@article{matsuda_weng_wall_2020, title={The Effect of Metacognitive Scaffolding for Learning by Teaching a Teachable Agent}, volume={30}, ISBN={1560-4306}, ISSN={1560-4292 1560-4306}, url={http://dx.doi.org/10.1007/s40593-019-00190-2}, DOI={10.1007/s40593-019-00190-2}, number={1}, journal={International Journal of Artificial Intelligence in Education}, publisher={Springer Science and Business Media LLC}, author={Matsuda, Noboru and Weng, Wenting and Wall, Natalie}, year={2020}, month={Jan}, pages={1–37} } @inbook{shen_shimmei_chi_matsuda_2019, place={Orlando, FL}, title={Applications of Reinforcement Learning to Self-Improving Educational Systems}, volume={7: Self-Improving Systems}, booktitle={Design Recommendations for Intelligent Tutoring Systems}, publisher={US Army Research Lab}, author={Shen, S. and Shimmei, M. and Chi, M. and Matsuda, N.}, editor={Sinatra, A.M. and Graesser, A.C. and Hu, X. and Brawner, K. and Rus, V.Editors}, year={2019}, pages={77–96} } @article{shimmei_matsuda_2019, series={Lecture Notes in Artificial Intelligence}, title={Evidence-Based Recommendation for Content Improvement Using Reinforcement Learning}, volume={11626}, ISBN={1611-3349}, DOI={10.1007/978-3-030-23207-8_68}, journal={ARTIFICIAL INTELLIGENCE IN EDUCATION, AIED 2019, PT II}, author={Shimmei, Machi and Matsuda, Noboru}, year={2019}, pages={369–373}, collection={Lecture Notes in Artificial Intelligence} } @inproceedings{matsuda_shimmei_2019, title={PASTEL: Evidence-based learning engineering method to create intelligent online textbook at scale}, volume={2384}, booktitle={CEUR Workshop Proceedings}, author={Matsuda, N. and Shimmei, M.}, year={2019}, pages={70–80} } @book{matsuda_sekar_wall_2018, title={Metacognitive scaffolding amplifies the effect of learning by teaching a teachable agent}, volume={10947 LNAI}, DOI={10.1007/978-3-319-93843-1_23}, journal={Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)}, author={Matsuda, N. and Sekar, V.P.C. and Wall, N.}, year={2018}, pages={311–323} } @article{matsuda_2018, title={The State-of-the-Art Pedagogical Agent Technology in the Field of Learning Science}, volume={35}, url={https://doi.org/10.14926/jsise.35.13}, number={1}, journal={Transactions of Japanese Society for Information and Systems in Education}, author={Matsuda, N.}, year={2018}, pages={13–20} } @inproceedings{inventado_li_heffernan_inventado_scupelli_tu_matsuda_ostrow_mason_logue_et al._2018, title={Using design patterns for math preservice teacher education}, DOI={10.1145/3282308.3282340}, booktitle={ACM International Conference Proceeding Series}, author={Inventado, P.S. and Li, Y. and Heffernan, N. and Inventado, S.G.F. and Scupelli, P. and Tu, S. and Matsuda, N. and Ostrow, K. and Mason, C. and Logue, M. and et al.}, year={2018} } @inbook{matsuda_2017, place={Tokyo, Japan}, title={Instructional Strategy}, booktitle={Encyclopedia of Artificial Intelligence}, publisher={Japan Society of Artificial Intelligence}, author={Matsuda, N.}, editor={Matsubara, HitoshiEditor}, year={2017}, pages={1157–1159} } @inbook{matsuda_2017, place={Tokyo, Japan}, title={Intelligent Pedagogical Agents}, booktitle={Encyclopedia of Artificial Intelligence}, publisher={Japan Society of Artificial Intelligence}, author={Matsuda, N.}, editor={Matsubara, HitoshiEditor}, year={2017}, pages={1152–1153} } @inproceedings{dumdumaya_banawan_rodrigo_ogan_yarzebinski_matsuda_2017, title={Investigating the effects of cognitive and metacognitive scaffolding on learners using a learning by teaching environment}, booktitle={Proceedings of the 25th International Conference on Computers in Education, ICCE 2017 - Main Conference Proceedings}, author={Dumdumaya, C. and Banawan, M. and Rodrigo, Ma.M. and Ogan, A. and Yarzebinski, E. and Matsuda, N.