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.)
Withdrawn
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.)
H2oAi Inc
Original Assignee
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 H2oAi Inc filed Critical H2oAi Inc
Publication of EP3782079A1 publication Critical patent/EP3782079A1/en
Publication of EP3782079A4 publication Critical patent/EP3782079A4/en
Withdrawn legal-status Critical Current

Links

Classifications

    • 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
    • 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
    • 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)
  • Physics & Mathematics (AREA)
  • Software Systems (AREA)
  • General Physics & Mathematics (AREA)
  • Data Mining & Analysis (AREA)
  • General Engineering & Computer Science (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Mathematical Physics (AREA)
  • Computing Systems (AREA)
  • Computational Linguistics (AREA)
  • Medical Informatics (AREA)
  • Computational Mathematics (AREA)
  • Pure & Applied Mathematics (AREA)
  • Mathematical Optimization (AREA)
  • Mathematical Analysis (AREA)
  • Algebra (AREA)
  • Probability & Statistics with Applications (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
EP19788527.0A 2018-04-20 2019-04-08 Model interpretation Withdrawn 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 Withdrawn 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 (6)

* 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 business data
CN113517035B (en) * 2020-04-10 2024-02-02 中国石油天然气股份有限公司 Methods and devices for studying the structure-activity relationship of surfactants
US12124925B2 (en) 2020-09-03 2024-10-22 The Toronto-Dominion Bank Dynamic analysis and monitoring of machine learning processes
JP2022144738A (en) * 2021-03-19 2022-10-03 京セラドキュメントソリューションズ株式会社 Information extraction system and information extraction program
US20230153658A1 (en) * 2021-11-12 2023-05-18 Shanghai United Imaging Intelligence Co., Ltd. Automatic generation of explanations for algorithm predictions
CN119330177B (en) * 2024-11-19 2025-10-31 菱王电梯有限公司 Scheduling method for elevator group, electronic equipment and computer readable storage medium

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 (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US9501540B2 (en) * 2011-11-04 2016-11-22 BigML, Inc. Interactive visualization of big data sets and models including textual data
US8812417B2 (en) * 2012-08-20 2014-08-19 InsideSales.com, Inc. Hierarchical based sequencing machine learning model
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
US20180032938A1 (en) * 2016-07-29 2018-02-01 The Dun & Bradstreet Corporation Diagnostic engine and classifier for discovery of behavioral and other clusters relating to entity relationships to enhance derandomized entity behavior identification and classification

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

Similar Documents

Publication Publication Date Title
EP3803740A4 (en) Blockchain overwatch
EP3843738A4 (en) Novel methods
EP3782079A4 (en) Model interpretation
EP3486371B8 (en) Rail-switching unit
EP3880071A4 (en) Resilience training
EP3859673A4 (en) Model generation
EP3834079A4 (en) Multi-question multi-answer configuration
EP3781112A4 (en) Movement aid
EP3816384A4 (en) Stay
EP3643944A4 (en) Damper
EP3713465A4 (en) The pedestool
EP3822397A4 (en) Complex
HK40043713A (en) Methods
HK40057190A (en) Novel methods
HK40057188A (en) Novel methods
AU2018101027A4 (en) PadPay
HK40050415A (en) Uroflowmeter
EP3892375A4 (en) Functional structure
HK40039563A (en) Cryosphere
HK40058409A (en) Imidozopyrimidine derivatives
HK1255442A1 (en) Seismocardiography
HK1255442B (en) Seismocardiography
AU2018904244A0 (en) sparemate
AU2018904605A0 (en) Novel methods
AU2018903905A0 (en) Accuglove

Legal Events

Date Code Title Description
STAA Information on the status of an ep patent application or granted ep patent

Free format text: STATUS: THE INTERNATIONAL PUBLICATION HAS BEEN MADE

PUAI Public reference made under article 153(3) epc to a published international application that has entered the european phase

Free format text: ORIGINAL CODE: 0009012

STAA Information on the status of an ep patent application or granted ep patent

Free format text: STATUS: REQUEST FOR EXAMINATION WAS MADE

17P Request for examination filed

Effective date: 20200929

AK Designated contracting states

Kind code of ref document: A1

Designated state(s): AL AT BE BG CH CY CZ DE DK EE ES FI FR GB GR HR HU IE IS IT LI LT LU LV MC MK MT NL NO PL PT RO RS SE SI SK SM TR

AX Request for extension of the european patent

Extension state: BA ME

DAV Request for validation of the european patent (deleted)
DAX Request for extension of the european patent (deleted)
REG Reference to a national code

Ref country code: DE

Ref legal event code: R079

Free format text: PREVIOUS MAIN CLASS: G06N0003020000

Ipc: G06N0005040000

A4 Supplementary search report drawn up and despatched

Effective date: 20211222

RIC1 Information provided on ipc code assigned before grant

Ipc: G06N 7/00 20060101ALI20211216BHEP

Ipc: G06N 20/20 20190101ALI20211216BHEP

Ipc: G06N 5/00 20060101ALI20211216BHEP

Ipc: G06N 5/04 20060101AFI20211216BHEP

P01 Opt-out of the competence of the unified patent court (upc) registered

Effective date: 20230605

STAA Information on the status of an ep patent application or granted ep patent

Free format text: STATUS: EXAMINATION IS IN PROGRESS

17Q First examination report despatched

Effective date: 20240717

STAA Information on the status of an ep patent application or granted ep patent

Free format text: STATUS: THE APPLICATION IS DEEMED TO BE WITHDRAWN

18D Application deemed to be withdrawn

Effective date: 20250118