CN106663038A8 - 用于机器学习的特征处理配方 - Google Patents

用于机器学习的特征处理配方 Download PDF

Info

Publication number
CN106663038A8
CN106663038A8 CN201580044513.5A CN201580044513A CN106663038A8 CN 106663038 A8 CN106663038 A8 CN 106663038A8 CN 201580044513 A CN201580044513 A CN 201580044513A CN 106663038 A8 CN106663038 A8 CN 106663038A8
Authority
CN
China
Prior art keywords
formula
machine learning
characteristic processing
processing formula
group
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.)
Granted
Application number
CN201580044513.5A
Other languages
English (en)
Other versions
CN106663038B (zh
CN106663038A (zh
Inventor
L·P·迪拉克
T·阿加瓦尔
N·M·科雷亚
A·M·英格曼
S·克里肖南
李瑾
S·R·普瓦蒂
S·赞拉蒂昂
C·E·达纳克尔
R·拉马克里肖南
郑天铭
卓东辉
R·M·斯蒂勒
钱俊
M·布鲁克纳
R·赫布里奇
D·布里克
P·P·Y·李
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.)
Amazon Technologies Inc
Original Assignee
Amazon Technologies Inc
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
Priority claimed from US14/319,902 external-priority patent/US10102480B2/en
Priority claimed from US14/460,314 external-priority patent/US10540606B2/en
Priority claimed from US14/460,312 external-priority patent/US11100420B2/en
Priority claimed from US14/463,434 external-priority patent/US10339465B2/en
Priority claimed from US14/484,201 external-priority patent/US10318882B2/en
Priority claimed from US14/489,448 external-priority patent/US10169715B2/en
Priority claimed from US14/489,449 external-priority patent/US9672474B2/en
Priority claimed from US14/538,723 external-priority patent/US10452992B2/en
Priority claimed from US14/569,458 external-priority patent/US10963810B2/en
Application filed by Amazon Technologies Inc filed Critical Amazon Technologies Inc
Priority claimed from PCT/US2015/038590 external-priority patent/WO2016004063A1/en
Publication of CN106663038A publication Critical patent/CN106663038A/zh
Publication of CN106663038A8 publication Critical patent/CN106663038A8/zh
Publication of CN106663038B publication Critical patent/CN106663038B/zh
Application granted granted Critical
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F9/00—Arrangements for program control, e.g. control units
    • G06F9/06—Arrangements for program control, e.g. control units using stored programs, i.e. using an internal store of processing equipment to receive or retain programs
    • G06F9/46—Multiprogramming arrangements
    • G06F9/50—Allocation of resources, e.g. of the central processing unit [CPU]
    • G06F9/5061—Partitioning or combining of resources
    • G06F9/5066—Algorithms for mapping a plurality of inter-dependent sub-tasks onto a plurality of physical CPUs
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning

Abstract

在机器学习服务处接收特征处理配方的第一表示。所述配方包括其中定义将在其上应用常见变换的变量组的部分以及其中指定一组变换操作的部分。至少部分地基于由所述服务支持的函数定义的库验证所述配方的所述第一表示，并且生成所述配方的可执行版本。响应于确定将对特定数据组执行所述配方，使用一组提供商网络资源来实现所述配方中指示的变换操作。
CN201580044513.5A 2014-06-30 2015-06-30 用于机器学习的特征处理配方 Active CN106663038B (zh)

Applications Claiming Priority (21)

Application Number Priority Date Filing Date Title
US14/319,880 US9886670B2 (en) 2014-06-30 2014-06-30 Feature processing recipes for machine learning
US14/319,902 US10102480B2 (en) 2014-06-30 2014-06-30 Machine learning service
US14/319,902 2014-06-30
US14/319,880 2014-06-30
US14/460,314 2014-08-14
US14/460,312 2014-08-14
US14/460,312 US11100420B2 (en) 2014-06-30 2014-08-14 Input processing for machine learning
US14/460,314 US10540606B2 (en) 2014-06-30 2014-08-14 Consistent filtering of machine learning data
US14/463,434 US10339465B2 (en) 2014-06-30 2014-08-19 Optimized decision tree based models
US14/463,434 2014-08-19
US14/484,201 US10318882B2 (en) 2014-09-11 2014-09-11 Optimized training of linear machine learning models
US14/484,201 2014-09-11
US14/489,449 US9672474B2 (en) 2014-06-30 2014-09-17 Concurrent binning of machine learning data
US14/489,448 2014-09-17
US14/489,448 US10169715B2 (en) 2014-06-30 2014-09-17 Feature processing tradeoff management
US14/489,449 2014-09-17
US14/538,723 US10452992B2 (en) 2014-06-30 2014-11-11 Interactive interfaces for machine learning model evaluations
US14/538,723 2014-11-11
US14/569,458 US10963810B2 (en) 2014-06-30 2014-12-12 Efficient duplicate detection for machine learning data sets
US14/569,458 2014-12-12
PCT/US2015/038590 WO2016004063A1 (en) 2014-06-30 2015-06-30 Feature processing recipes for machine learning