}, year={2017}, pages={1–10} } @inbook{matsuda_2017, place={Tokyo, Japan}, title={Natural language processing in educational systems}, booktitle={Encyclopedia of Artificial Intelligence}, publisher={Society of Artificial Intelligence}, author={Matsuda, N.}, editor={Matsubara, HitoshiEditor}, year={2017}, pages={1101} } @book{yarzebinski_dumdumaya_rodrigo_matsuda_ogan_2017, title={Regional cultural differences in how students customize their avatars in technology-enhanced learning}, volume={10331 LNAI}, DOI={10.1007/978-3-319-61425-0_73}, journal={Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)}, author={Yarzebinski, E. and Dumdumaya, C. and Rodrigo, M.M.T. and Matsuda, N. and Ogan, A.}, year={2017}, pages={598–601} } @book{matsuda_velsen_barbalios_lin_vasa_hosseini_sutner_bier_2016, title={Cognitive tutors produce adaptive online course: Inaugural field trial}, volume={9684}, DOI={10.1007/978-3-319-39583-8_37}, journal={Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)}, author={Matsuda, N. and Velsen, M. and Barbalios, N. and Lin, S. and Vasa, H. and Hosseini, R. and Sutner, K. and Bier, N.}, year={2016}, pages={327–333} } @article{namatame_matsuda_2016, title={Development of a Peer Review System for Art Education and its Evaluation}, volume={15}, ISSN={1884-0833 1884-5258}, url={http://dx.doi.org/10.5057/jjske.tjske-d-15-00091}, DOI={10.5057/jjske.tjske-d-15-00091}, number={4}, journal={Transactions of Japan Society of Kansei Engineering}, publisher={Japan Society of Kansei Engineering}, author={Namatame, Miki and Matsuda, Noboru}, year={2016}, pages={425–430} } @inproceedings{matsuda_chandrasekaran_stamper_2016, title={How quickly can wheel spinning be detected?}, booktitle={Proceedings of the 9th International Conference on Educational Data Mining, EDM 2016}, author={Matsuda, N. and Chandrasekaran, S. and Stamper, J.}, year={2016}, pages={607–608} } @book{matsuda_barbalios_zhao_ramamurthy_stylianides_koedinger_2016, title={Tell me how to teach, I’ll learn how to solve problems}, volume={9684}, DOI={10.1007/978-3-319-39583-8_11}, journal={Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)}, author={Matsuda, N. and Barbalios, N. and Zhao, Z. and Ramamurthy, A. and Stylianides, G.J. and Koedinger, K.R.}, year={2016}, pages={111–121} } @inproceedings{maclellan_harpstead_wiese_zou_matsuda_aleven_koedinger_2015, title={Authoring tutors with complex solutions: A comparative analysis of Example Tracing and SimStudent}, volume={1432}, booktitle={CEUR Workshop Proceedings}, author={Maclellan, C.J. and Harpstead, E. and Wiese, E.S. and Zou, M. and Matsuda, N. and Aleven, V. and Koedinger, K.R.}, year={2015}, pages={35–44} } @article{li_matsuda_cohen_koedinger_2015, title={Integrating representation learning and skill learning in a human-like intelligent agent}, volume={219}, DOI={10.1016/j.artint.2014.11.002}, journal={Artificial Intelligence}, author={Li, N. and Matsuda, N. and Cohen, W.W. and Koedinger, K.R.}, year={2015}, pages={67–91} } @inproceedings{koedinger_matsuda_maclellan_mclaughlin_2015, title={Methods for evaluating simulated learners: Examples from SimStudent}, volume={1432}, booktitle={CEUR Workshop Proceedings}, author={Koedinger, K.R. and Matsuda, N. and Maclellan, C.J. and McLaughlin, E.A.}, year={2015}, pages={45–54} } @article{matsuda_cohen_koedinger_2015, title={Teaching the teacher: Tutoring simstudent leads to more effective cognitive tutor authoring}, volume={25}, DOI={10.1007/s40593-014-0020-1}, number={1}, journal={International Journal of Artificial Intelligence in Education}, author={Matsuda, N. and Cohen, W.W. and Koedinger, K.R.