JP2017519282A - 分散モデル学習 - Google Patents

分散モデル学習 Download PDF

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JP2017519282A
JP2017519282A JP2016567368A JP2016567368A JP2017519282A JP 2017519282 A JP2017519282 A JP 2017519282A JP 2016567368 A JP2016567368 A JP 2016567368A JP 2016567368 A JP2016567368 A JP 2016567368A JP 2017519282 A JP2017519282 A JP 2017519282A
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JP2017519282A5 (cg-RX-API-DMAC7.html
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ジュリアン、デイビッド・ジョナサン
サラ、アンソニー
ウィールジンスキー、カシミール・マシュー
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Qualcomm Inc
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JP2016567368A 2014-05-12 2015-04-20 分散モデル学習 Pending JP2017519282A (ja)

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US14/464,558 US20150324686A1 (en) 2014-05-12 2014-08-20 Distributed model learning
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Cited By (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2018036779A (ja) * 2016-08-30 2018-03-08 株式会社東芝 電子装置、方法及び情報処理システム
WO2019022052A1 (ja) * 2017-07-28 2019-01-31 プラスマン合同会社 情報処理装置、システムおよび情報処理方法
KR20190023787A (ko) * 2017-08-30 2019-03-08 순천향대학교 산학협력단 스마트폰 사용자를 위한 사용자 정의 기계학습 장치 및 그 방법
JP2019121256A (ja) * 2018-01-10 2019-07-22 国立研究開発法人情報通信研究機構 学習システム及び学習方法
WO2020049636A1 (ja) * 2018-09-04 2020-03-12 日本電気株式会社 識別システム、モデル提供方法およびモデル提供プログラム
JP2020101860A (ja) * 2018-12-19 2020-07-02 キヤノンメディカルシステムズ株式会社 医用画像処理装置、システム及びプログラム
JPWO2022259317A1 (cg-RX-API-DMAC7.html) * 2021-06-07 2022-12-15
JP2023505973A (ja) * 2019-12-13 2023-02-14 クアルコム テクノロジーズ インコーポレイテッド 連合混合モデル
JP2023512560A (ja) * 2020-02-11 2023-03-27 ヴェンタナ メディカル システムズ， インク． 機械学習アルゴリズムを訓練し、患者のプライバシーを維持するための連合学習システム
KR102530115B1 (ko) * 2022-01-20 2023-05-08 가천대학교 산학협력단 엣지서버에서 수행되는 데이터 분포 정보 기반 연합학습 데이터 샘플링 기술의 구현방법
US12333437B2 (en) 2020-09-09 2025-06-17 Kioxia Corporation Arithmetic apparatus and arithmetic method

Families Citing this family (103)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20140136508A1 (en) 2012-11-09 2014-05-15 Palo Alto Research Center Incorporated Computer-Implemented System And Method For Providing Website Navigation Recommendations
JP6742398B2 (ja) 2015-07-31 2020-08-19 ブルヴェクター, インコーポレーテッドBluvector, Inc. マルウェアの識別とモデルの不均一性のために現場の分類器を再訓練するためのシステム及び方法
US11250335B2 (en) * 2015-10-26 2022-02-15 NetraDyne, Inc. Joint processing for embedded data inference
US11210595B2 (en) * 2015-11-30 2021-12-28 Allegro Artificial Intelligence Ltd System and method for selective use of examples
US11676024B2 (en) * 2016-02-24 2023-06-13 Sri International Low precision neural networks using subband decomposition
US11436656B2 (en) 2016-03-18 2022-09-06 Palo Alto Research Center Incorporated System and method for a real-time egocentric collaborative filter on large datasets
US10380503B2 (en) * 2016-04-08 2019-08-13 Here Global B.V. Distributed online learning for privacy-preserving personal predictive models
US11477302B2 (en) * 2016-07-06 2022-10-18 Palo Alto Research Center Incorporated Computer-implemented system and method for distributed activity detection
US10885478B2 (en) 2016-07-06 2021-01-05 Palo Alto Research Center Incorporated Computer-implemented system and method for providing contextually relevant task recommendations to qualified users
US11093834B2 (en) 2016-07-06 2021-08-17 Palo Alto Research Center Incorporated Computer-implemented system and method for predicting activity outcome based on user attention
