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
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Active
Application number
GB1916021.7A
Other versions
GB2588689A (en
GB201916021D0 (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
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Nokia Technologies Oy
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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
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Classifications

    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G—PHYSICS
    • G10—MUSICAL INSTRUMENTS; ACOUSTICS
    • G10L—SPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
    • G10L15/00—Speech recognition
    • G10L15/06—Creation of reference templates; Training of speech recognition systems, e.g. adaptation to the characteristics of the speaker's voice
    • G10L15/065—Adaptation
    • G10L15/07—Adaptation to the speaker
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/214—Generating training patterns; Bootstrap methods, e.g. bagging or boosting
    • G06F18/2148—Generating training patterns; Bootstrap methods, e.g. bagging or boosting characterised by the process organisation or structure, e.g. boosting cascade
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/24—Classification techniques
    • G06F18/241—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches
    • G06F18/2413—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches based on distances to training or reference patterns
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/045—Combinations of networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/82—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using neural networks
    • G—PHYSICS
    • G10—MUSICAL INSTRUMENTS; ACOUSTICS
    • G10L—SPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
    • G10L15/00—Speech recognition
    • G10L15/08—Speech classification or search
    • G10L15/16—Speech classification or search using artificial neural networks

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Health & Medical Sciences (AREA)
  • Data Mining & Analysis (AREA)
  • General Physics & Mathematics (AREA)
  • Computational Linguistics (AREA)
  • Multimedia (AREA)
  • General Engineering & Computer Science (AREA)
  • Software Systems (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Computing Systems (AREA)
  • General Health & Medical Sciences (AREA)
  • Acoustics & Sound (AREA)
  • Human Computer Interaction (AREA)
  • Audiology, Speech & Language Pathology (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Molecular Biology (AREA)
  • Biophysics (AREA)
  • Biomedical Technology (AREA)
  • Mathematical Physics (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)

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GB (1) GB2588689B (en)

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
GB2588689A (en) 2021-05-05
GB201916021D0 (en) 2019-12-18

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