}, year={2015}, pages={1–34} } @book{yarzebinski_ogan_rodrigo_matsuda_2015, title={Understanding students’ use of code-switching in a learning by teaching technology}, volume={9112}, DOI={10.1007/978-3-319-19773-9_50}, journal={Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)}, author={Yarzebinski, E. and Ogan, A. and Rodrigo, M.M.T. and Matsuda, N.}, year={2015}, pages={504–513} } @book{maclellan_koedinger_matsuda_2014, title={Authoring tutors with simstudent: An evaluation of efficiency and model quality}, volume={8474 LNCS}, DOI={10.1007/978-3-319-07221-0_70}, journal={Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)}, author={MacLellan, C.J. and Koedinger, K.R. and Matsuda, N.}, year={2014}, pages={551–560} } @book{matsuda_griger_barbalios_stylianides_cohen_koedinger_2014, title={Investigating the effect of meta-cognitive scaffolding for learning by teaching}, volume={8474 LNCS}, DOI={10.1007/978-3-319-07221-0_13}, journal={Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)}, author={Matsuda, N. and Griger, C.L. and Barbalios, N. and Stylianides, G.J. and Cohen, W.W. and Koedinger, K.R.}, year={2014}, pages={104–113} } @article{matsuda_yarzebinski_keiser_raizada_cohen_stylianides_koedinger_2013, title={Cognitive anatomy of tutor learning: Lessons learned with SimStudent.}, volume={105}, ISSN={1939-2176 0022-0663}, url={http://dx.doi.org/10.1037/a0031955}, DOI={10.1037/a0031955}, number={4}, journal={Journal of Educational Psychology}, publisher={American Psychological Association (APA)}, author={Matsuda, Noboru and Yarzebinski, Evelyn and Keiser, Victoria and Raizada, Rohan and Cohen, William W. and Stylianides, Gabriel J. and Koedinger, Kenneth R.}, year={2013}, pages={1152–1163} } @inproceedings{rodrigo_ong_bringula_basa_dela cruz_matsuda_2013, title={Impact of prior knowledge and teaching strategies on learning by teaching}, volume={1009}, booktitle={CEUR Workshop Proceedings}, author={Rodrigo, Ma.M.T. and Ong, A. and Bringula, R. and Basa, R.S. and Dela Cruz, C. and Matsuda, N.}, year={2013}, pages={71–80} } @article{matsuda_yarzebinski_keiser_raizada_stylianides_koedinger_2013, title={Studying the effect of a competitive game show in a learning by teaching environment}, volume={23}, DOI={10.1007/s40593-013-0009-1}, number={1-4}, journal={International Journal of Artificial Intelligence in Education}, author={Matsuda, N. and Yarzebinski, E. and Keiser, V. and Raizada, R. and Stylianides, G.J. and Koedinger, K.R.}, year={2013}, pages={1–21} } @inproceedings{maclellan_matsuda_koedinger_2013, title={Toward a reflective SimStudent: Using experience to avoid generalization errors}, volume={1009}, booktitle={CEUR Workshop Proceedings}, author={MacLellan, C.J. and Matsuda, N. and Koedinger, K.R.}, year={2013}, pages={51–60} } @inproceedings{ogan_finkelstein_mayfield_d’adamo_matsuda_cassell_2012, title={"Oh, dear Stacy!" Social interaction, elaboration, and learning with teachable agents}, DOI={10.1145/2207676.2207684}, booktitle={Conference on Human Factors in Computing Systems - Proceedings}, author={Ogan, A. and Finkelstein, S. and Mayfield, E. and D’Adamo, C. and Matsuda, N. and Cassell, J.}, year={2012}, pages={39–48} } @inproceedings{namatame_matsuda_2012, title={An application of peer review for art education: A tablet PC becomes a language for students who are hard of hearing}, DOI={10.1109/WMUTE.2012.43}, booktitle={Proceedings 2012 17th IEEE International Conference on Wireless, Mobile and Ubiquitous Technology in Education, WMUTE 2012}, author={Namatame, M. and Matsuda, N.