Data-Driven Worked Examples Improve Retention and Completion in a Logic Tutor

被引：7

作者：

Mostafavi, Behrooz ^{[1
]}

Zhou, Guojing ^{[1
]}

Lynch, Collin ^{[1
]}

Chi, Min ^{[1
]}

Barnes, Tiffany ^{[1
]}

机构：

[1] N Carolina State Univ, Dept Comp Sci, Raleigh, NC 27695 USA

来源：

ARTIFICIAL INTELLIGENCE IN EDUCATION, AIED 2015 | 2015年 / 9112卷

基金：

美国国家科学基金会;

关键词：

Worked examples; Data-driven; Problem-solving;

D O I：

10.1007/978-3-319-19773-9_102

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Research shows that expert-crafted worked examples can have a positive effect on student performance. To investigate the potential for data-driven worked examples to achieve similar results, we generated worked examples for the Deep Thought logic tutor, and conducted an experiment to assess their impact on performance. Students who received data-driven worked examples were much more likely to complete the tutor, and completed the tutor in less time. This study demonstrates that worked examples, automatically generated from student data, can be used to improve student learning in tutoring systems.

引用

页码：726 / 729

页数：4

共 50 条

[21] Data-driven recipe completion using machine learning methods
De Clercq, Marlies
Stock, Michiel
De Baets, Bernard
Waegeman, Willem
TRENDS IN FOOD SCIENCE & TECHNOLOGY, 2016, 49 : 1 - 13
[22] Data-Driven Spectrum Cartography via Deep Completion Autoencoders
Teganya, Yves
Romero, Daniel
ICC 2020 - 2020 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2020,
[23] Data-driven fault model development for superconducting logic
Li, Mingye
Wang, Fangzhou
Gupta, Sandeep
2020 IEEE INTERNATIONAL TEST CONFERENCE (ITC), 2020,
[24] Implementation of Data-Driven Timelines and Visual Guidance Tools to Improve Radiation Oncology Task Completion: "Plan Readiness"
Parniani, A.
Chawla, A. K.
Fan, J.
Dupre, P. J.
Miner, L. A.
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2022, 114 (03): : E468 - E468
[25] Bayesian Analysis of Benchmark Examples for Data-Driven Site Characterization
Mavritsakis, Antonis
Schweckendiek, Timo
Teixeira, Ana
Smyrniou, Eleni
Nuttall, Jonathan
ASCE-ASME JOURNAL OF RISK AND UNCERTAINTY IN ENGINEERING SYSTEMS PART A-CIVIL ENGINEERING, 2023, 9 (02)
[26] An unsupervised data completion method for physically-based data-driven models
Ayensa-Jimenez, Jacobo
Doweidar, Mohamed H.
Sanz-Herrera, Jose A.
Doblare, Manuel
COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2019, 344 : 120 - 143
[27] A data-driven workflow to improve energy efficient operation of commercial buildings: A review with real-world examples
Abuimara, Tareq
Hobson, Brodie W.
Gunay, Burak
O'Brien, William
BUILDING SERVICES ENGINEERING RESEARCH & TECHNOLOGY, 2022, 43 (04): : 517 - 534
[28] Improving data retention and home range estimates by data-driven screening
Shimada, Takahiro
Jones, Rhondda
Limpus, Colin
Hamann, Mark
MARINE ECOLOGY PROGRESS SERIES, 2012, 457 : 171 - 180
[29] Data-Driven Dynamic Logic versus NP-CMOS logic, a comparison
Rafati, R
Charaki, AZ
Fakhraie, SM
Smith, KC
ICM 2000: PROCEEDINGS OF THE 12TH INTERNATIONAL CONFERENCE ON MICROELECTRONICS, 2000, : 57 - 60
[30] Data-driven process to improve VA surgical flow
Bidassie, Balmatee
Gunnar, William
Starr, Leigh
Van Buskirk, George
Warner, Lisa
Anckaitis, Clifford
Howard, Angela
INTERNATIONAL JOURNAL OF HEALTH CARE QUALITY ASSURANCE, 2018, 31 (04) : 283 - 294

← 1 2 3 4 5 →