JP6960688B2 - 学習効率に基づいて個人カスタマイズ型教育コンテンツを提供するための機械学習方法、装置及びコンピュータプログラム - Google Patents

学習効率に基づいて個人カスタマイズ型教育コンテンツを提供するための機械学習方法、装置及びコンピュータプログラム Download PDF

Info

Publication number
JP6960688B2
JP6960688B2 JP2019570009A JP2019570009A JP6960688B2 JP 6960688 B2 JP6960688 B2 JP 6960688B2 JP 2019570009 A JP2019570009 A JP 2019570009A JP 2019570009 A JP2019570009 A JP 2019570009A JP 6960688 B2 JP6960688 B2 JP 6960688B2
Authority
JP
Japan
Prior art keywords
user
question
score
test
external test
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Active
Application number
JP2019570009A
Other languages
English (en)
Japanese (ja)
Other versions
JP2021508065A (ja
Inventor
ヨンミン チャ
ドンミン シン
ジェミン イ
ヨンク イ
ジェウィ ホ
Original Assignee
ルイド インコーポレイテッド
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by ルイド インコーポレイテッド filed Critical ルイド インコーポレイテッド
Publication of JP2021508065A publication Critical patent/JP2021508065A/ja
Priority to JP2021164287A priority Critical patent/JP7474517B2/ja
Application granted granted Critical
Publication of JP6960688B2 publication Critical patent/JP6960688B2/ja
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Classifications

    • G—PHYSICS
    • G09—EDUCATION; CRYPTOGRAPHY; DISPLAY; ADVERTISING; SEALS
    • G09B—EDUCATIONAL OR DEMONSTRATION APPLIANCES; APPLIANCES FOR TEACHING, OR COMMUNICATING WITH, THE BLIND, DEAF OR MUTE; MODELS; PLANETARIA; GLOBES; MAPS; DIAGRAMS
    • G09B7/00—Electrically-operated teaching apparatus or devices working with questions and answers
    • G09B7/06—Electrically-operated teaching apparatus or devices working with questions and answers of the multiple-choice answer-type, i.e. where a given question is provided with a series of answers and a choice has to be made from the answers
    • 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
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q50/00—Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
    • G06Q50/10—Services
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q50/00—Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
    • G06Q50/10—Services
    • G06Q50/20—Education
    • G06Q50/205—Education administration or guidance
    • G06Q50/2057—Career enhancement or continuing education service
    • G—PHYSICS
    • G09—EDUCATION; CRYPTOGRAPHY; DISPLAY; ADVERTISING; SEALS
    • G09B—EDUCATIONAL OR DEMONSTRATION APPLIANCES; APPLIANCES FOR TEACHING, OR COMMUNICATING WITH, THE BLIND, DEAF OR MUTE; MODELS; PLANETARIA; GLOBES; MAPS; DIAGRAMS
    • G09B5/00—Electrically-operated educational appliances
    • G09B5/04—Electrically-operated educational appliances with audible presentation of the material to be studied
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Business, Economics & Management (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Educational Technology (AREA)
  • Educational Administration (AREA)
  • Software Systems (AREA)
  • Tourism & Hospitality (AREA)
  • General Engineering & Computer Science (AREA)
  • Mathematical Physics (AREA)
  • Computing Systems (AREA)
  • Evolutionary Computation (AREA)
  • Data Mining & Analysis (AREA)
  • Artificial Intelligence (AREA)
  • Human Resources & Organizations (AREA)
  • Strategic Management (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Medical Informatics (AREA)
  • General Health & Medical Sciences (AREA)
  • Primary Health Care (AREA)
  • Marketing (AREA)
  • General Business, Economics & Management (AREA)
  • Economics (AREA)
  • Health & Medical Sciences (AREA)
  • Computational Linguistics (AREA)
  • Electrically Operated Instructional Devices (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
JP2019570009A 2018-10-16 2019-10-16 学習効率に基づいて個人カスタマイズ型教育コンテンツを提供するための機械学習方法、装置及びコンピュータプログラム Active JP6960688B2 (ja)

