JP7811953B2 - ユーザナビゲーション推奨のための人間可読説明の作成 - Google Patents

ユーザナビゲーション推奨のための人間可読説明の作成

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JP7811953B2
JP7811953B2 JP2023568069A JP2023568069A JP7811953B2 JP 7811953 B2 JP7811953 B2 JP 7811953B2 JP 2023568069 A JP2023568069 A JP 2023568069A JP 2023568069 A JP2023568069 A JP 2023568069A JP 7811953 B2 JP7811953 B2 JP 7811953B2
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sequence
user interface
vectors
output vectors
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JP2024519722A (ja
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レザイーアン，アミール・ホセイン
ポッレーリ，アルベルト
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オラクル・インターナショナル・コーポレイション
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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
    • 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
    • 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)
  • 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)
JP2023568069A 2021-05-03 2022-04-13 ユーザナビゲーション推奨のための人間可読説明の作成 Active JP7811953B2 (ja)

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 (3)

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JP2024519722A JP2024519722A (ja) 2024-05-21
JP2024519722A5 JP2024519722A5 (enExample) 2025-01-30
JP7811953B2 true JP7811953B2 (ja) 2026-02-06

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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
Publication number Priority date Publication date Assignee Title
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

Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2019130974A1 (ja) 2017-12-25 2019-07-04 ソニー株式会社 情報処理装置、情報処理方法及びプログラム
CN110457452A (zh) 2019-07-08 2019-11-15 汉海信息技术(上海)有限公司 推荐理由生成方法、装置、电子设备及可读存储介质
CN110532463A (zh) 2019-08-06 2019-12-03 北京三快在线科技有限公司 推荐理由生成装置及方法、存储介质以及电子设备

Family Cites Families (27)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6922680B2 (en) * 2002-03-19 2005-07-26 Koninklijke Philips Electronics N.V. Method and apparatus for recommending an item of interest using a radial basis function to fuse a plurality of recommendation scores
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
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
US11195057B2 (en) * 2014-03-18 2021-12-07 Z Advanced Computing, Inc. System and method for extremely efficient image and pattern recognition and artificial intelligence platform
US9460085B2 (en) * 2013-12-09 2016-10-04 International Business Machines Corporation Testing and training a question-answering system
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
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
US11455493B2 (en) * 2018-05-16 2022-09-27 International Business Machines Corporation Explanations for artificial intelligence based recommendations
US11250347B2 (en) * 2018-06-27 2022-02-15 Microsoft Technology Licensing, Llc Personalization enhanced recommendation models
US11435873B1 (en) * 2018-12-12 2022-09-06 Amazon Technologies, Inc. User interface for identifying substitute items
US20200394534A1 (en) * 2019-06-14 2020-12-17 Sap Se Multi task oriented recommendation system for benchmark improvement
US11361239B2 (en) * 2019-11-07 2022-06-14 Fmr Llc Digital content classification and recommendation based upon artificial intelligence reinforcement learning
US12073451B2 (en) * 2020-06-12 2024-08-27 Online Mobile Services Joint Stock Company Systems for e-commerce recommendations
US20220093088A1 (en) * 2020-09-24 2022-03-24 Apple Inc. Contextual sentence embeddings for natural language processing applications
US11467857B2 (en) * 2020-10-13 2022-10-11 Adobe Inc. Intelligently sensing digital user context to generate recommendations across client device applications
US20220207352A1 (en) * 2020-12-30 2022-06-30 Capital One Services, Llc Methods and systems for generating recommendations for counterfactual explanations of computer alerts that are automatically detected by a machine learning algorithm
US11625446B2 (en) * 2021-05-03 2023-04-11 Oracle International Corporation Composing human-readable explanations for user navigational recommendations
US20220366295A1 (en) * 2021-05-13 2022-11-17 Intuit Inc. Pre-search content recommendations

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2019130974A1 (ja) 2017-12-25 2019-07-04 ソニー株式会社 情報処理装置、情報処理方法及びプログラム
CN110457452A (zh) 2019-07-08 2019-11-15 汉海信息技术(上海)有限公司 推荐理由生成方法、装置、电子设备及可读存储介质
CN110532463A (zh) 2019-08-06 2019-12-03 北京三快在线科技有限公司 推荐理由生成装置及方法、存储介质以及电子设备

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
Lei Li，Generate Neural Template Explanations for Recommendation，CIKM '20: Proceedings of the 29th ACM International Conference on Information & Knowledge Management，2020年10月19日，Pages 755-764，https://doi.org/10.1145/3340531.3411992

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Publication number Publication date
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
KR20240004875A (ko) 2024-01-11
EP4334845A1 (en) 2024-03-13

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