Publications (3)

Publication Number Publication Date
CN106663038A CN106663038A (zh) 2017-05-10
CN106663038A8 true CN106663038A8 (zh) 2017-07-11
CN106663038B CN106663038B (zh) 2020-10-27

Family

ID=54930930

Family Applications (3)

Application Number Title Priority Date Filing Date
CN201580044236.8A Active CN106663037B (zh) 2014-06-30 2015-06-30 用于管理特征处理的系统和方法
CN201580044133.1A Active CN106663224B (zh) 2014-06-30 2015-06-30 用于机器学习模型评估的交互式界面
CN201580044513.5A Active CN106663038B (zh) 2014-06-30 2015-06-30 用于机器学习的特征处理配方

Family Applications Before (2)

Application Number Title Priority Date Filing Date
CN201580044236.8A Active CN106663037B (zh) 2014-06-30 2015-06-30 用于管理特征处理的系统和方法
CN201580044133.1A Active CN106663224B (zh) 2014-06-30 2015-06-30 用于机器学习模型评估的交互式界面

Country Status (2)

Country Link
US (1) US9886670B2 (zh)
CN (3) CN106663037B (zh)

Families Citing this family (135)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US10262030B1 (en) * 2013-04-22 2019-04-16 Domo, Inc. Automatic dynamic reusable data recipes
US10540606B2 (en) 2014-06-30 2020-01-21 Amazon Technologies, Inc. Consistent filtering of machine learning data
US10318882B2 (en) 2014-09-11 2019-06-11 Amazon Technologies, Inc. Optimized training of linear machine learning models
US10169715B2 (en) * 2014-06-30 2019-01-01 Amazon Technologies, Inc. Feature processing tradeoff management
JP6419859B2 (ja) * 2014-06-30 2018-11-07 アマゾン・テクノロジーズ・インコーポレーテッド 機械学習モデル評価のための対話型インターフェース
US10963810B2 (en) 2014-06-30 2021-03-30 Amazon Technologies, Inc. Efficient duplicate detection for machine learning data sets
US9672474B2 (en) * 2014-06-30 2017-06-06 Amazon Technologies, Inc. Concurrent binning of machine learning data
US9886670B2 (en) * 2014-06-30 2018-02-06 Amazon Technologies, Inc. Feature processing recipes for machine learning
US11100420B2 (en) 2014-06-30 2021-08-24 Amazon Technologies, Inc. Input processing for machine learning
US10452992B2 (en) 2014-06-30 2019-10-22 Amazon Technologies, Inc. Interactive interfaces for machine learning model evaluations
US10339465B2 (en) 2014-06-30 2019-07-02 Amazon Technologies, Inc. Optimized decision tree based models
US10102480B2 (en) 2014-06-30 2018-10-16 Amazon Technologies, Inc. Machine learning service
US9961560B2 (en) * 2014-07-31 2018-05-01 Collision Communications, Inc. Methods, systems, and computer program products for optimizing a predictive model for mobile network communications based on historical context information
US20160034852A1 (en) * 2014-07-31 2016-02-04 Linkedin Corporation Next job skills as represented in profile data
US11182691B1 (en) 2014-08-14 2021-11-23 Amazon Technologies, Inc. Category-based sampling of machine learning data
WO2016128491A1 (en) 2015-02-11 2016-08-18 British Telecommunications Public Limited Company Validating computer resource usage
EP3268870A4 (en) * 2015-03-11 2018-12-05 Ayasdi, Inc. Systems and methods for predicting outcomes using a prediction learning model
WO2017021153A1 (en) 2015-07-31 2017-02-09 British Telecommunications Public Limited Company Expendable access control
WO2017021154A1 (en) 2015-07-31 2017-02-09 British Telecommunications Public Limited Company Access control
US10853750B2 (en) 2015-07-31 2020-12-01 British Telecommunications Public Limited Company Controlled resource provisioning in distributed computing environments
RU2632133C2 (ru) 2015-09-29 2017-10-02 Общество С Ограниченной Ответственностью "Яндекс" Способ (варианты) и система (варианты) создания модели прогнозирования и определения точности модели прогнозирования
US10257275B1 (en) 2015-10-26 2019-04-09 Amazon Technologies, Inc. Tuning software execution environments using Bayesian models
US10832332B1 (en) 2015-12-11 2020-11-10 State Farm Mutual Automobile Insurance Company Structural characteristic extraction using drone-generated 3D image data
