SG11202109785TA - Quantum feature kernel alignment - Google Patents

Quantum feature kernel alignment

Info

Publication number
SG11202109785TA
SG11202109785TA SG11202109785TA SG11202109785TA SG 11202109785T A SG11202109785T A SG 11202109785TA SG 11202109785T A SG11202109785T A SG 11202109785TA SG 11202109785T A SG11202109785T A SG 11202109785TA
Authority
SG
Singapore
Prior art keywords
feature kernel
quantum feature
kernel alignment
alignment
quantum
Prior art date
Application number
Other languages
English (en)
Inventor
Jay Gambetta
Jennifer Glick
Paul Temme
Tanvi Gujarati
Original Assignee
Ibm
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 Ibm filed Critical Ibm
Publication of SG11202109785TA publication Critical patent/SG11202109785TA/en

Links

Classifications

    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N10/00Quantum computing, i.e. information processing based on quantum-mechanical phenomena
    • G06N10/60Quantum algorithms, e.g. based on quantum optimisation, quantum Fourier or Hadamard transforms
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N10/00Quantum computing, i.e. information processing based on quantum-mechanical phenomena
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N10/00Quantum computing, i.e. information processing based on quantum-mechanical phenomena
    • G06N10/20Models of quantum computing, e.g. quantum circuits or universal quantum computers
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N10/00Quantum computing, i.e. information processing based on quantum-mechanical phenomena
    • G06N10/40Physical realisations or architectures of quantum processors or components for manipulating qubits, e.g. qubit coupling or qubit control
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • G06N20/10Machine learning using kernel methods, e.g. support vector machines [SVM]
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B82NANOTECHNOLOGY
    • B82YSPECIFIC USES OR APPLICATIONS OF NANOSTRUCTURES; MEASUREMENT OR ANALYSIS OF NANOSTRUCTURES; MANUFACTURE OR TREATMENT OF NANOSTRUCTURES
    • B82Y10/00Nanotechnology for information processing, storage or transmission, e.g. quantum computing or single electron logic

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Software Systems (AREA)
  • Mathematical Physics (AREA)
  • Artificial Intelligence (AREA)
  • Data Mining & Analysis (AREA)
  • Evolutionary Computation (AREA)
  • Computing Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Mathematical Optimization (AREA)
  • Computational Mathematics (AREA)
  • Condensed Matter Physics & Semiconductors (AREA)
  • Mathematical Analysis (AREA)
  • Pure & Applied Mathematics (AREA)
  • Medical Informatics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Computational Linguistics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Health & Medical Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • Nanotechnology (AREA)
  • Chemical & Material Sciences (AREA)
  • Crystallography & Structural Chemistry (AREA)
  • Complex Calculations (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • Holo Graphy (AREA)
  • Investigating Or Analysing Biological Materials (AREA)
  • Devices For Executing Special Programs (AREA)
  • Superconductor Devices And Manufacturing Methods Thereof (AREA)
  • Image Analysis (AREA)
SG11202109785T 2019-04-03 2020-03-26 Quantum feature kernel alignment SG11202109785TA (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US16/374,354 US11748665B2 (en) 2019-04-03 2019-04-03 Quantum feature kernel alignment
PCT/EP2020/058528 WO2020201002A1 (en) 2019-04-03 2020-03-26 Quantum feature kernel alignment

Publications (1)

Publication Number Publication Date
SG11202109785TA true SG11202109785TA (en) 2021-10-28

Family

ID=70050117

Family Applications (1)

Application Number Title Priority Date Filing Date
SG11202109785T SG11202109785TA (en) 2019-04-03 2020-03-26 Quantum feature kernel alignment

Country Status (12)

Country Link
US (1) US11748665B2 (zh)
EP (1) EP3948689B1 (zh)
JP (1) JP7350867B2 (zh)
KR (1) KR20210132154A (zh)
CN (1) CN113661501A (zh)
AU (1) AU2020250811B2 (zh)
BR (1) BR112021019867A2 (zh)
CA (1) CA3135537A1 (zh)
IL (1) IL286607B2 (zh)
MX (1) MX2021012006A (zh)
SG (1) SG11202109785TA (zh)
WO (1) WO2020201002A1 (zh)