Priority Applications (1)

Application Number Priority Date Filing Date Title
JP2021164287A JP7474517B2 (ja) 2018-10-16 2021-10-05 学習効率に基づいて個人カスタマイズ型教育コンテンツを提供するための機械学習方法、装置及びコンピュータプログラム

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
KR1020180123240A KR102015075B1 (ko) 2018-10-16 2018-10-16 학습 효율을 기반으로 개인 맞춤형 교육 컨텐츠를 제공하기 위한 기계학습 방법, 장치 및 컴퓨터 프로그램
KR10-2018-0123240 2018-10-16
PCT/KR2019/013590 WO2020080826A1 (ko) 2018-10-16 2019-10-16 학습 효율을 기반으로 개인 맞춤형 교육 컨텐츠를 제공하기 위한 기계학습 방법, 장치 및 컴퓨터 프로그램

Related Child Applications (1)

Application Number Title Priority Date Filing Date
JP2021164287A Division JP7474517B2 (ja) 2018-10-16 2021-10-05 学習効率に基づいて個人カスタマイズ型教育コンテンツを提供するための機械学習方法、装置及びコンピュータプログラム

Publications (2)

Publication Number Publication Date
JP2021508065A JP2021508065A (ja) 2021-02-25
JP6960688B2 true JP6960688B2 (ja) 2021-11-05

Family

ID=67807818

Family Applications (2)

Application Number Title Priority Date Filing Date
JP2019570009A Active JP6960688B2 (ja) 2018-10-16 2019-10-16 学習効率に基づいて個人カスタマイズ型教育コンテンツを提供するための機械学習方法、装置及びコンピュータプログラム
JP2021164287A Active JP7474517B2 (ja) 2018-10-16 2021-10-05 学習効率に基づいて個人カスタマイズ型教育コンテンツを提供するための機械学習方法、装置及びコンピュータプログラム

Family Applications After (1)

Application Number Title Priority Date Filing Date
JP2021164287A Active JP7474517B2 (ja) 2018-10-16 2021-10-05 学習効率に基づいて個人カスタマイズ型教育コンテンツを提供するための機械学習方法、装置及びコンピュータプログラム

Country Status (5)

Country Link
US (1) US11704578B2 (https=)
JP (2) JP6960688B2 (https=)
KR (1) KR102015075B1 (https=)
CN (1) CN111328407A (https=)
WO (1) WO2020080826A1 (https=)

