CN115599922A - 用于训练知识图嵌入模型的设备、程序和计算机实现方法 - Google Patents

用于训练知识图嵌入模型的设备、程序和计算机实现方法 Download PDF

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Publication number
CN115599922A
CN115599922A CN202210721987.0A CN202210721987A CN115599922A CN 115599922 A CN115599922 A CN 115599922A CN 202210721987 A CN202210721987 A CN 202210721987A CN 115599922 A CN115599922 A CN 115599922A
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training
query
knowledge graph
embedding
ontology
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Pending
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CN202210721987.0A
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English (en)
Chinese (zh)
Inventor
C·多莫科斯
D·斯戴潘诺娃
M·安德雷塞尔
T·K·陈
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Robert Bosch GmbH
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Robert Bosch GmbH
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    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/30Information retrieval; Database structures therefor; File system structures therefor of unstructured textual data
    • G06F16/36Creation of semantic tools, e.g. ontology or thesauri
    • G06F16/367Ontology
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00Computing arrangements using knowledge-based models
    • G06N5/04Inference or reasoning models
    • G06N5/042Backward inferencing
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00Computing arrangements using knowledge-based models
    • G06N5/02Knowledge representation; Symbolic representation
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/30Information retrieval; Database structures therefor; File system structures therefor of unstructured textual data
    • G06F16/33Querying
    • G06F16/332Query formulation
    • G06F16/3329Natural language query formulation
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/90Details of database functions independent of the retrieved data types
    • G06F16/901Indexing; Data structures therefor; Storage structures
    • G06F16/9024Graphs; Linked lists
    • 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
    • G06N3/084Backpropagation, e.g. using gradient descent
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00Computing arrangements using knowledge-based models
    • G06N5/02Knowledge representation; Symbolic representation
    • G06N5/022Knowledge engineering; Knowledge acquisition
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00Computing arrangements using knowledge-based models
    • G06N5/04Inference or reasoning models
    • G06N5/046Forward inferencing; Production systems

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Data Mining & Analysis (AREA)
  • Computational Linguistics (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Computing Systems (AREA)
  • Databases & Information Systems (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Biophysics (AREA)
  • General Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • Biomedical Technology (AREA)
  • Animal Behavior & Ethology (AREA)
  • Human Computer Interaction (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
CN202210721987.0A 2021-06-25 2022-06-24 用于训练知识图嵌入模型的设备、程序和计算机实现方法 Pending CN115599922A (zh)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
EP21181822.4A EP4109348A1 (en) 2021-06-25 2021-06-25 A device, a computer program and a computer-implemented method for training a knowledge graph embedding model
EP21181822.4 2021-06-25

Publications (1)

Publication Number Publication Date
CN115599922A true CN115599922A (zh) 2023-01-13

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CN202210721987.0A Pending CN115599922A (zh) 2021-06-25 2022-06-24 用于训练知识图嵌入模型的设备、程序和计算机实现方法

Country Status (4)

Country Link
US (1) US20220414480A1 (https=)
EP (1) EP4109348A1 (https=)
JP (1) JP2023004969A (https=)
CN (1) CN115599922A (https=)

Families Citing this family (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
DE102024210119A1 (de) 2024-10-18 2026-04-23 Robert Bosch Gesellschaft mit beschränkter Haftung Verfahren zum Informationsabruf aus einem Wissensgraphen

Family Cites Families (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7725469B2 (en) * 2007-08-23 2010-05-25 International Business Machines Corporation System and program products for pruning objects in a service registry and repository
US20130159969A1 (en) * 2011-12-16 2013-06-20 Microsoft Corporation Digital signal processing with language integrated monads
US10769539B2 (en) * 2016-08-16 2020-09-08 International Business Machines Corporation Automatic evaluation of a knowledge canvassing application
US11809480B1 (en) * 2020-12-31 2023-11-07 Meta Platforms, Inc. Generating dynamic knowledge graph of media contents for assistant systems

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JP2023004969A (ja) 2023-01-17
EP4109348A1 (en) 2022-12-28
US20220414480A1 (en) 2022-12-29

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