EP3782079A4 - Model interpretation - Google Patents

Model interpretation Download PDF

Info

Publication number
EP3782079A4
EP3782079A4 EP19788527.0A EP19788527A EP3782079A4 EP 3782079 A4 EP3782079 A4 EP 3782079A4 EP 19788527 A EP19788527 A EP 19788527A EP 3782079 A4 EP3782079 A4 EP 3782079A4
Authority
EP
European Patent Office
Prior art keywords
model interpretation
interpretation
model
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
EP19788527.0A
Other languages
German (de)
French (fr)
Other versions
EP3782079A1 (en
Inventor
Mark Chan
Navdeep GILL
Patrick Hall
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.)
H2o Ai Inc
H2oAi Inc
Original Assignee
H2o Ai Inc
H2oAi 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 US15/959,030 external-priority patent/US11386342B2/en
Priority claimed from US15/959,040 external-priority patent/US11922283B2/en
Application filed by H2o Ai Inc, H2oAi Inc filed Critical H2o Ai Inc
Publication of EP3782079A1 publication Critical patent/EP3782079A1/en
Publication of EP3782079A4 publication Critical patent/EP3782079A4/en
Pending legal-status Critical Current

Links

Classifications

    • 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
    • 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
    • G06N5/01—Dynamic search techniques; Heuristics; Dynamic trees; Branch-and-bound
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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
EP19788527.0A 2018-04-20 2019-04-08 Model interpretation Pending EP3782079A4 (en)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US15/959,030 US11386342B2 (en) 2018-04-20 2018-04-20 Model interpretation
US15/959,040 US11922283B2 (en) 2018-04-20 2018-04-20 Model interpretation
PCT/US2019/026331 WO2019204072A1 (en) 2018-04-20 2019-04-08 Model interpretation

Publications (2)

Publication Number Publication Date
EP3782079A1 EP3782079A1 (en) 2021-02-24
EP3782079A4 true EP3782079A4 (en) 2022-01-19

Family

ID=68239941

Family Applications (1)

Application Number Title Priority Date Filing Date
EP19788527.0A Pending EP3782079A4 (en) 2018-04-20 2019-04-08 Model interpretation

Country Status (4)

Country Link
EP (1) EP3782079A4 (en)
CN (1) CN112154459A (en)
SG (1) SG11202009599SA (en)
WO (1) WO2019204072A1 (en)

Families Citing this family (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111461862B (en) * 2020-03-27 2023-06-30 支付宝(杭州)信息技术有限公司 Method and device for determining target characteristics for service data
CN113517035B (en) * 2020-04-10 2024-02-02 中国石油天然气股份有限公司 Method and device for researching structure-activity relationship of surfactant

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20030212520A1 (en) * 2002-05-10 2003-11-13 Campos Marcos M. Enhanced K-means clustering
US20150379429A1 (en) * 2014-06-30 2015-12-31 Amazon Technologies, Inc. Interactive interfaces for machine learning model evaluations

Family Cites Families (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20140222349A1 (en) * 2013-01-16 2014-08-07 Assurerx Health, Inc. System and Methods for Pharmacogenomic Classification
CA3031067A1 (en) * 2016-07-18 2018-01-25 Nantomics, Llc Distributed machine learning systems, apparatus, and methods

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20030212520A1 (en) * 2002-05-10 2003-11-13 Campos Marcos M. Enhanced K-means clustering
US20150379429A1 (en) * 2014-06-30 2015-12-31 Amazon Technologies, Inc. Interactive interfaces for machine learning model evaluations

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
HALL PATRICK ET AL: "Machine Learning Interpretability with H2O Driverless AI", 17 April 2018 (2018-04-17), XP055871801, Retrieved from the Internet <URL:https://web.archive.org/web/20180417181338if_/http://docs.h2o.ai:80/driverless-ai/latest-stable/docs/booklets/MLIBooklet.pdf> [retrieved on 20211210] *
See also references of WO2019204072A1 *

Also Published As

Publication number Publication date
EP3782079A1 (en) 2021-02-24
CN112154459A (en) 2020-12-29
WO2019204072A1 (en) 2019-10-24
SG11202009599SA (en) 2020-10-29

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