Families Citing this family (22)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR102015075B1 (ko) * 2018-10-16 2019-08-27 (주)뤼이드 학습 효율을 기반으로 개인 맞춤형 교육 컨텐츠를 제공하기 위한 기계학습 방법, 장치 및 컴퓨터 프로그램
KR20210125250A (ko) 2020-04-08 2021-10-18 주식회사 셀바스에이아이 문항 평가 방법 및 이를 이용한 디바이스
US12100315B2 (en) * 2020-06-18 2024-09-24 The Hong Kong University Of Science And Technology Peer-inspired student performance prediction in interactive online question pools with graph neural network
CN111914176B (zh) * 2020-08-07 2023-10-27 腾讯科技（深圳）有限公司 题目的推荐方法及装置
KR102283711B1 (ko) * 2020-09-16 2021-07-30 (주)뤼이드 사용자의 학습효과를 반영하여 추천문제를 결정하는 학습 컨텐츠 추천 장치, 시스템 및 그것의 동작 방법
KR102645628B1 (ko) * 2020-11-13 2024-03-11 주식회사 포티투마루 선다형 질문에 대한 정답 선택 방법 및 장치
KR102385073B1 (ko) * 2020-11-13 2022-04-11 (주)뤼이드 점수 확률분포 형태 통일화를 통해 평가 가능한 문제를 추천하는 학습 문제 추천 시스템 및 이것의 동작방법
KR102316980B1 (ko) * 2020-11-20 2021-10-27 태그하이브 주식회사 사용자 맞춤형 문제 제공 장치 및 이의 실행 방법
KR102406414B1 (ko) * 2021-01-04 2022-06-08 (주)뤼이드 잠재인자에 기반한 협업 필터링을 사용하여 사용자의 정답확률을 예측하는 학습 컨텐츠 추천 시스템 및 그것의 동작방법
KR102406458B1 (ko) * 2021-04-01 2022-06-08 (주)뤼이드 복수의 시험 도메인에 적용되는 전이요소로 학습된 인공지능 모델을 통해 사용자의 실력을 평가하는 장치, 시스템 및 그것의 동작방법
KR20220164186A (ko) * 2021-06-04 2022-12-13 주식회사 천재교과서 인공지능 취약 진단 학습 추천 서비스 시스템 및 방법
KR102412378B1 (ko) * 2021-07-01 2022-06-23 (주)뤼이드 사용자에게 교육 효과가 최대화되는 웹페이지를 추천하는 방법, 장치, 및 시스템
KR102396078B1 (ko) * 2021-10-26 2022-05-10 (주)뤼이드 사용자 평가를 위한 진단고사 추천방법
JP7803124B2 (ja) * 2021-12-27 2026-01-21 富士フイルムビジネスイノベーション株式会社 情報処理装置、及び情報処理プログラム
KR102465634B1 (ko) * 2022-07-20 2022-11-11 주식회사 튜링 사용자들의 문제 풀이 실력 향상을 위한 맞춤형 문제를 제공하는 기법
KR102518474B1 (ko) * 2022-07-21 2023-04-05 주식회사 튜링 사용자의 실력을 업데이트하는 기법
JP7777555B2 (ja) * 2023-03-06 2025-11-28 株式会社ベネッセコーポレーション 学習支援システム
WO2024247017A1 (ja) * 2023-05-26 2024-12-05 日本電信電話株式会社 教材提供装置、教材提供方法、及びプログラム
KR102942120B1 (ko) * 2023-09-11 2026-03-20 주식회사 일릭서 학습결과의 전 과정을 자동 진단 및 평가하는 빅데이터 분석 알고리즘이 적용된 2시그마 학습 성취도 평가 시스템
KR102627731B1 (ko) * 2023-09-18 2024-01-24 이동근 학생의 학업성취를 위한 맞춤형 학습방향 설정 서비스 제공 장치 및 방법
KR20250104337A (ko) 2023-12-29 2025-07-08 이주열 사용자의 경험 데이터 수집에 기반하는 교육 정보 제공 시스템
KR20250121734A (ko) 2024-02-05 2025-08-12 이주열 수강생들의 강의 노트 거래를 위한 매매 플랫폼 시스템