CN105678587B (zh) * 2016-01-12 2020-11-24 腾讯科技（深圳）有限公司 一种推荐特征确定方法、信息推荐方法及装置
US11159549B2 (en) 2016-03-30 2021-10-26 British Telecommunications Public Limited Company Network traffic threat identification
WO2017167548A1 (en) 2016-03-30 2017-10-05 British Telecommunications Public Limited Company Assured application services
WO2017167544A1 (en) 2016-03-30 2017-10-05 British Telecommunications Public Limited Company Detecting computer security threats
US11153091B2 (en) 2016-03-30 2021-10-19 British Telecommunications Public Limited Company Untrusted code distribution
EP3437007B1 (en) 2016-03-30 2021-04-28 British Telecommunications public limited company Cryptocurrencies malware based detection
US11263566B2 (en) * 2016-06-20 2022-03-01 Oracle International Corporation Seasonality validation and determination of patterns
US10657158B2 (en) * 2016-11-23 2020-05-19 Google Llc Template-based structured document classification and extraction
US10592280B2 (en) * 2016-11-23 2020-03-17 Amazon Technologies, Inc. Resource allocation and scheduling for batch jobs
US10977574B2 (en) 2017-02-14 2021-04-13 Cisco Technology, Inc. Prediction of network device control plane instabilities
US10402723B1 (en) 2018-09-11 2019-09-03 Cerebri AI Inc. Multi-stage machine-learning models to control path-dependent processes
US10762563B2 (en) 2017-03-10 2020-09-01 Cerebri AI Inc. Monitoring and controlling continuous stochastic processes based on events in time series data
WO2018178034A1 (en) 2017-03-30 2018-10-04 British Telecommunications Public Limited Company Anomaly detection for computer systems
EP3602380B1 (en) 2017-03-30 2022-02-23 British Telecommunications public limited company Hierarchical temporal memory for access control
EP3382591B1 (en) 2017-03-30 2020-03-25 British Telecommunications public limited company Hierarchical temporal memory for expendable access control
EP3622448A1 (en) 2017-05-08 2020-03-18 British Telecommunications Public Limited Company Adaptation of machine learning algorithms
WO2018206405A1 (en) * 2017-05-08 2018-11-15 British Telecommunications Public Limited Company Interoperation of machine learning algorithms
US11698818B2 (en) 2017-05-08 2023-07-11 British Telecommunications Public Limited Company Load balancing of machine learning algorithms
WO2018206408A1 (en) * 2017-05-08 2018-11-15 British Telecommunications Public Limited Company Management of interoperating machine leaning algorithms
US10333961B2 (en) * 2017-06-27 2019-06-25 Intel Corporation Malware detection system attack prevention
CN114819119A (zh) 2017-06-30 2022-07-29 华为技术有限公司 信号处理的系统和方法
US11062792B2 (en) * 2017-07-18 2021-07-13 Analytics For Life Inc. Discovering genomes to use in machine learning techniques
US10484410B2 (en) 2017-07-19 2019-11-19 Cisco Technology, Inc. Anomaly detection for micro-service communications
WO2019032502A1 (en) * 2017-08-09 2019-02-14 Nec Laboratories America, Inc. KNOWLEDGE TRANSFER SYSTEM FOR ACCELERATING INVARIANT NETWORK LEARNING
CN107506938A (zh) * 2017-09-05 2017-12-22 江苏电力信息技术有限公司 一种基于机器学习的物料质量评估方法
US10732966B2 (en) * 2017-09-08 2020-08-04 Devfactory Innovations Fz-Llc Library model addition
US10474455B2 (en) * 2017-09-08 2019-11-12 Devfactory Fz-Llc Automating identification of code snippets for library suggestion models
US10705943B2 (en) 2017-09-08 2020-07-07 Devfactory Innovations Fz-Llc Automating identification of test cases for library suggestion models
US10684849B2 (en) * 2017-09-08 2020-06-16 Devfactory Innovations Fz-Llc Automating generation of library suggestion engine models
CN109488886B (zh) * 2017-09-11 2024-01-23 清华大学 油气管道内检测器数据集线系统及时序控制方法
CN109507893B (zh) * 2017-09-14 2021-10-29 宁波方太厨具有限公司 一种智能家居设备的自学习告警控制方法
JP6698603B2 (ja) 2017-09-29 2020-05-27 ファナック株式会社 数値制御システム、及び運転状態異常検知方法
CN109685089B (zh) * 2017-10-18 2020-12-22 北京京东尚科信息技术有限公司 评估模型性能的系统及方法
