CN117677959A - 使用经训练的机器学习管线识别分类层次结构 - Google Patents

使用经训练的机器学习管线识别分类层次结构 Download PDF

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Publication number
CN117677959A
CN117677959A CN202280049145.3A CN202280049145A CN117677959A CN 117677959 A CN117677959 A CN 117677959A CN 202280049145 A CN202280049145 A CN 202280049145A CN 117677959 A CN117677959 A CN 117677959A
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classification
machine learning
target data
data item
trained
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Chinese (zh)
Inventor
A·波莱里
R·库马尔
M·M·布罗恩
陈国栋
S·阿格拉瓦尔
R·S·布赫海姆
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Oracle International Corp
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Oracle International Corp
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    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/30—Information retrieval; Database structures therefor; File system structures therefor of unstructured textual data
    • G06F16/35—Clustering; Classification
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/30—Information retrieval; Database structures therefor; File system structures therefor of unstructured textual data
    • G06F16/33—Querying
    • G06F16/3331—Query processing
    • G06F16/3332—Query translation
    • G06F16/3335—Syntactic pre-processing, e.g. stopword elimination, stemming
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/30—Information retrieval; Database structures therefor; File system structures therefor of unstructured textual data
    • G06F16/33—Querying
    • G06F16/3331—Query processing
    • G06F16/334—Query execution
    • G06F16/3347—Query execution using vector based model
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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
    • G06F18/217—Validation; Performance evaluation; Active pattern learning techniques
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/22—Matching criteria, e.g. proximity measures
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/23—Clustering techniques
    • G06F18/231—Hierarchical techniques, i.e. dividing or merging pattern sets so as to obtain a dendrogram
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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
    • G06N3/0499—Feedforward networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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
    • G06N3/09—Supervised learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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
    • G06V10/74—Image or video pattern matching; Proximity measures in feature spaces
    • G06V10/75—Organisation of the matching processes, e.g. simultaneous or sequential comparisons of image or video features; Coarse-fine approaches, e.g. multi-scale approaches; using context analysis; Selection of dictionaries
    • G06V10/751—Comparing pixel values or logical combinations thereof, or feature values having positional relevance, e.g. template matching

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Data Mining & Analysis (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Software Systems (AREA)
  • Computational Linguistics (AREA)
  • Computing Systems (AREA)
  • General Health & Medical Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Mathematical Physics (AREA)
  • Databases & Information Systems (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Evolutionary Biology (AREA)
  • Molecular Biology (AREA)
  • Biophysics (AREA)
  • Biomedical Technology (AREA)
  • Medical Informatics (AREA)
  • Multimedia (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
CN202280049145.3A 2021-06-10 2022-06-08 使用经训练的机器学习管线识别分类层次结构 Pending CN117677959A (zh)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US17/303,918 US20220398445A1 (en) 2021-06-10 2021-06-10 Identifying a classification hierarchy using a trained machine learning pipeline
US17/303,918 2021-06-10
PCT/US2022/032705 WO2022261233A1 (en) 2021-06-10 2022-06-08 Identifying a classification hierarchy using a trained machine learning pipeline

Publications (1)

Publication Number Publication Date
CN117677959A true CN117677959A (zh) 2024-03-08

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CN202280049145.3A Pending CN117677959A (zh) 2021-06-10 2022-06-08 使用经训练的机器学习管线识别分类层次结构

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US (1) US20220398445A1 (https=)
EP (1) EP4352655A1 (https=)
JP (1) JP2024528393A (https=)
CN (1) CN117677959A (https=)
WO (1) WO2022261233A1 (https=)

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US12093864B2 (en) * 2021-05-18 2024-09-17 Ebay Inc. Inventory item prediction and listing recommendation
US20220415524A1 (en) * 2021-06-29 2022-12-29 International Business Machines Corporation Machine learning-based adjustment of epidemiological model projections with flexible prediction horizon
WO2024015964A1 (en) * 2022-07-14 2024-01-18 SucceedSmart, Inc. Systems and methods for candidate database querying
US11841851B1 (en) * 2022-07-24 2023-12-12 SAS, Inc. Systems, methods, and graphical user interfaces for taxonomy-based classification of unlabeled structured datasets
US12056214B1 (en) * 2022-09-29 2024-08-06 Amazon Technologies, Inc. Systems for automatically correcting categories of items
CN115859128B (zh) * 2023-02-23 2023-05-09 成都瑞安信信息安全技术有限公司 一种基于档案数据交互相似度的分析方法和系统
CN117271674A (zh) * 2023-08-28 2023-12-22 杭州数梦工场科技有限公司 字段类型识别方法、装置、电子设备及存储介质
WO2026044241A1 (en) * 2024-08-23 2026-02-26 D. E. Shaw Research, Llc Modeling molecules with transformer machine-learned models

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US9483768B2 (en) * 2014-08-11 2016-11-01 24/7 Customer, Inc. Methods and apparatuses for modeling customer interaction experiences
US10282368B2 (en) * 2016-07-29 2019-05-07 Symantec Corporation Grouped categorization of internet content
US9928448B1 (en) * 2016-09-23 2018-03-27 International Business Machines Corporation Image classification utilizing semantic relationships in a classification hierarchy
US10679330B2 (en) * 2018-01-15 2020-06-09 Tata Consultancy Services Limited Systems and methods for automated inferencing of changes in spatio-temporal images
US20190354850A1 (en) * 2018-05-17 2019-11-21 International Business Machines Corporation Identifying transfer models for machine learning tasks
US20190294999A1 (en) * 2018-06-16 2019-09-26 Moshe Guttmann Selecting hyper parameters for machine learning algorithms based on past training results
US11693910B2 (en) * 2018-12-13 2023-07-04 Microsoft Technology Licensing, Llc Personalized search result rankings
US10937417B2 (en) * 2019-05-31 2021-03-02 Clinc, Inc. Systems and methods for automatically categorizing unstructured data and improving a machine learning-based dialogue system
US11494559B2 (en) * 2019-11-27 2022-11-08 Oracle International Corporation Hybrid in-domain and out-of-domain document processing for non-vocabulary tokens of electronic documents
US11481448B2 (en) * 2020-03-31 2022-10-25 Microsoft Technology Licensing, Llc Semantic matching and retrieval of standardized entities
US11687812B2 (en) * 2020-08-18 2023-06-27 Accenture Global Solutions Limited Autoclassification of products using artificial intelligence

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EP4352655A1 (en) 2024-04-17
US20220398445A1 (en) 2022-12-15
WO2022261233A1 (en) 2022-12-15
JP2024528393A (ja) 2024-07-30

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