US10614798B2 (en) 2016-07-29 2020-04-07 Arizona Board Of Regents On Behalf Of Arizona State University Memory compression in a deep neural network
EP3497625A1 (en) * 2016-08-11 2019-06-19 Twitter, Inc. Aggregate features for machine learning
US11107016B2 (en) * 2016-08-18 2021-08-31 Virtual Power Systems, Inc. Augmented power control within a datacenter using predictive modeling
EP3500985B1 (en) 2016-08-19 2024-11-27 Movidius Limited Systems and methods for distributed training of deep learning models
EP3526770B1 (en) * 2016-10-21 2020-04-15 Google LLC Stylizing input images
US10769549B2 (en) * 2016-11-21 2020-09-08 Google Llc Management and evaluation of machine-learned models based on locally logged data
JP2018132830A (ja) * 2017-02-13 2018-08-23 ＬｅａｐＭｉｎｄ株式会社 ニューラルネットワーク構築方法、ニューラルネットワーク装置及びニューラルネットワーク装置更新方法
US11062215B2 (en) 2017-03-17 2021-07-13 Microsoft Technology Licensing, Llc Using different data sources for a predictive model
WO2018170512A1 (en) 2017-03-17 2018-09-20 Neurala, Inc. Online, incremental real-time learning for tagging and labeling data streams for deep neural networks and neural network applications
US10360732B2 (en) * 2017-03-23 2019-07-23 Intel Corporation Method and system of determining object positions for image processing using wireless network angle of transmission
US11145421B2 (en) * 2017-04-05 2021-10-12 Sharecare AI, Inc. System and method for remote medical information exchange
US11026634B2 (en) 2017-04-05 2021-06-08 doc.ai incorporated Image-based system and method for predicting physiological parameters
US11276011B2 (en) 2017-04-10 2022-03-15 International Business Machines Corporation Self-managed adaptable models for prediction systems
US11252260B2 (en) * 2017-04-17 2022-02-15 Petuum Inc Efficient peer-to-peer architecture for distributed machine learning
EP3622447A1 (en) * 2017-05-08 2020-03-18 British Telecommunications Public Limited Company Interoperation of machine learning algorithms
WO2018208939A1 (en) * 2017-05-09 2018-11-15 Neurala, Inc. Systems and methods to enable continual, memory-bounded learning in artificial intelligence and deep learning continuously operating applications across networked compute edges
JP6866762B2 (ja) * 2017-05-18 2021-04-28 いすゞ自動車株式会社 車両用情報処理システム
US11042155B2 (en) 2017-06-06 2021-06-22 Plusai Limited Method and system for closed loop perception in autonomous driving vehicles
US11573573B2 (en) 2017-06-06 2023-02-07 Plusai, Inc. Method and system for distributed learning and adaptation in autonomous driving vehicles
US11392133B2 (en) 2017-06-06 2022-07-19 Plusai, Inc. Method and system for object centric stereo in autonomous driving vehicles
CN109389412B (zh) * 2017-08-02 2022-03-04 创新先进技术有限公司 一种训练模型的方法、装置、服务设备以及用户设备
CN107609652B (zh) * 2017-08-30 2019-10-25 第四范式（北京）技术有限公司 执行机器学习的分布式系统及其方法
KR102481256B1 (ko) * 2017-08-31 2022-12-23 캠브리콘 테크놀로지스 코퍼레이션 리미티드 칩 장치 및 관련 제품
US11373091B2 (en) * 2017-10-19 2022-06-28 Syntiant Systems and methods for customizing neural networks
WO2019096754A1 (en) * 2017-11-20 2019-05-23 Koninklijke Philips N.V. Training first and second neural network models
EP3718056A1 (en) * 2017-12-01 2020-10-07 Telefonaktiebolaget LM Ericsson (publ) Selecting learning model
US11488054B2 (en) 2017-12-06 2022-11-01 Google Llc Systems and methods for distributed on-device learning with data-correlated availability