CN107748739A (zh) * 2017-10-19 2018-03-02 上海大汉三通通信股份有限公司 一种短信文本模版的提取方法及相关装置
JP6629815B2 (ja) * 2017-10-23 2020-01-15 ファナック株式会社 寿命推定装置及び機械学習装置
US10448267B2 (en) * 2017-11-03 2019-10-15 Salesforce.Com, Inc. Incorporation of expert knowledge into machine learning based wireless optimization framework
CN107958268A (zh) * 2017-11-22 2018-04-24 用友金融信息技术股份有限公司 一种数据模型的训练方法及装置
US20190156244A1 (en) * 2017-11-22 2019-05-23 Amazon Technologies, Inc. Network-accessible machine learning model training and hosting system
RU2693324C2 (ru) 2017-11-24 2019-07-02 Общество С Ограниченной Ответственностью "Яндекс" Способ и сервер преобразования значения категориального фактора в его числовое представление
KR101880628B1 (ko) * 2017-11-27 2018-08-16 한국인터넷진흥원 기계 학습 데이터셋에 대한 레이블링 방법 및 그 장치
CN107977712A (zh) * 2017-12-20 2018-05-01 四川九洲电器集团有限责任公司 联网式机器学习系统
CN109978172B (zh) * 2017-12-27 2021-08-06 中国移动通信集团设计院有限公司 一种基于极限学习机的资源池利用率预测方法及装置
CN108304483B (zh) * 2017-12-29 2021-01-19 东软集团股份有限公司 一种网页分类方法、装置及设备
CN108228861B (zh) * 2018-01-12 2020-09-01 第四范式（北京）技术有限公司 用于执行机器学习的特征工程的方法及系统
CN108171336B (zh) * 2018-01-24 2018-12-28 清华大学 机器数据模型演化的自动感知方法及装置
EP3518153A1 (en) * 2018-01-29 2019-07-31 Panasonic Intellectual Property Corporation of America Information processing method and information processing system
CN110119808A (zh) * 2018-02-06 2019-08-13 华为技术有限公司 一种基于机器学习的数据处理方法以及相关设备
CN108334439B (zh) * 2018-03-14 2021-06-04 百度在线网络技术（北京）有限公司 一种压力测试方法、装置、设备和存储介质
US11704370B2 (en) 2018-04-20 2023-07-18 Microsoft Technology Licensing, Llc Framework for managing features across environments
US11263540B2 (en) * 2018-05-07 2022-03-01 Apple Inc. Model selection interface
US10120926B1 (en) 2018-05-31 2018-11-06 Capital One Services, Llc Attribute sharing platform for data processing systems
DK201870358A1 (en) * 2018-06-03 2020-01-03 Apple Inc. ACCELERATED TASK PERFORMANCE
US11853401B1 (en) * 2018-06-05 2023-12-26 Amazon Technologies, Inc. Machine learning model creation via user-configured model building blocks
US20190378016A1 (en) * 2018-06-07 2019-12-12 International Business Machines Corporation Distributed computing architecture for large model deep learning
CN108803996B (zh) * 2018-06-20 2022-01-28 中国平安人寿保险股份有限公司 图形文件处理方法、装置、计算机设备和存储介质
CN108960434B (zh) * 2018-06-28 2021-07-20 第四范式（北京）技术有限公司 基于机器学习模型解释来分析数据的方法及装置
CN112771498A (zh) * 2018-07-05 2021-05-07 米西克有限公司 用于实施智能处理计算架构的系统和方法
US11651272B2 (en) * 2018-07-06 2023-05-16 Sap Se Machine-learning-facilitated conversion of database systems
CN110766186A (zh) * 2018-07-26 2020-02-07 珠海格力电器股份有限公司 用电量的预测方法及装置
CN109165253A (zh) * 2018-08-15 2019-01-08 宁夏大学 一种篮球战术辅助的方法与装置
CN109446251A (zh) * 2018-09-04 2019-03-08 北京睿企信息科技有限公司 分布式人工智能应用开发的系统及方法
US10831633B2 (en) 2018-09-28 2020-11-10 Optum Technology, Inc. Methods, apparatuses, and systems for workflow run-time prediction in a distributed computing system
US11068942B2 (en) 2018-10-19 2021-07-20 Cerebri AI Inc. Customer journey management engine
CN109784495B (zh) * 2018-12-14 2021-05-04 东软集团股份有限公司 特征处理流程的建立方法、装置、存储介质及电子设备
CN111326254A (zh) * 2018-12-17 2020-06-23 第四范式（北京）技术有限公司 用于进行指标干预的方法、装置、设备及介质
CN110689138B (zh) * 2018-12-29 2021-03-19 中科寒武纪科技股份有限公司 运算方法、装置及相关产品
US10740223B1 (en) * 2019-01-31 2020-08-11 Verizon Patent And Licensing, Inc. Systems and methods for checkpoint-based machine learning model
US20200265509A1 (en) * 2019-02-19 2020-08-20 Pathtronic Inc. Secure and trusted multi-tenant service delivery platform for distributed multitenant-capable ai solution model compute processors
US11070575B2 (en) 2019-03-06 2021-07-20 Cisco Technology, Inc. Verifying accuracy of ML pipelines using third party co-ordination
US11809966B2 (en) 2019-03-07 2023-11-07 International Business Machines Corporation Computer model machine learning based on correlations of training data with performance trends