}, year={2012}, pages={190–192} } @book{carlson_keiser_matsuda_koedinger_penstein rosé_2012, title={Building a conversational simstudent}, volume={7315 LNCS}, DOI={10.1007/978-3-642-30950-2_73}, journal={Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)}, author={Carlson, R. and Keiser, V. and Matsuda, N. and Koedinger, K.R. and Penstein Rosé, C.}, year={2012}, pages={563–569} } @book{matsuda_yarzebinski_keiser_raizada_stylianides_koedinger_2012, title={Motivational factors for learning by teaching: The effect of a competitive game show in a virtual peer-Learning Environment}, volume={7315 LNCS}, DOI={10.1007/978-3-642-30950-2_14}, journal={Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)}, author={Matsuda, N. and Yarzebinski, E. and Keiser, V. and Raizada, R. and Stylianides, G. and Koedinger, K.R.}, year={2012}, pages={101–111} } @inproceedings{matsuda_cohen_koedinger_keiser_raizada_yarzebinski_watson_stylianides_2012, title={Studying the effect of tutor learning using a teachable agent that asks the student tutor for explanations}, DOI={10.1109/DIGITEL.2012.12}, booktitle={Proceedings 2012 4th IEEE International Conference on Digital Game and Intelligent Toy Enhanced Learning, DIGITEL 2012}, author={Matsuda, N. and Cohen, W.W. and Koedinger, K.R. and Keiser, V. and Raizada, R. and Yarzebinski, E. and Watson, S.P. and Stylianides, G.}, year={2012}, pages={25–32} } @inproceedings{li_matsuda_cohen_koedinger_2011, title={A machine learning approach for automatic student model discovery}, booktitle={EDM 2011 - Proceedings of the 4th International Conference on Educational Data Mining}, author={Li, N. and Matsuda, N. and Cohen, W.W. and Koedinger, K.R.}, year={2011}, pages={31–40} } @book{matsuda_yarzebinski_keiser_raizada_stylianides_cohen_koedinger_2011, title={Learning by teaching simstudent - An initial classroom baseline study comparing with cognitive tutor}, volume={6738 LNAI}, DOI={10.1007/978-3-642-21869-9_29}, journal={Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)}, author={Matsuda, N. and Yarzebinski, E. and Keiser, V. and Raizada, R. and Stylianides, G.J. and Cohen, W.W. and Koedinger, K.R.}, year={2011}, pages={213–221} } @book{matsuda_keiser_raizada_stylianides_cohen_koedinger_2011, title={Learning by teaching simstudent - Interactive event}, volume={6738 LNAI}, DOI={10.1007/978-3-642-21869-9_124}, journal={Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)}, author={Matsuda, N. and Keiser, V. and Raizada, R. and Stylianides, G. and Cohen, W.W. and Koedinger, K.R.}, year={2011}, pages={623} } @book{matsuda_keiser_raizada_stylianides_cohen_koedinger_2010, title={Learning by teaching SimStudent}, volume={6095 LNCS}, DOI={10.1007/978-3-642-13437-1_106}, number={PART 2}, journal={Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)}, author={Matsuda, N. and Keiser, V. and Raizada, R. and Stylianides, G. and Cohen, W.W. and Koedinger, K.}, year={2010}, pages={449} } @book{matsuda_keiser_raizada_tu_stylianides_cohen_koedinger_2010, title={Learning by teaching SimStudent: Technical accomplishments and an initial use with students}, volume={6094 LNCS}, DOI={10.1007/978-3-642-13388-6_36}, number={PART 1}, journal={Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)}, author={Matsuda, N. and Keiser, V. and Raizada, R. and Tu, A. and Stylianides, G. and Cohen, W.W. and Koedinger, K.R.}, year={2010}, pages={317–326} } @inproceedings{li_matsuda_cohen_koedinger_2010, title={Towards a computational model of why some students learn faster than others}, volume={FS-10-01}, booktitle={AAAI Fall Symposium - Technical Report}, author={Li, N. and Matsuda, N. and Cohen, W.W. and Koedinger, K.R.