US11663476B2 (en) 2017-12-15 2023-05-30 Electronics And Telecommunications Research Institute Method and device for providing compression and transmission of training parameters in distributed processing environment
US11328210B2 (en) * 2017-12-29 2022-05-10 Micron Technology, Inc. Self-learning in distributed architecture for enhancing artificial neural network
US10574890B2 (en) 2018-01-12 2020-02-25 Movidius Ltd. Methods and apparatus to operate a mobile camera for low-power usage
JP6849621B2 (ja) * 2018-02-02 2021-03-24 日本電信電話株式会社 学習装置、学習方法及び学習プログラム
EP3528179A1 (en) * 2018-02-15 2019-08-21 Koninklijke Philips N.V. Training a neural network
US11368457B2 (en) 2018-02-20 2022-06-21 Visa International Service Association Dynamic learning system for intelligent authentication
US10892953B2 (en) * 2018-02-23 2021-01-12 Nec Corporation Network-based application acceleration
US20190279082A1 (en) * 2018-03-07 2019-09-12 Movidius Ltd. Methods and apparatus to determine weights for use with convolutional neural networks
SG10201802670TA (en) * 2018-03-29 2019-10-30 Nec Asia Pacific Pte Ltd Method and system for performance modeling of crowd estimation techniques
US11373115B2 (en) 2018-04-09 2022-06-28 Here Global B.V. Asynchronous parameter aggregation for machine learning
US10522038B2 (en) 2018-04-19 2019-12-31 Micron Technology, Inc. Systems and methods for automatically warning nearby vehicles of potential hazards
CN112424797B (zh) * 2018-05-17 2024-07-12 弗劳恩霍夫应用研究促进协会 神经网络的分布式学习和/或其参数化更新的传输的概念
EP3791321A1 (en) 2018-05-21 2021-03-17 Neurala, Inc. Systems and methods for deep neural networks on device learning (online and offline) with and without supervision
KR102096388B1 (ko) * 2018-06-05 2020-04-06 네이버 주식회사 모바일 환경에서 실시간 추론이 가능한 ｄｎｎ 구성을 위한 최적화 기법
KR102695519B1 (ko) * 2018-07-02 2024-08-14 삼성전자주식회사 영상 모델 구축 장치 및 방법
US11430312B2 (en) 2018-07-05 2022-08-30 Movidius Limited Video surveillance with neural networks
CN110740252A (zh) * 2018-07-20 2020-01-31 华为技术有限公司 一种图像获取的方法、装置及终端
EP3611588A1 (de) * 2018-08-14 2020-02-19 Siemens Aktiengesellschaft Anordnung und verfahren zur prognose einer restnutzungsdauer einer maschine
US11574235B2 (en) 2018-09-19 2023-02-07 Servicenow, Inc. Machine learning worker node architecture
US10915995B2 (en) 2018-09-24 2021-02-09 Movidius Ltd. Methods and apparatus to generate masked images based on selective privacy and/or location tracking
CN109284361A (zh) * 2018-09-29 2019-01-29 深圳追科技有限公司 一种基于深度学习的实体抽取方法及系统
US11641406B2 (en) * 2018-10-17 2023-05-02 Servicenow, Inc. Identifying applications with machine learning
KR102818111B1 (ko) * 2018-10-19 2025-06-11 삼성전자주식회사 인공 지능 모델을 재구성하기 위한 전자 장치 및 그의 제어 방법
US11989634B2 (en) * 2018-11-30 2024-05-21 Apple Inc. Private federated learning with protection against reconstruction
KR20200093093A (ko) 2019-01-08 2020-08-05 삼성전자주식회사 분산 추론 시스템 및 이의 동작 방법
US10789510B2 (en) 2019-01-11 2020-09-29 Google Llc Dynamic minibatch sizes
JP7036049B2 (ja) * 2019-01-18 2022-03-15 オムロン株式会社 モデル統合装置、モデル統合方法、モデル統合プログラム、推論システム、検査システム、及び制御システム
US11373466B2 (en) 2019-01-31 2022-06-28 Micron Technology, Inc. Data recorders of autonomous vehicles
US11410475B2 (en) 2019-01-31 2022-08-09 Micron Technology, Inc. Autonomous vehicle data recorders
KR102425039B1 (ko) * 2019-02-27 2022-07-28 한국전력공사 분산 딥러닝 환경에서 데이터 압축 장치 및 방법
US11853891B2 (en) 2019-03-11 2023-12-26 Sharecare AI, Inc. System and method with federated learning model for medical research applications