CN109977417B (zh) * 2019-04-08 2023-06-13 浪潮软件集团有限公司 一种生成句法树的方法及装置
US11954603B1 (en) 2019-05-03 2024-04-09 Liberty Mutual Insurance Company Predictor neutralization in predictive data analysis systems
US20220358149A1 (en) * 2019-07-12 2022-11-10 Telefonaktiebolaget Lm Ericsson (Publ) Life cycle management
US10958521B2 (en) * 2019-07-19 2021-03-23 Oracle International Corporation Method and apparatus for configuring a cloud storage software appliance
CN110533181B (zh) * 2019-07-25 2023-07-18 南方电网数字平台科技(广东)有限公司 一种深度学习模型的快速训练方法及系统
CN110515894B (zh) * 2019-08-02 2023-07-21 济南浪潮数据技术有限公司 一种数据格式转换方法、装置、设备及可读存储介质
CN110647998B (zh) * 2019-08-12 2022-11-25 北京百度网讯科技有限公司 自动机器学习实现方法、系统、设备及存储介质
CN110738318B (zh) * 2019-09-11 2023-05-26 北京百度网讯科技有限公司 网络结构运行时间评估及评估模型生成方法、系统和装置
CN110689140A (zh) * 2019-09-27 2020-01-14 广东毓秀科技有限公司 一种通过大数据进行轨交报警数据智能管理的方法
US11531831B2 (en) * 2019-09-30 2022-12-20 Meta Platforms, Inc. Managing machine learning features
EP3800912B1 (en) * 2019-10-03 2023-07-19 Accenture Global Solutions Limited Privacy-secure edge-zone computing for secure-operation authorization
CN110852117B (zh) * 2019-11-08 2023-02-24 沈阳雅译网络技术有限公司 一种提升神经机器翻译效果的有效数据增强方法
CN110807437B (zh) * 2019-11-08 2023-01-03 腾讯科技（深圳）有限公司 视频粒度特征确定方法、装置和计算机可读存储介质
CN110909040B (zh) * 2019-11-08 2022-03-04 支付宝(杭州)信息技术有限公司 一种业务投放辅助方法、装置及电子设备
CN111026548B (zh) * 2019-11-28 2023-05-09 国网甘肃省电力公司电力科学研究院 一种逆向深度强化学习的电力通信设备测试资源调度方法
US11501101B1 (en) * 2019-12-16 2022-11-15 NTT DATA Services, LLC Systems and methods for securing machine learning models
CN111143840B (zh) * 2019-12-31 2022-01-25 上海观安信息技术股份有限公司 一种主机操作指令异常识别的方法及系统
US11900231B2 (en) 2019-12-31 2024-02-13 Paypal, Inc. Hierarchy optimization method for machine learning
US11176924B2 (en) 2020-01-09 2021-11-16 International Business Machines Corporation Reduced miss rate in sound to text conversion using banach spaces
TWI736194B (zh) * 2020-03-26 2021-08-11 宏碁股份有限公司 分割磁碟的方法及電腦裝置
CN113939777A (zh) * 2020-05-13 2022-01-14 东芝三菱电机产业系统株式会社 物理模型辨识系统
CN111880768B (zh) * 2020-07-23 2023-07-14 北京计算机技术及应用研究所 一种ip核代码级安全需求描述方法
CN112115705A (zh) * 2020-09-23 2020-12-22 普信恒业科技发展（北京）有限公司 一种电子简历的筛选方法及装置
US20220100967A1 (en) * 2020-09-30 2022-03-31 Amazon Technologies, Inc. Lifecycle management for customized natural language processing
CN113424207B (zh) * 2020-10-13 2022-05-17 支付宝(杭州)信息技术有限公司 高效地训练可理解模型的系统和方法
EP4016295A1 (en) * 2020-12-15 2022-06-22 Aptiv Technologies Limited Managing a machine learning environment
CN112566054B (zh) * 2020-12-18 2022-04-19 北京思特奇信息技术股份有限公司 一种优化消息交互过程的方法及系统
CN112508723B (zh) * 2021-02-05 2024-02-02 北京淇瑀信息科技有限公司 基于自动择优建模的金融风险预测方法、装置和电子设备
CN113609117A (zh) * 2021-02-06 2021-11-05 高云 基于大数据和云计算的数据除噪方法及云服务器
CN112861079A (zh) * 2021-03-26 2021-05-28 中国科学技术大学 一种具有凭证识别功能的归一化方法
US11900169B1 (en) 2021-04-14 2024-02-13 Amazon Technologies, Inc. Inference flow orchestration service
EP4099164A1 (en) * 2021-06-02 2022-12-07 Amadeus S.A.S. Architecture to employ machine-learning model
CN113378942B (zh) * 2021-06-16 2022-07-01 中国石油大学(华东) 基于多头特征协作的小样本图像分类方法
JP2023023386A (ja) * 2021-08-05 2023-02-16 株式会社日立製作所 作業順序列生成装置および作業順序列生成方法
CN113506175A (zh) * 2021-08-19 2021-10-15 北京中数智汇科技股份有限公司 中小企业风险预警模型优化方法、装置、设备和存储介质
US20220094690A1 (en) * 2021-12-02 2022-03-24 Intel Corporation Trusted and connected multi-domain node clusters
WO2023121777A1 (en) * 2021-12-23 2023-06-29 Virtualitics, Inc. Software engines configured for detection of high impact scenarios with machine learning-based simulation
CN116541088A (zh) * 2022-01-26 2023-08-04 华为技术有限公司 一种模型配置方法及装置
CN116627789B (zh) * 2023-07-19 2023-11-03 支付宝(杭州)信息技术有限公司 模型检测方法及装置、电子设备及存储介质
CN116755779B (zh) * 2023-08-18 2023-12-05 腾讯科技（深圳）有限公司 循环间隔的确定方法、装置、设备、存储介质及芯片
CN117149552A (zh) * 2023-10-31 2023-12-01 联通在线信息科技有限公司 自动化接口检测方法、装置、电子设备及存储介质
CN117291615B (zh) * 2023-11-27 2024-02-06 成都乐超人科技有限公司 基于网络支付下克服反欺诈的可视化对比分析方法及装置