}, year={2010}, pages={40–46} } @inproceedings{matsuda_cohen_koedinger_stylianides_keiser_raizada_2010, title={Tuning cognitive tutors into a platform for learning-by-teaching with SimStudent technology}, volume={587}, booktitle={CEUR Workshop Proceedings}, author={Matsuda, N. and Cohen, W.W. and Koedinger, K.R. and Stylianides, G. and Keiser, V. and Raizada, R.}, year={2010}, pages={20–25} } @book{matsuda_cohen_sewall_lacerda_koedinger_2008, title={Why tutored problem solving may be better than example study: Theoretical implications from a simulated-student study}, volume={5091 LNCS}, DOI={10.1007/978-3-540-69132-7-16}, journal={Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)}, author={Matsuda, N. and Cohen, W.W. and Sewall, J. and Lacerda, G. and Koedinger, K.R.}, year={2008}, pages={111–121} } @book{matsuda_cohen_sewall_lacerda_koedinger_2007, title={Evaluating a simulated student using real students data for training and testing}, volume={4511 LNCS}, journal={Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)}, author={Matsuda, N. and Cohen, W.W. and Sewall, J. and Lacerda, G. and Koedinger, K.R.}, year={2007}, pages={107–116} } @inproceedings{matsuda_cohen_koedinger_2005, title={Applying programming by demonstration in an intelligent authoring tool for cognitive tutors}, volume={WS-05-04}, booktitle={AAAI Workshop - Technical Report}, author={Matsuda, N. and Cohen, W.W. and Koedinger, K.R.}, year={2005}, pages={1–8} } @article{matsuda_vanlehn_2004, title={GRAMY: A geometry theorem prover capable of construction}, volume={32}, DOI={10.1023/B:JARS.0000021960.39761.b7}, number={1}, journal={Journal of Automated Reasoning}, author={Matsuda, N. and Vanlehn, K.}, year={2004}, pages={3–33} } @inproceedings{matsuda_vanlehn_2003, title={Modeling hinting strategies for geometry theorem proving}, volume={2702}, booktitle={Lecture Notes in Artificial Intelligence (Subseries of Lecture Notes in Computer Science)}, author={Matsuda, N. and VanLehn, K.}, year={2003}, pages={373–377} } @book{matsuda_vanlehn_2000, title={A reification of a strategy for geometry theorem proving}, volume={1839}, journal={Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)}, author={Matsuda, N. and VanLehn, K.}, year={2000}, pages={660} } @book{matsuda_okamoto_1998, title={Diagrammatic reasoning for geometry ITS to teach auxiliary line construction problems}, volume={1452}, journal={Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)}, author={Matsuda, N. and Okamoto, T.}, year={1998}, pages={244–253} } @article{okamoto_morihiro_matsuda_takuma_1994, title={Application of analogical reasoning and extraction of tutoring rules for concept-formation learning}, volume={77}, ISSN={1042-0967 1520-6440}, url={http://dx.doi.org/10.1002/ecjc.4430770307}, DOI={10.1002/ecjc.4430770307}, number={3}, journal={Electronics and Communications in Japan (Part III: Fundamental Electronic Science)}, publisher={Wiley}, author={Okamoto, Toshio and Morihiro, Koichiro and Matsuda, Noboru and Takuma, Shimpei}, year={1994}, pages={75–86} } @article{matsuda_okamoto_1992, title={Student model and its recognition by hypothesis-based reasoning in ITS}, volume={75}, ISSN={1042-0967 1520-6440}, url={http://dx.doi.org/10.1002/ecjc.4430750807}, DOI={10.1002/ecjc.4430750807}, number={8}, journal={Electronics and Communications in Japan (Part III: Fundamental Electronic Science)}, publisher={Wiley}, author={Matsuda, Noboru and Okamoto, Toshio}, year={1992}, pages={85–95} }