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GB2588689B - Personalized models - Google Patents

Personalized models Download PDF

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Publication number
GB2588689B
GB2588689B GB1916021.7A GB201916021A GB2588689B GB 2588689 B GB2588689 B GB 2588689B GB 201916021 A GB201916021 A GB 201916021A GB 2588689 B GB2588689 B GB 2588689B
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United Kingdom
Prior art keywords
personalized models
personalized
models
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.)
Active
Application number
GB1916021.7A
Other versions
GB201916021D0 (en
GB2588689A (en
Inventor
Gila Couto Pimentel Ramos Alberto
Chulhong Min
Kawsar Fahim
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.)
Nokia Technologies Oy
Original Assignee
Nokia Technologies Oy
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.)
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Publication date
Application filed by Nokia Technologies Oy filed Critical Nokia Technologies Oy
Priority to GB1916021.7A priority Critical patent/GB2588689B/en
Publication of GB201916021D0 publication Critical patent/GB201916021D0/en
Publication of GB2588689A publication Critical patent/GB2588689A/en
Application granted granted Critical
Publication of GB2588689B publication Critical patent/GB2588689B/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

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Classifications

    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • GPHYSICS
    • G10MUSICAL INSTRUMENTS; ACOUSTICS
    • G10LSPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
    • G10L15/00Speech recognition
    • G10L15/06Creation of reference templates; Training of speech recognition systems, e.g. adaptation to the characteristics of the speaker's voice
    • G10L15/065Adaptation
    • G10L15/07Adaptation to the speaker
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/21Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/214Generating training patterns; Bootstrap methods, e.g. bagging or boosting
    • G06F18/2148Generating training patterns; Bootstrap methods, e.g. bagging or boosting characterised by the process organisation or structure, e.g. boosting cascade
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/24Classification techniques
    • G06F18/241Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches
    • G06F18/2413Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches based on distances to training or reference patterns
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/045Combinations of networks
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/0499Feedforward networks
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • G06N3/09Supervised learning
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/70Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/82Arrangements for image or video recognition or understanding using pattern recognition or machine learning using neural networks
    • GPHYSICS
    • G10MUSICAL INSTRUMENTS; ACOUSTICS
    • G10LSPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
    • G10L15/00Speech recognition
    • G10L15/08Speech classification or search
    • G10L15/16Speech classification or search using artificial neural networks

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  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Health & Medical Sciences (AREA)
  • General Physics & Mathematics (AREA)
  • Computational Linguistics (AREA)
  • Data Mining & Analysis (AREA)
  • General Engineering & Computer Science (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Software Systems (AREA)
  • Computing Systems (AREA)
  • General Health & Medical Sciences (AREA)
  • Multimedia (AREA)
  • Biophysics (AREA)
  • Molecular Biology (AREA)
  • Biomedical Technology (AREA)
  • Mathematical Physics (AREA)
  • Acoustics & Sound (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Human Computer Interaction (AREA)
  • Audiology, Speech & Language Pathology (AREA)
  • Medical Informatics (AREA)
  • Databases & Information Systems (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Evolutionary Biology (AREA)
  • Telephonic Communication Services (AREA)
GB1916021.7A 2019-11-04 2019-11-04 Personalized models Active GB2588689B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
GB1916021.7A GB2588689B (en) 2019-11-04 2019-11-04 Personalized models

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
GB1916021.7A GB2588689B (en) 2019-11-04 2019-11-04 Personalized models

Publications (3)

Publication Number Publication Date
GB201916021D0 GB201916021D0 (en) 2019-12-18
GB2588689A GB2588689A (en) 2021-05-05
GB2588689B true GB2588689B (en) 2024-04-24

Family

ID=69059076

Family Applications (1)

Application Number Title Priority Date Filing Date
GB1916021.7A Active GB2588689B (en) 2019-11-04 2019-11-04 Personalized models

Country Status (1)

Country Link
GB (1) GB2588689B (en)

Families Citing this family (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US12488801B2 (en) 2022-06-17 2025-12-02 Samsung Electronics Co., Ltd. Method and system for personalising machine learning models

Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6073096A (en) * 1998-02-04 2000-06-06 International Business Machines Corporation Speaker adaptation system and method based on class-specific pre-clustering training speakers
US20170194006A1 (en) * 2015-07-22 2017-07-06 Google Inc. Individualized hotword detection models
US20170256254A1 (en) * 2016-03-04 2017-09-07 Microsoft Technology Licensing, Llc Modular deep learning model

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6073096A (en) * 1998-02-04 2000-06-06 International Business Machines Corporation Speaker adaptation system and method based on class-specific pre-clustering training speakers
US20170194006A1 (en) * 2015-07-22 2017-07-06 Google Inc. Individualized hotword detection models
US20170256254A1 (en) * 2016-03-04 2017-09-07 Microsoft Technology Licensing, Llc Modular deep learning model

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
M Padmanabhan et al., "Speaker clustering and transformation for speaker adaptation in speech recognition systems", IEEE Transactions on Speech and Audio Processing, vol. 6, no. 1, pp. 71-77, 1998, available from: https://api.semanticscholar.org/CorpusID:16318740, [accessed 24 April 2020] *
R Shokri at all, "Privacy-preserving deep learning." Proceedings of the 22nd ACM SIGSAC conference on computer and communications security (2015) *

Also Published As

Publication number Publication date
GB201916021D0 (en) 2019-12-18
GB2588689A (en) 2021-05-05

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