Family Cites Families (66)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US4821333A (en) 1986-08-22 1989-04-11 Environmental Research Inst. Of Michigan Machine learning procedures for generating image domain feature detector structuring elements
US6807537B1 (en) 1997-12-04 2004-10-19 Microsoft Corporation Mixtures of Bayesian networks
US6230131B1 (en) 1998-04-29 2001-05-08 Matsushita Electric Industrial Co., Ltd. Method for generating spelling-to-pronunciation decision tree
WO2001057732A1 (en) * 2000-02-01 2001-08-09 Starlab, N.V. Machine learning interface for customizing a web browser
US6681383B1 (en) * 2000-04-04 2004-01-20 Sosy, Inc. Automatic software production system
US20100223211A1 (en) 2000-10-11 2010-09-02 Johnson Gregory A Decision service method and system
US6804691B2 (en) 2002-03-21 2004-10-12 Hewlett-Packard Development Company, L.P. Method for optimization of memory usage for a computer program
US7606714B2 (en) 2003-02-11 2009-10-20 Microsoft Corporation Natural language classification within an automated response system
US20050119999A1 (en) 2003-09-06 2005-06-02 Oracle International Corporation Automatic learning optimizer
US7167849B2 (en) 2003-10-29 2007-01-23 Microsoft Corporation Invariant pattern recognition
US7627824B2 (en) * 2004-07-12 2009-12-01 Alcatel Lucent Personalized video entertainment system
US7593903B2 (en) 2004-12-03 2009-09-22 Hewlett-Packard Development Company, L.P. Method and medium for feature selection of partially labeled data
US7328218B2 (en) 2005-03-22 2008-02-05 Salford Systems Constrained tree structure method and system
US8160400B2 (en) 2005-11-17 2012-04-17 Microsoft Corporation Navigating images using image based geometric alignment and object based controls
US8280915B2 (en) 2006-02-01 2012-10-02 Oracle International Corporation Binning predictors using per-predictor trees and MDL pruning
US20080033900A1 (en) 2006-08-03 2008-02-07 Yan Zhang System and method for autonomic tuning the number of threads in application server at runtime
US7743003B1 (en) 2007-05-16 2010-06-22 Google Inc. Scaling machine learning using approximate counting that uses feature hashing
US8078556B2 (en) 2008-02-20 2011-12-13 International Business Machines Corporation Generating complex event processing rules utilizing machine learning from multiple events
US20090240539A1 (en) * 2008-03-21 2009-09-24 Microsoft Corporation Machine learning system for a task brokerage system
US8781915B2 (en) 2008-10-17 2014-07-15 Microsoft Corporation Recommending items to users utilizing a bi-linear collaborative filtering model
CN101739431A (zh) * 2008-11-24 2010-06-16 中国科学院计算技术研究所 一种可自调参数的串匹配方法和系统
US8204838B2 (en) 2009-04-10 2012-06-19 Microsoft Corporation Scalable clustering
US8522085B2 (en) 2010-01-27 2013-08-27 Tt Government Solutions, Inc. Learning program behavior for anomaly detection
US8314973B2 (en) 2010-06-01 2012-11-20 Konica Minolta Laboratory U.S.A., Inc. Method and apparatus for dynamic printer performance tuning using bayesian analysis
US9020871B2 (en) 2010-06-18 2015-04-28 Microsoft Technology Licensing, Llc Automated classification pipeline tuning under mobile device resource constraints
US8904149B2 (en) 2010-06-24 2014-12-02 Microsoft Corporation Parallelization of online learning algorithms
US8566746B2 (en) 2010-08-30 2013-10-22 Xerox Corporation Parameterization of a categorizer for adjusting image categorization and retrieval
US20120089446A1 (en) 2010-10-07 2012-04-12 Microsoft Corporation Publishing Commercial Information in a Social Network
US8682814B2 (en) 2010-12-14 2014-03-25 Symantec Corporation User interface and workflow for performing machine learning
US20120158791A1 (en) 2010-12-21 2012-06-21 Microsoft Corporation Feature vector construction
US8499010B2 (en) 2010-12-22 2013-07-30 International Business Machines Corporation Garbage collection in a multiple virtual machine environment
