CN117256001A - 为用户导航推荐撰写人类可读解释 - Google Patents

为用户导航推荐撰写人类可读解释 Download PDF

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Publication number
CN117256001A
CN117256001A CN202280032906.4A CN202280032906A CN117256001A CN 117256001 A CN117256001 A CN 117256001A CN 202280032906 A CN202280032906 A CN 202280032906A CN 117256001 A CN117256001 A CN 117256001A
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China
Prior art keywords
vector
user interface
readable
human
vectors
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CN202280032906.4A
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English (en)
Chinese (zh)
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A·H·雷扎伊安
A·波莱里
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Oracle International Corp
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Oracle International Corp
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Publication of CN117256001A publication Critical patent/CN117256001A/zh
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    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/90—Details of database functions independent of the retrieved data types
    • G06F16/95—Retrieval from the web
    • G06F16/954—Navigation, e.g. using categorised browsing
    • 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
    • G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
    • G06F17/10—Complex mathematical operations
    • G06F17/18—Complex mathematical operations for evaluating statistical data, e.g. average values, frequency distributions, probability functions, regression analysis
    • 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
    • G06N3/044—Recurrent networks, e.g. Hopfield 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
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/044—Recurrent networks, e.g. Hopfield networks
    • G06N3/0442—Recurrent networks, e.g. Hopfield networks characterised by memory or gating, e.g. long short-term memory [LSTM] or gated recurrent units [GRU]
    • 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
    • G06N3/045—Combinations of 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
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/045—Combinations of networks
    • G06N3/0455—Auto-encoder networks; Encoder-decoder 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
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/047—Probabilistic or stochastic 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
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N7/00—Computing arrangements based on specific mathematical models
    • G06N7/01—Probabilistic graphical models, e.g. probabilistic 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
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/048—Activation functions
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00—Computing arrangements using knowledge-based models
    • G06N5/04—Inference or reasoning models
    • G06N5/045—Explanation of inference; Explainable artificial intelligence [XAI]; Interpretable artificial intelligence

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  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Data Mining & Analysis (AREA)
  • General Engineering & Computer Science (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • Computing Systems (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Computational Linguistics (AREA)
  • Molecular Biology (AREA)
  • Biomedical Technology (AREA)
  • Health & Medical Sciences (AREA)
  • Biophysics (AREA)
  • General Health & Medical Sciences (AREA)
  • Databases & Information Systems (AREA)
  • Pure & Applied Mathematics (AREA)
  • Computational Mathematics (AREA)
  • Mathematical Analysis (AREA)
  • Mathematical Optimization (AREA)
  • Probability & Statistics with Applications (AREA)
  • Algebra (AREA)
  • Evolutionary Biology (AREA)
  • Remote Sensing (AREA)
  • Radar, Positioning & Navigation (AREA)
  • Medical Informatics (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Operations Research (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • User Interface Of Digital Computer (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
CN202280032906.4A 2021-05-03 2022-04-13 为用户导航推荐撰写人类可读解释 Pending CN117256001A (zh)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US17/302,429 US11625446B2 (en) 2021-05-03 2021-05-03 Composing human-readable explanations for user navigational recommendations
US17/302,429 2021-05-03
PCT/US2022/024687 WO2022235404A1 (en) 2021-05-03 2022-04-13 Composing human-readable explanations for user navigational recommendations

Publications (1)

Publication Number Publication Date
CN117256001A true CN117256001A (zh) 2023-12-19

Family

ID=81580357

Family Applications (1)

Application Number Title Priority Date Filing Date
CN202280032906.4A Pending CN117256001A (zh) 2021-05-03 2022-04-13 为用户导航推荐撰写人类可读解释

Country Status (6)

Country Link
US (1) US11625446B2 (https=)
EP (1) EP4334845A1 (https=)
JP (1) JP7811953B2 (https=)
KR (1) KR20240004875A (https=)
CN (1) CN117256001A (https=)
WO (1) WO2022235404A1 (https=)

Cited By (1)

* Cited by examiner, † Cited by third party
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CN118824239A (zh) * 2024-07-30 2024-10-22 科大讯飞股份有限公司 基于可解释推荐的车载交互方法及装置

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US11625446B2 (en) * 2021-05-03 2023-04-11 Oracle International Corporation Composing human-readable explanations for user navigational recommendations
US12120182B2 (en) * 2021-07-07 2024-10-15 Daily Rays Inc. Systems and methods for modulating data objects to effect state changes

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US8156059B2 (en) * 2007-02-02 2012-04-10 Dunning Ted E Indicator-based recommendation system
US20120150626A1 (en) * 2010-12-10 2012-06-14 Zhang Ruofei Bruce System and Method for Automated Recommendation of Advertisement Targeting Attributes
US20120172025A1 (en) * 2010-12-29 2012-07-05 Nokia Corporation Method and apparatus for providing recommendations based on preloaded models
US8600926B2 (en) * 2011-03-29 2013-12-03 Manyworlds, Inc. Integrated interest and expertise-based discovery system and method
US20120278268A1 (en) * 2011-04-28 2012-11-01 Nokia Corporation Method and apparatus for extracting explicit profile representation through adaptive recommender system
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CN107818105B (zh) * 2016-09-13 2021-04-09 腾讯科技（深圳）有限公司 应用程序的推荐方法及服务器
US10909442B1 (en) * 2017-03-30 2021-02-02 Amazon Technologies, Inc. Neural network-based artificial intelligence system for content-based recommendations using multi-perspective learned descriptors
CN110326005A (zh) * 2017-12-25 2019-10-11 索尼公司 信息处理设备、信息处理方法及程序
KR102066119B1 (ko) * 2018-02-09 2020-02-17 제노플랜코리아 주식회사 다중 분석을 수행하기 위한 분주 매핑 장치 및 그 동작 방법
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Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN118824239A (zh) * 2024-07-30 2024-10-22 科大讯飞股份有限公司 基于可解释推荐的车载交互方法及装置
CN118824239B (zh) * 2024-07-30 2026-03-20 科大讯飞股份有限公司 基于可解释推荐的车载交互方法及装置

Also Published As

Publication number Publication date
JP7811953B2 (ja) 2026-02-06
US11625446B2 (en) 2023-04-11
US20220350846A1 (en) 2022-11-03
JP2024519722A (ja) 2024-05-21
WO2022235404A1 (en) 2022-11-10
KR20240004875A (ko) 2024-01-11
EP4334845A1 (en) 2024-03-13

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