication Number Publication Date
SG11202106315QA true SG11202106315QA (en) 2021-07-29

Family

ID=69591711

Family Applications (1)

Application Number Title Priority Date Filing Date
SG11202106315QA SG11202106315QA (en) 2018-12-14 2019-12-13 Explainability-based adjustment of machine learning models

Country Status (7)

Country Link
US (2) US20200193313A1 (en)
EP (1) EP3895077A1 (en)
JP (1) JP2022514508A (en)
KR (1) KR20210141917A (en)
AU (1) AU2019395267A1 (en)
SG (1) SG11202106315QA (en)
WO (1) WO2020123985A1 (en)

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Also Published As

Publication number Publication date
US20200193313A1 (en) 2020-06-18
JP2022514508A (en) 2022-02-14
EP3895077A1 (en) 2021-10-20
AU2019395267A1 (en) 2021-07-15
US20230162063A1 (en) 2023-05-25
KR20210141917A (en) 2021-11-23
WO2020123985A1 (en) 2020-06-18

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