US8766793B2 (en) * 2011-03-25 2014-07-01 Microsoft Corporation Contextually-appropriate task reminders
US20120253927A1 (en) 2011-04-01 2012-10-04 Microsoft Corporation Machine learning approach for determining quality scores
US9384278B2 (en) * 2011-04-07 2016-07-05 Ebay Inc. Methods and systems for assessing excessive accessory listings in search results
WO2012151198A1 (en) 2011-05-04 2012-11-08 Google Inc. Predictive analytical modeling accuracy assessment
US8229864B1 (en) 2011-05-06 2012-07-24 Google Inc. Predictive model application programming interface
US8370280B1 (en) 2011-07-14 2013-02-05 Google Inc. Combining predictive models in predictive analytical modeling
CN103246686A (zh) * 2012-02-14 2013-08-14 阿里巴巴集团控股有限公司 文本分类方法和装置及文本分类的特征处理方法和装置
CN102622441A (zh) 2012-03-09 2012-08-01 山东大学 一种基于Oracle数据库的自动性能识别调优系统
US8775576B2 (en) 2012-04-17 2014-07-08 Nimbix, Inc. Reconfigurable cloud computing
US9380032B2 (en) 2012-04-25 2016-06-28 International Business Machines Corporation Encrypting data for storage in a dispersed storage network
US9652654B2 (en) * 2012-06-04 2017-05-16 Ebay Inc. System and method for providing an interactive shopping experience via webcam
US8429103B1 (en) * 2012-06-22 2013-04-23 Google Inc. Native machine learning service for user adaptation on a mobile platform
US20130346347A1 (en) * 2012-06-22 2013-12-26 Google Inc. Method to Predict a Communicative Action that is Most Likely to be Executed Given a Context
US8886576B1 (en) * 2012-06-22 2014-11-11 Google Inc. Automatic label suggestions for albums based on machine learning
US8510238B1 (en) * 2012-06-22 2013-08-13 Google, Inc. Method to predict session duration on mobile devices using native machine learning
US20140046879A1 (en) 2012-08-13 2014-02-13 Predixion Software, Inc. Machine learning semantic model
US9373087B2 (en) 2012-10-25 2016-06-21 Microsoft Technology Licensing, Llc Decision tree training in machine learning
US8880446B2 (en) * 2012-11-15 2014-11-04 Purepredictive, Inc. Predictive analytics factory
US20160026720A1 (en) 2013-03-15 2016-01-28 Conatix Europe Ug System and method for providing a semi-automated research tool
US9384204B2 (en) * 2013-05-22 2016-07-05 Amazon Technologies, Inc. Efficient data compression and analysis as a service
US9069737B1 (en) * 2013-07-15 2015-06-30 Amazon Technologies, Inc. Machine learning based instance remediation
US10102480B2 (en) * 2014-06-30 2018-10-16 Amazon Technologies, Inc. Machine learning service
US10318882B2 (en) * 2014-09-11 2019-06-11 Amazon Technologies, Inc. Optimized training of linear machine learning models
US9672474B2 (en) * 2014-06-30 2017-06-06 Amazon Technologies, Inc. Concurrent binning of machine learning data
US10452992B2 (en) 2014-06-30 2019-10-22 Amazon Technologies, Inc. Interactive interfaces for machine learning model evaluations
US11100420B2 (en) 2014-06-30 2021-08-24 Amazon Technologies, Inc. Input processing for machine learning
US9886670B2 (en) * 2014-06-30 2018-02-06 Amazon Technologies, Inc. Feature processing recipes for machine learning
US10540606B2 (en) 2014-06-30 2020-01-21 Amazon Technologies, Inc. Consistent filtering of machine learning data
US10963810B2 (en) 2014-06-30 2021-03-30 Amazon Technologies, Inc. Efficient duplicate detection for machine learning data sets
US10169715B2 (en) * 2014-06-30 2019-01-01 Amazon Technologies, Inc. Feature processing tradeoff management
US10339465B2 (en) 2014-06-30 2019-07-02 Amazon Technologies, Inc. Optimized decision tree based models
CN104123192A (zh) 2014-08-04 2014-10-29 浪潮电子信息产业股份有限公司 一种linux系统下基于内存子系统的性能调优方法
CN104536902A (zh) 2015-01-28 2015-04-22 浪潮电子信息产业股份有限公司 一种测试服务器io子系统的性能调优方法
US11232085B2 (en) * 2016-01-07 2022-01-25 Amazon Technologies, Inc. Outlier detection for streaming data
CN106776982A (zh) * 2016-12-02 2017-05-31 深圳市唯特视科技有限公司 一种采用机器学习的社交媒体情感分析方法

