SG11201900220RA - Distributed machine learning systems, apparatus, and methods - Google Patents

Distributed machine learning systems, apparatus, and methods

Info

Publication number
SG11201900220RA
SG11201900220RA SG11201900220RA SG11201900220RA SG11201900220RA SG 11201900220R A SG11201900220R A SG 11201900220RA SG 11201900220R A SG11201900220R A SG 11201900220RA SG 11201900220R A SG11201900220R A SG 11201900220RA SG 11201900220R A SG11201900220R A SG 11201900220RA
Authority
SG
Singapore
Prior art keywords
private data
data
international
private
proxy
Prior art date
Application number
SG11201900220RA
Inventor
Christopher Szeto
Stephen Benz
Nicholas Witchey
Original Assignee
Nantomics Inc
Nant Holdings Ip Llc
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 Nantomics Inc, Nant Holdings Ip Llc filed Critical Nantomics Inc
Publication of SG11201900220RA publication Critical patent/SG11201900220RA/en

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Classifications

    • 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
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F21/00—Security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
    • G06F21/60—Protecting data
    • G06F21/62—Protecting access to data via a platform, e.g. using keys or access control rules
    • G06F21/6218—Protecting access to data via a platform, e.g. using keys or access control rules to a system of files or objects, e.g. local or distributed file system or database
    • G06F21/6245—Protecting personal data, e.g. for financial or medical purposes
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F21/00—Security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
    • G06F21/60—Protecting data
    • G06F21/62—Protecting access to data via a platform, e.g. using keys or access control rules
    • G06F21/6218—Protecting access to data via a platform, e.g. using keys or access control rules to a system of files or objects, e.g. local or distributed file system or database
    • G06F21/6245—Protecting personal data, e.g. for financial or medical purposes
    • G06F21/6254—Protecting personal data, e.g. for financial or medical purposes by anonymising data, e.g. decorrelating personal data from the owner's identification
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G06N20/10—Machine learning using kernel methods, e.g. support vector machines [SVM]
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H10/00—ICT specially adapted for the handling or processing of patient-related medical or healthcare data
    • G16H10/60—ICT specially adapted for the handling or processing of patient-related medical or healthcare data for patient-specific data, e.g. for electronic patient records
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H40/00—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices
    • G16H40/20—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices for the management or administration of healthcare resources or facilities, e.g. managing hospital staff or surgery rooms
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/20—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/50—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for simulation or modelling of medical disorders

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  • Engineering & Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Medical Informatics (AREA)
  • General Health & Medical Sciences (AREA)
  • Public Health (AREA)
  • Theoretical Computer Science (AREA)
  • Software Systems (AREA)
  • Primary Health Care (AREA)
  • Epidemiology (AREA)
  • Biomedical Technology (AREA)
  • Data Mining & Analysis (AREA)
  • Databases & Information Systems (AREA)
  • Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Bioethics (AREA)
  • Pathology (AREA)
  • Artificial Intelligence (AREA)
  • Computing Systems (AREA)
  • Mathematical Physics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Evolutionary Computation (AREA)
  • Business, Economics & Management (AREA)
  • General Business, Economics & Management (AREA)
  • Computer Hardware Design (AREA)
  • Computer Security & Cryptography (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • Information Transfer Between Computers (AREA)
  • Medical Treatment And Welfare Office Work (AREA)
  • Computer And Data Communications (AREA)