Family Cites Families (31)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6921268B2 (en) * 2002-04-03 2005-07-26 Knowledge Factor, Inc. Method and system for knowledge assessment and learning incorporating feedbacks
KR100747141B1 (ko) * 2002-09-25 2007-08-07 가부시키가이샤 베네세 코포레이션 테스트시스템, 테스트시스템 제어방법 및 그 제어방법을 실행하는 컴퓨터 프로그램을 기억하는 기억매체
JP4447411B2 (ja) * 2004-09-03 2010-04-07 株式会社エヌ・ティ・ティ・データ 学習者習得特性分析システム及びその方法並びにプログラム
US20070269788A1 (en) * 2006-05-04 2007-11-22 James Flowers E learning platform for preparation for standardized achievement tests
JP4923246B2 (ja) * 2006-07-21 2012-04-25 国立大学法人山口大学 適応型テストシステムとその方法
KR20100022427A (ko) * 2009-04-20 2010-03-02 강남희 이동 기기를 이용하는 교육 컨텐트 기반의 테스트, 랭킹, 평가, 분석 및 ｂ2ｃ/ｂ2ｂ연계를 위한 시스템 및 방법
JP5481295B2 (ja) * 2010-07-15 2014-04-23 エヌ・ティ・ティ・コムウェア株式会社 オブジェクト推薦装置、オブジェクト推薦方法、オブジェクト推薦プログラムおよびオブジェクト推薦システム
KR101285217B1 (ko) * 2011-10-06 2013-07-11 주식회사 퀀트랩 큐벡터를 이용한 문항출제 시스템 및 방법
JP2013178707A (ja) * 2012-02-29 2013-09-09 Kddi Corp レコメンド装置、レコメンド方法およびプログラム
JP6015065B2 (ja) * 2012-03-29 2016-10-26 富士通株式会社 学習支援サーバ、学習支援方法、学習支援プログラム及び学習支援システム
US20140272914A1 (en) * 2013-03-15 2014-09-18 William Marsh Rice University Sparse Factor Analysis for Learning Analytics and Content Analytics
KR101285127B1 (ko) 2013-06-07 2013-07-19 양경명 차량의 적재물 감시 장치
US10558924B2 (en) * 2014-05-23 2020-02-11 DataRobot, Inc. Systems for second-order predictive data analytics, and related methods and apparatus
US10366332B2 (en) * 2014-08-14 2019-07-30 International Business Machines Corporation Tailoring question answering system output based on user expertise
US10691698B2 (en) * 2014-11-06 2020-06-23 International Business Machines Corporation Automatic near-real-time prediction, classification, and notification of events in natural language systems
US9818306B2 (en) * 2014-12-17 2017-11-14 Afficient Academy, Inc. System and method for assessing learning or training progress
US9715621B2 (en) * 2014-12-22 2017-07-25 Mcafee, Inc. Systems and methods for real-time user verification in online education
US10885803B2 (en) * 2015-01-23 2021-01-05 Massachusetts Institute Of Technology System and method for real-time analysis and guidance of learning
US10475043B2 (en) * 2015-01-28 2019-11-12 Intuit Inc. Method and system for pro-active detection and correction of low quality questions in a question and answer based customer support system
KR20160117097A (ko) 2015-03-31 2016-10-10 이소열 추정필터를 이용한 교육 성과 예측 방법 및 시스템
CN104835087B (zh) * 2015-04-30 2019-04-05 泸州市金点教育科技有限公司 教育测试系统的数据处理方法及装置
KR20170034106A (ko) 2015-09-18 2017-03-28 아주대학교산학협력단 사용자 적정 난이도 문제 추천 장치 및 그 방법
JP2017068189A (ja) * 2015-10-02 2017-04-06 アノネ株式会社 学習支援装置、学習支援方法、学習支援装置用プログラム
JP2017207691A (ja) * 2016-05-20 2017-11-24 阪本システムズ株式会社 択一問題の正答率予測方法
CN106682768B (zh) * 2016-12-08 2018-05-08 北京粉笔蓝天科技有限公司 一种答题分数的预测方法、系统、终端及服务器
KR101853091B1 (ko) * 2017-05-19 2018-04-27 (주)뤼이드 기계학습이 적용된 사용자 답변 예측 프레임워크를 통한 개인 맞춤형 교육 컨텐츠 제공 방법, 장치 및 컴퓨터 프로그램
US20200193317A1 (en) * 2017-05-19 2020-06-18 Riiid Inc. Method, device and computer program for estimating test score
KR101895963B1 (ko) * 2017-10-31 2018-10-04 (주)뤼이드 신규 사용자를 분석하는 방법
CN108345697A (zh) * 2018-03-22 2018-07-31 山东财经大学 面向大学生群体的智慧课程推荐方法、系统及存储介质
KR102104660B1 (ko) * 2018-04-23 2020-04-24 주식회사 에스티유니타스 사용자 맞춤형 학습 컨텐츠 제공 시스템 및 방법
KR102015075B1 (ko) * 2018-10-16 2019-08-27 (주)뤼이드 학습 효율을 기반으로 개인 맞춤형 교육 컨텐츠를 제공하기 위한 기계학습 방법, 장치 및 컴퓨터 프로그램