Families Citing this family (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11194573B1 (en) 2018-02-09 2021-12-07 Rigetti & Co, Llc Streaming execution for a quantum processing system
CN112651418B (zh) * 2020-05-25 2022-03-08 腾讯科技(深圳)有限公司 数据分类方法、分类器训练方法及系统
CN114529002B (zh) * 2020-11-09 2024-04-12 本源量子计算科技(合肥)股份有限公司 量子连通图谱的聚团划分方法、装置、终端及存储介质
KR20230085175A (ko) 2020-10-19 2023-06-13 구글 엘엘씨 기계 학습을 위한 커널 방법을 사용한 양자 컴퓨팅
US11983720B2 (en) * 2021-10-21 2024-05-14 International Business Machines Corporation Mixed quantum-classical method for fraud detection with quantum feature selection
EP4242934A1 (en) * 2022-03-07 2023-09-13 Qu&CO R&D B.V. Quantum-kernel-based regression
WO2023180254A1 (en) * 2022-03-19 2023-09-28 Pasqal S.A.S. Quantum circuits for a neutral atom quantum processor
CN117591947B (zh) * 2024-01-18 2024-04-09 合肥综合性国家科学中心人工智能研究院(安徽省人工智能实验室) 一种基于变分量子核的量子支持向量机的数据分类方法

Family Cites Families (13)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2002071243A1 (en) 2001-03-01 2002-09-12 Biowulf Technologies, Llc Spectral kernels for learning machines
US7406450B2 (en) 2005-09-28 2008-07-29 Nec Laboratories America, Inc. Spread kernel support vector machine
US9020874B2 (en) 2011-10-31 2015-04-28 Siemens Aktiengesellschaft Short-term load forecast using support vector regression and feature learning
US10056908B2 (en) 2015-12-22 2018-08-21 Rigetti & Co, Inc. Operating a coupler device to perform quantum logic gates
US9990592B2 (en) 2016-02-10 2018-06-05 Sas Institute Inc. Kernel parameter selection in support vector data description for outlier identification
US10325218B1 (en) * 2016-03-10 2019-06-18 Rigetti & Co, Inc. Constructing quantum process for quantum processors
US10565514B2 (en) 2016-03-31 2020-02-18 Board Of Regents, The University Of Texas System System and method for emulation of a quantum computer
US10275717B2 (en) * 2016-06-02 2019-04-30 Google Llc Training quantum evolutions using sublogical controls
US20180011981A1 (en) * 2016-07-05 2018-01-11 The Regents Of The University Of Michigan Quantum-based machine learning for oncology treatment
CN110692067A (zh) * 2017-06-02 2020-01-14 谷歌有限责任公司 量子神经网络
WO2019055843A1 (en) * 2017-09-15 2019-03-21 President And Fellows Of Harvard College ERROR CORRECTION WITHOUT MODEL ADAPTED TO THE DEVICE IN QUANTUM PROCESSORS
US10558847B2 (en) * 2018-02-06 2020-02-11 Shutterfly, Llc High recall additive pattern recognition for image and other applications
US11783217B2 (en) * 2019-02-21 2023-10-10 IonQ, Inc. Quantum circuit optimization

Also Published As

Publication number Publication date
JP7350867B2 (ja) 2023-09-26
IL286607B1 (en) 2024-01-01
WO2020201002A1 (en) 2020-10-08
KR20210132154A (ko) 2021-11-03
CN113661501A (zh) 2021-11-16
AU2020250811A1 (en) 2021-09-30
CA3135537A1 (en) 2020-10-08
US11748665B2 (en) 2023-09-05
EP3948689B1 (en) 2024-08-14
MX2021012006A (es) 2021-11-04
IL286607A (en) 2021-10-31
EP3948689A1 (en) 2022-02-09
JP2022526072A (ja) 2022-05-23
US20200320437A1 (en) 2020-10-08
AU2020250811B2 (en) 2023-06-22
BR112021019867A2 (pt) 2021-12-07
IL286607B2 (en) 2024-05-01

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