Abstract

INTERNATIONAL APPLICATION PUBLISHED UNDER THE PATENT COOPERATION TREATY (PCT) (19) World Intellectual Property :::` , MD HIM 0 11101 HOE 3E1 0 0111111010 HOME 1111 11110 MAMIE Organization International Bureau (10) International Publication Number 03 (43) International Publication Date .....•\"\"- WO 2018/017467 Al 25 January 2018 (25.01.2018) WIP0 I PCT (51) International Patent Classification: (74) Agent: BOOTH, Paul, M. et al.; Edell, Shapiro & Finnan, GOON 99/00 (2010.01) GOON 5/04 (2006.01) LLC, 9801 Washingtonian Blvd., Suite 750, Gaithersburg, MD 20878 (US). (21) International Application Number: PCT/US2017/042356 (81) Designated States (unless otherwise indicated, for every (22) International Filing Date: kind of national protection available): AE, AG, AL, AM, 17 July 2017 (17.07.2017) AO, AT, AU, AZ, BA, BB, BG, BH, BN, BR, BW, BY, BZ, CA, CH, CL, CN, CO, CR, CU, CZ, DE, DJ, DK, DM, DO, (25) Filing Language: English DZ, EC, EE, EG, ES, FI, GB, GD, GE, GH, GM, GT, HN, (26) Publication Language: English HR, HU, ID, IL, IN, IR, IS, JO, JP, KE, KG, KH, KN, KP, KR, KW, KZ, LA, LC, LK, LR, LS, LU, LY, MA, MD, ME, (30) Priority Data: MG, MK, MN, MW, MX, MY, MZ, NA, NG, NI, NO, NZ, 62/363,697 18 July 2016 (18.07.2016) US OM, PA, PE, PG, PH, PL, PT, QA, RO, RS, RU, RW, SA, SC, SD, SE, SG, SK, SL, SM, ST, SV, SY, TH, TJ, TM, TN, (71) Applicants: NANTOMICS, INC. [US/US]; 9920 Jef- TR, TT, TZ, UA, UG, US, UZ, VC, VN, ZA, ZM, ZW. ferson Boulevard, Culver City, CA 90232 (US). NANT HOLDINGS IP, LLC. [US/US]; 9920 Jefferson Boule- (84) Designated States (unless otherwise indicated, for every yard, Culver City, CA 90232 (US). kind of regional protection available): ARIPO (BW, GH, GM, KE, LR, LS, MW, MZ, NA, RW, SD, SL, ST, SZ, TZ, (72) Inventors: SZETO, Christopher; 122 Alto Sol Court, UG, ZM, ZW), Eurasian (AM, AZ, BY, KG, KZ, RU, TJ, Scotts Valley, CA 95066 (US). BENZ, Stephen, Charles; TM), European (AL, AT, BE, BG, CH, CY, CZ, DE, DK, — 2901 Mission Street, Suite A, Santa Cruz, CA 95060 (US). EE, ES, FI, FR, GB, GR, HR, HU, IE, IS, IT, LT, LU, LV, WITCHEY, Nicholas, J.; 24832 Hon Avenue, Luguna MC, MK, MT, NL, NO, PL, PT, RO, RS, SE, SI, SK, SM, = Hills, CA 92653 (US). TR), OAPI (BF, BJ, CF, CG, CI, CM, GA, GN, GQ, GW, KM, ML, MR, NE, SN, TD, TG). = (54) Title: DISTRIBUTED MACHINE LEARNING SYSTEMS, APPARATUS, AND METHODS = (57) : A distributed, online machine learning system is presented. = Hospital 120A -----. 100 Contemplated systems include many private data servers, each having local private data. Researchers can request that relevant private data servers train ...... - Private Data 122A Private Data Server .,--> 124A ., implementations of machine learning algorithms on their local private data without requiring de-identification of the private data or without exposing = --- - Modeling Engine 126A I the private data to unauthorized computing systems. The private data servers also generate synthetic or proxy data according to the data distributions of the data. The then the data to train actual servers use proxy proxy models. _ When the proxy models are sufficiently similar to the trained actual models, = .. . = Non-private Computing 12013 data, learned knowledge the proxy proxy model parameters, or other can _ = -.. ...0 Data ,... 1228 Private Data sleler Privat (Central or Global Network (Internet, M Model Server, Etc m be transmitted to one or more non-private computing devices. The learned knowledge from many private data servers can then be aggregated into one — Modeling Engine 12613 l Global Modeling Engine M or more trained global models without exposing private data. — 0 0 0 Il 120N r . ' ,tD 1 :: i Private Data <—> 122N Private Data Server 124N 7r Il © Modeling Engine 126N \,. GC Il © N Flgui e I C [Continued on next page] WO 2018/017467 Al MIDEDIMOMMIDIREIEHMOIDEMINHINVOIS Published: — with international search report (Art. 21(3))
SG11201900220RA 2016-07-18 2017-07-17 Distributed machine learning systems, apparatus, and methods SG11201900220RA (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US201662363697P 2016-07-18 2016-07-18
PCT/US2017/042356 WO2018017467A1 (en) 2016-07-18 2017-07-17 Distributed machine learning systems, apparatus, and methods

Publications (1)

Publication Number Publication Date
SG11201900220RA true SG11201900220RA (en) 2019-02-27

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SG11201900220RA SG11201900220RA (en) 2016-07-18 2017-07-17 Distributed machine learning systems, apparatus, and methods

Country Status (12)

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US (3) US11461690B2 (en)
EP (1) EP3485436A4 (en)
JP (1) JP2019526851A (en)
KR (1) KR20190032433A (en)
CN (1) CN109716346A (en)
AU (1) AU2017300259A1 (en)
CA (1) CA3031067A1 (en)
IL (1) IL264281A (en)
MX (1) MX2019000713A (en)
SG (1) SG11201900220RA (en)
TW (1) TW201812646A (en)
WO (1) WO2018017467A1 (en)

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