CN111680798A (zh) * 2019-03-11 2020-09-18 人工智能医生股份有限公司 联合学习模型系统和方法、装置和计算机可读存储介质
CN110175636A (zh) * 2019-05-08 2019-08-27 深圳欧翼思特科技有限公司 一种物联网深度神经网络分布式判别推论系统及方法
EP3736709A1 (de) * 2019-05-10 2020-11-11 Aicura Medical GmbH Klassifikatorsystem und verfahren zum verteilten erzeugen von klassifikationsmodellen
CN110602029B (zh) * 2019-05-15 2022-06-28 上海云盾信息技术有限公司 一种用于识别网络攻击的方法和系统
EP3748545A1 (en) * 2019-06-07 2020-12-09 Tata Consultancy Services Limited Sparsity constraints and knowledge distillation based learning of sparser and compressed neural networks
US11165954B1 (en) * 2019-06-19 2021-11-02 Objectvideo Labs, Llc Scene-aware custom tuned video surveillance detection system
US11915802B2 (en) 2019-08-05 2024-02-27 Sharecare AI, Inc. Accelerated processing of genomic data and streamlined visualization of genomic insights
US12125481B2 (en) * 2019-08-08 2024-10-22 Nippon Telegraph And Telephone Corporation Determination device, training device, determination method, and determination program
US11636334B2 (en) 2019-08-20 2023-04-25 Micron Technology, Inc. Machine learning with feature obfuscation
US11755884B2 (en) 2019-08-20 2023-09-12 Micron Technology, Inc. Distributed machine learning with privacy protection
US11392796B2 (en) 2019-08-20 2022-07-19 Micron Technology, Inc. Feature dictionary for bandwidth enhancement
US11443240B2 (en) * 2019-09-06 2022-09-13 Oracle International Corporation Privacy preserving collaborative learning with domain adaptation
CN110717785A (zh) * 2019-09-29 2020-01-21 支付宝(杭州)信息技术有限公司 基于标签分布学习的决策方法、系统及装置
US11494647B2 (en) * 2019-12-06 2022-11-08 Adobe Inc. Slot filling with contextual information
CN114787832A (zh) * 2019-12-10 2022-07-22 新加坡科技研究局 联邦机器学习的方法和服务器
JP7442550B2 (ja) * 2019-12-20 2024-03-04 京東方科技集團股▲ふん▼有限公司 推論演算装置、モデル訓練装置、及び推論演算システム
GB202001468D0 (en) * 2020-02-04 2020-03-18 Tom Tom Navigation B V Navigation system
US11177960B2 (en) 2020-04-21 2021-11-16 Sharecare AI, Inc. Systems and methods to verify identity of an authenticated user using a digital health passport
CN113657617B (zh) * 2020-04-23 2024-08-13 支付宝(杭州)信息技术有限公司 一种模型联合训练的方法和系统
JP6914562B1 (ja) * 2020-07-08 2021-08-04 株式会社ヒューマノーム研究所 情報処理システム
KR20220023212A (ko) * 2020-08-20 2022-03-02 삼성전자주식회사 단말의 모델을 갱신하는 서버 및 그 동작 방법
US12039012B2 (en) 2020-10-23 2024-07-16 Sharecare AI, Inc. Systems and methods for heterogeneous federated transfer learning
CN112381218B (zh) * 2020-11-20 2022-04-12 中国人民解放军国防科技大学 一种用于分布式深度学习训练的本地更新方法
US12010128B2 (en) * 2020-12-17 2024-06-11 Mcafee, Llc Methods, systems, articles of manufacture and apparatus to build privacy preserving models
WO2022173602A1 (en) * 2021-02-10 2022-08-18 Carnegie Mellon University System and method for domain adaptive object detection via gradient detach based stacked complementary losses
US12229280B2 (en) * 2021-03-16 2025-02-18 Accenture Global Solutions Limited Privacy preserving cooperative learning in untrusted environments
US11823287B2 (en) * 2021-08-12 2023-11-21 Capital One Services, Llc Outstanding check alert
US12505357B2 (en) * 2021-11-15 2025-12-23 Kabushiki Kaisha Toshiba Communicating machine learning model parameters
US12118065B1 (en) 2021-12-22 2024-10-15 Wells Fargo Bank, N.A. Systems and methods for using regime switching to mitigate deterioration in performance of a modeling system
US12153649B1 (en) 2021-12-22 2024-11-26 Wells Fargo Bank, N.A. Systems and method for data grafting to enhance model robustness