Also Published As

Publication number Publication date
CN106663038B (zh) 2020-10-27
US9886670B2 (en) 2018-02-06
CN106663038A (zh) 2017-05-10
CN106663224A8 (zh) 2017-07-11
CN106663224A (zh) 2017-05-10
US20150379423A1 (en) 2015-12-31
CN106663037A8 (zh) 2017-07-11
CN106663037A (zh) 2017-05-10
CN106663224B (zh) 2021-02-09
CN106663037B (zh) 2021-05-04

Similar Documents

Publication Publication Date Title
CN106663038A8 (zh) 用于机器学习的特征处理配方
WO2018109174A3 (en) Il-11 antibodies
JP2017514877A5 (zh)
EP3410373A4 (en) Resource sharing method, resource acquisition method, terminal and server
WO2018109170A3 (en) Il-11ra antibodies
CN106537429A8 (zh) 用于针对一个或多个建筑物提供优化或改进措施的系统和方法
MA45690A (fr) Anticorps anti-tgfb, méthodes et utilisations
CN107950008A8 (zh) 本地网络中的设备配对
EP3550784A4 (en) RESOURCE SHARING PROCESS, DEVICE AND SYSTEM
WO2014039170A3 (en) Website builder systems and methods with device detection to adapt rendering behavior based on device type
MA43814A (fr) Anticorps anti-gitr, méthodes et utilisations
WO2016069099A8 (en) Flexible device templates for connected consumer devices
MX2018006523A (es) Tecnicas para asignacion de asuntos.
TW201614571A (en) Social media sharing system and method
MX2016010227A (es) Recomendacion de intervencion para sitios de pozo.
PH12018501167A1 (en) User data sharing method and device
EP3475419A4 (en) ENZYME WITH FRUCTANE HYDROLASE ACTIVITY
EP3182298A3 (en) Smart elastic scaling based on application scenarios
EP3174318A4 (en) Method for realizing resource attribute notification, and common service entity
EP2960738A3 (en) Systems and methods for incorporating proxy components into an industrial automation system
EP4220178A3 (en) Quantitation of tamoxifen and metabolites thereof by mass spectrometry
WO2016093652A3 (ko) 전화번호를 통하여 클라우드 서버에 접속하여 가족 앨범을 이용할 수 있도록 하는 가족 앨범서비스 제공방법
EP3142115A3 (en) Information device and distribution device
EP3399490A4 (en) ACCOUNTING SYSTEM, USER DEVICE AND METHOD THEREOF, METHOD OF BILLING AND METHOD AND PROGRAM THEREOF
WO2015052592A3 (en) Citizen-citizen service (c2c) for e-systems

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
CI01 Publication of corrected invention patent application

Correction item: Priority

Correct: There are 10 priority data

Number: 19

Volume: 33

CI01 Publication of corrected invention patent application
CI02 Correction of invention patent application

Correction item: Priority

Correct: There are 10 priority data

Number: 19

Page: The title page

Volume: 33

CI02 Correction of invention patent application
GR01 Patent grant
GR01 Patent grant