Also Published As

Publication number Publication date
BR112021007166A2 (pt) 2021-07-20
JP2022008867A (ja) 2022-01-14
WO2020080826A1 (ko) 2020-04-23
US11704578B2 (en) 2023-07-18
JP7474517B2 (ja) 2024-04-25
JP2021508065A (ja) 2021-02-25
KR102015075B1 (ko) 2019-08-27
CN111328407A (zh) 2020-06-23
US20210133598A1 (en) 2021-05-06

Similar Documents

Publication Publication Date Title
JP6960688B2 (ja) 学習効率に基づいて個人カスタマイズ型教育コンテンツを提供するための機械学習方法、装置及びコンピュータプログラム
KR102096301B1 (ko) 액티브 러닝 기법을 적용한 머신 러닝 프레임워크 운용 방법, 장치 및 컴퓨터 프로그램
KR102075936B1 (ko) 학습 효율을 기반으로 개인 맞춤형 교육 컨텐츠를 제공하기 위한 기계학습 방법, 장치 및 컴퓨터 프로그램
Mehren et al. System competence modelling: Theoretical foundation and empirical validation of a model involving natural, social and human‐environment systems
von Davier Computational psychometrics in support of collaborative educational assessments
Fratamico et al. Applying a framework for student modeling in exploratory learning environments: Comparing data representation granularity to handle environment complexity
JP2020521244A (ja) 試験点数を推定する方法、装置及びコンピュータプログラム
JP6879526B2 (ja) データを分析する方法
CN108959331A (zh) 运用设备学习框架的方法、装置及计算机程序
Elahi et al. Classification of researches and evolving a consolidating typology of management studies
Ralston et al. We need to talk about statistical anxiety. A review of the evidence around statistical anxiety in the context of quantitative methods pedagogy
JP2020177507A (ja) 試験問題予測システム及び試験問題予測方法
McBroom et al. DETECT: A hierarchical clustering algorithm for behavioural trends in temporal educational data
Sisovic et al. Mining student data to assess the impact of moodle activities and prior knowledge on programming course success
JP6498106B2 (ja) 理解度確率に応じて問題群のモデルを選択するユーザ適応型のテストプログラム、装置及び方法
KR101836206B1 (ko) 개인 맞춤형 교육 컨텐츠를 제공하는 방법, 장치 및 컴퓨터 프로그램
CN116975558B (zh) 一种基于多维项目反应理论的计算思维测评方法
KR20180127188A (ko) 개인 맞춤형 교육 컨텐츠를 제공하기 위한 기계학습 프레임워크 운용 방법, 장치 및 컴퓨터 프로그램
KR20190049627A (ko) 기계학습 프레임워크의 분석 결과를 해석하는 방법, 장치 및 컴퓨터 프로그램
Almond Tips and tricks for building Bayesian networks for scoring game-based assessments
Fancsali Variable construction for predictive and causal modeling of online education data
KR101895963B1 (ko) 신규 사용자를 분석하는 방법
Hwang Gray forecast approach for developing distance learning and diagnostic systems
van der Palm et al. A Flexible Latent Class Approach to Estimating Test‐Score Reliability
Bradáč et al. Language e-learning based on adaptive decision-making system

Legal Events

Date Code Title Description
A621 Written request for application examination

Free format text: JAPANESE INTERMEDIATE CODE: A621

Effective date: 20191227

A131 Notification of reasons for refusal

Free format text: JAPANESE INTERMEDIATE CODE: A131

Effective date: 20210308

A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20210608

TRDD Decision of grant or rejection written
A01 Written decision to grant a patent or to grant a registration (utility model)

Free format text: JAPANESE INTERMEDIATE CODE: A01

Effective date: 20210907

A61 First payment of annual fees (during grant procedure)

Free format text: JAPANESE INTERMEDIATE CODE: A61

Effective date: 20211005

R150 Certificate of patent or registration of utility model

Ref document number: 6960688

Country of ref document: JP

Free format text: JAPANESE INTERMEDIATE CODE: R150

R250 Receipt of annual fees

Free format text: JAPANESE INTERMEDIATE CODE: R250

R250 Receipt of annual fees

Free format text: JAPANESE INTERMEDIATE CODE: R250