KR20240004875A - 사용자 내비게이션 추천들에 대한 인간 판독가능 설명들의 구성 - Google Patents

사용자 내비게이션 추천들에 대한 인간 판독가능 설명들의 구성 Download PDF

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KR20240004875A
KR20240004875A KR1020237041602A KR20237041602A KR20240004875A KR 20240004875 A KR20240004875 A KR 20240004875A KR 1020237041602 A KR1020237041602 A KR 1020237041602A KR 20237041602 A KR20237041602 A KR 20237041602A KR 20240004875 A KR20240004875 A KR 20240004875A
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vector
user interface
sequence
vectors
human
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아미르 호세인 레자에이안
알베르토 폴레리
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오라클 인터내셔날 코포레이션
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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
    • G06F16/90—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
    • 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
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    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
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    • 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
    • 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
    • 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

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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)
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  • Biomedical Technology (AREA)
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  • 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)
KR1020237041602A 2021-05-03 2022-04-13 사용자 내비게이션 추천들에 대한 인간 판독가능 설명들의 구성 Pending KR20240004875A (ko)

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

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KR20240004875A true KR20240004875A (ko) 2024-01-11

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KR1020237041602A Pending KR20240004875A (ko) 2021-05-03 2022-04-13 사용자 내비게이션 추천들에 대한 인간 판독가능 설명들의 구성

Country Status (6)

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

Families Citing this family (3)

* Cited by examiner, † Cited by third party
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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
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

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US20050096950A1 (en) * 2003-10-29 2005-05-05 Caplan Scott M. Method and apparatus for creating and evaluating strategies
US7512487B1 (en) * 2006-11-02 2009-03-31 Google Inc. Adaptive and personalized navigation system
US8156059B2 (en) * 2007-02-02 2012-04-10 Dunning Ted E Indicator-based recommendation system
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US20120172025A1 (en) * 2010-12-29 2012-07-05 Nokia Corporation Method and apparatus for providing recommendations based on preloaded models
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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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US20150206445A1 (en) * 2014-01-17 2015-07-23 Originator Inc. Multi-sensory learning with feedback
US20160203221A1 (en) * 2014-09-12 2016-07-14 Lithium Technologies, Inc. System and apparatus for an application agnostic user search engine
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
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KR102066119B1 (ko) * 2018-02-09 2020-02-17 제노플랜코리아 주식회사 다중 분석을 수행하기 위한 분주 매핑 장치 및 그 동작 방법
US11429862B2 (en) * 2018-03-20 2022-08-30 Sri International Dynamic adaptation of deep neural networks
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Publication number Publication date
JP7811953B2 (ja) 2026-02-06
CN117256001A (zh) 2023-12-19
US11625446B2 (en) 2023-04-11
US20220350846A1 (en) 2022-11-03
JP2024519722A (ja) 2024-05-21
WO2022235404A1 (en) 2022-11-10
EP4334845A1 (en) 2024-03-13

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