US11520576B1 (en) * 2022-01-07 2022-12-06 Plusai, Inc. Methods and apparatus for automatically labeling data processing events in autonomous driving vehicles via machine learning
WO2024001870A1 (zh) * 2022-06-29 2024-01-04 华为技术有限公司 一种人工智能模型的训练方法及相关设备
CN116910537A (zh) * 2023-06-15 2023-10-20 启元世界(深圳)科技有限公司 一种权重数据处理方法、系统、设备及可读存储介质
WO2025006729A2 (en) * 2023-06-29 2025-01-02 Visa International Service Association System, method, and computer program product for incremental learning
WO2025165371A1 (en) * 2024-02-02 2025-08-07 Hitachi Vantara Llc Intelligent tagging of structured and unstructured data

Family Cites Families (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
GB8929146D0 (en) * 1989-12-22 1990-02-28 British Telecomm Neural networks
US20060224532A1 (en) * 2005-03-09 2006-10-05 Case Western Reserve University Iterative feature weighting with neural networks
US7756881B2 (en) * 2006-03-09 2010-07-13 Microsoft Corporation Partitioning of data mining training set
US9485134B2 (en) * 2009-12-10 2016-11-01 International Business Machines Corporation Managing configurations of system management agents in a distributed environment
CN102118803A (zh) * 2011-04-14 2011-07-06 北京邮电大学 一种基于QoE预测的移动通信系统视频跨层调度方法
CN102186241A (zh) * 2011-04-26 2011-09-14 江苏科技大学 基于并行分布式粒子滤波的无线传感器网络目标跟踪方法
US20130159228A1 (en) * 2011-12-16 2013-06-20 Microsoft Corporation Dynamic user experience adaptation and services provisioning

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
岡野原大輔: "大規模Deep Learning（深層学習）の実現技術", 人工知能学会誌, vol. 第28巻，第5号, JPN6015029868, September 2013 (2013-09-01), JP, pages 785 - 792, ISSN: 0004176755 *

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WO2019022052A1 (ja) * 2017-07-28 2019-01-31 プラスマン合同会社 情報処理装置、システムおよび情報処理方法
JP2019028656A (ja) * 2017-07-28 2019-02-21 プラスマン合同会社 情報処理装置、システムおよび情報処理方法
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KR102086640B1 (ko) 2017-08-30 2020-03-09 순천향대학교 산학협력단 스마트폰 사용자를 위한 사용자 정의 기계학습 장치 및 그 방법
JP7058440B2 (ja) 2018-01-10 2022-04-22 国立研究開発法人情報通信研究機構 学習システム及び学習方法
JP2019121256A (ja) * 2018-01-10 2019-07-22 国立研究開発法人情報通信研究機構 学習システム及び学習方法
WO2020049636A1 (ja) * 2018-09-04 2020-03-12 日本電気株式会社 識別システム、モデル提供方法およびモデル提供プログラム
JPWO2020049636A1 (ja) * 2018-09-04 2021-05-20 日本電気株式会社 識別システム、モデル提供方法およびモデル提供プログラム
JP7163168B2 (ja) 2018-12-19 2022-10-31 キヤノンメディカルシステムズ株式会社 医用画像処理装置、システム及びプログラム
JP2020101860A (ja) * 2018-12-19 2020-07-02 キヤノンメディカルシステムズ株式会社 医用画像処理装置、システム及びプログラム
JP2023505973A (ja) * 2019-12-13 2023-02-14 クアルコム テクノロジーズ インコーポレイテッド 連合混合モデル
JP7635234B2 (ja) 2019-12-13 2025-02-25 クアルコム テクノロジーズ インコーポレイテッド 連合混合モデル
JP2023512560A (ja) * 2020-02-11 2023-03-27 ヴェンタナ メディカル システムズ， インク． 機械学習アルゴリズムを訓練し、患者のプライバシーを維持するための連合学習システム
JP7695256B2 (ja) 2020-02-11 2025-06-18 ヴェンタナ メディカル システムズ， インク． 機械学習アルゴリズムを訓練し、患者のプライバシーを維持するための連合学習システム
US12424322B2 (en) 2020-02-11 2025-09-23 Ventana Medical Systems, Inc. Federated learning system for training machine learning algorithms and maintaining patient privacy
US12333437B2 (en) 2020-09-09 2025-06-17 Kioxia Corporation Arithmetic apparatus and arithmetic method
JPWO2022259317A1 (cg-RX-API-DMAC7.html) * 2021-06-07 2022-12-15
JP7632615B2 (ja) 2021-06-07 2025-02-19 日本電信電話株式会社 検出装置、検出方法及び検出プログラム
KR102530115B1 (ko) * 2022-01-20 2023-05-08 가천대학교 산학협력단 엣지서버에서 수행되는 데이터 분포 정보 기반 연합학습 데이터 샘플링 기술의 구현방법

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