Ryan S. Baker, Ph.D. - Publications

Affiliations: 
2006 Carnegie Mellon University, Pittsburgh, PA 
Area:
Computer Science, Cognitive Psychology, Educational Psychology Education

34 high-probability publications. We are testing a new system for linking publications to authors. You can help! If you notice any inaccuracies, please sign in and mark papers as correct or incorrect matches. If you identify any major omissions or other inaccuracies in the publication list, please let us know.

Year Citation  Score
2020 Crossley SA, Karumbaiah S, Ocumpaugh J, Labrum MJ, Baker RS. Predicting Math Identity Through Language and Click-Stream Patterns in a Blended Learning Mathematics Program for Elementary Students Journal of Learning Analytics. 7: 19-37. DOI: 10.18608/Jla.2020.71.3  0.392
2020 Baker RS, Berning AW, Gowda SM, Zhang S, Hawn A. Predicting K-12 Dropout Journal of Education For Students Placed At Risk (Jespar). 25: 28-54. DOI: 10.1080/10824669.2019.1670065  0.354
2020 Owen VE, Baker RS. Fueling Prediction of Player Decisions: Foundations of Feature Engineering for Optimized Behavior Modeling in Serious Games Technology, Knowledge, and Learning. 25: 225-250. DOI: 10.1007/S10758-018-9393-9  0.364
2019 Paquette L, Baker RS. Comparing machine learning to knowledge engineering for student behavior modeling: a case study in gaming the system Interactive Learning Environments. 27: 585-597. DOI: 10.1080/10494820.2019.1610450  0.442
2019 Slater S, Baker R. Forecasting Future Student Mastery. Distance Education. 40: 380-394. DOI: 10.1080/01587919.2019.1632169  0.343
2019 Molenaar I, Horvers A, Baker RS. What can moment-by-moment learning curves tell about students' self-regulated learning? Learning and Instruction. 101206. DOI: 10.1016/J.Learninstruc.2019.05.003  0.445
2019 Richey JE, Andres-Bray JML, Mogessie M, Scruggs R, Andres JM, Star JR, Baker RS, McLaren BM. More confusion and frustration, better learning: The impact of erroneous examples Computers & Education. 139: 173-190. DOI: 10.1016/J.Compedu.2019.05.012  0.457
2018 Jiang Y, Clarke-Midura J, Keller B, Baker RS, Paquette L, Ocumpaugh J. Note-taking and science inquiry in an open-ended learning environment. Contemporary Educational Psychology. 55: 12-29. PMID 30568321 DOI: 10.1016/J.Cedpsych.2018.08.004  0.477
2018 Reid JR, Baker RS. Designing and testing an educational innovation. Pediatric Radiology. 48: 1406-1409. PMID 30121792 DOI: 10.1007/S00247-018-4193-X  0.334
2018 Wang Y, Baker R. Grit and Intention: Why Do Learners Complete MOOCs? The International Review of Research in Open and Distributed Learning. 19: 20-42. DOI: 10.19173/Irrodl.V19I3.3393  0.355
2018 Salmeron-Majadas S, Baker RS, Santos OC, Boticario JG. A Machine Learning Approach to Leverage Individual Keyboard and Mouse Interaction Behavior From Multiple Users in Real-World Learning Scenarios Ieee Access. 6: 39154-39179. DOI: 10.1109/Access.2018.2854966  0.364
2018 Slater S, Baker RS. Degree of error in Bayesian knowledge tracing estimates from differences in sample sizes Behaviormetrika. 45: 475-493. DOI: 10.1007/S41237-018-0072-X  0.39
2017 Slater S, Joksimović S, Kovanovic V, Baker RS, Gasevic D. Tools for Educational Data Mining A Review Journal of Educational and Behavioral Statistics. 42: 85-106. DOI: 10.3102/1076998616666808  0.335
2017 Rowe E, Asbell-Clarke J, Baker RS, Eagle M, Hicks AG, Barnes TM, Brown RA, Edwards T. Assessing implicit science learning in digital games Computers in Human Behavior. 76: 617-630. DOI: 10.1016/J.Chb.2017.03.043  0.45
2017 Pedro MOCZS, Baker RS, Heffernan NT. An Integrated Look at Middle School Engagement and Learning in Digital Environments as Precursors to College Attendance. Technology, Knowledge, and Learning. 22: 243-270. DOI: 10.1007/S10758-017-9318-Z  0.418
2016 Kovanovic V, Gaševic D, Dawson S, Joksimovic S, Baker RS, Hatala M. Does Time-on-task Estimation Matter? Implications on Validity of Learning Analytics Findings Journal of Learning Analytics. 2: 81-110. DOI: 10.18608/Jla.2015.23.6  0.45
2016 Bosch N, D'mello SK, Ocumpaugh J, Baker RS, Shute V. Using Video to Automatically Detect Learner Affect in Computer-Enabled Classrooms Ksii Transactions On Internet and Information Systems. 6: 17. DOI: 10.1145/2946837  0.418
2016 Baker RS, Clarke-Midura J, Ocumpaugh J. Towards general models of effective science inquiry in virtual performance assessments Journal of Computer Assisted Learning. 32: 267-280. DOI: 10.1111/Jcal.12128  0.443
2016 Godwin KE, Almeda MV, Seltman H, Kai S, Skerbetz MD, Baker RS, Fisher AV. Off-task behavior in elementary school children Learning and Instruction. 44: 128-143. DOI: 10.1016/J.Learninstruc.2016.04.003  0.353
2016 Baker RS. Stupid Tutoring Systems, Intelligent Humans International Journal of Artificial Intelligence in Education. 26: 600-614. DOI: 10.1007/s40593-016-0105-0  0.302
2016 Ocumpaugh J, Pedro MOS, Lai H, Baker RS, Borgen F. Erratum to: Middle School Engagement with Mathematics Software and Later Interest and Self-Efficacy for STEM Careers Journal of Science Education and Technology. 25: 877-887. DOI: 10.1007/S10956-016-9667-8  0.365
2015 Comer D, Baker R, Wang Y. Negativity in Massive Online Open Courses: Impacts on Learning and Teaching and How Instructional Teams May Be Able to Address It. Insight : a Journal of Scholarly Teaching. 10: 92-113. DOI: 10.46504/10201508Co  0.467
2015 Mulqueeny K, Kostyuk V, Baker RS, Ocumpaugh J. Incorporating effective e-learning principles to improve student engagement in middle-school mathematics International Journal of Stem Education. 2: 15. DOI: 10.1186/S40594-015-0028-6  0.493
2015 Gobert JD, Baker RS, Wixon MB. Operationalizing and Detecting Disengagement Within Online Science Microworlds Educational Psychologist. 50: 43-57. DOI: 10.1080/00461520.2014.999919  0.459
2015 Shute VJ, D'Mello S, Baker R, Cho K, Bosch N, Ocumpaugh J, Ventura M, Almeda V. Modeling how incoming knowledge, persistence, affective states, and in-game progress influence student learning from an educational game Computers and Education. 86: 224-235. DOI: 10.1016/J.Compedu.2015.08.001  0.455
2014 Wang Y, Paquette L, Baker R. A Longitudinal Study on Learner Career Advancement in MOOCs Journal of Learning Analytics. 1: 203-206. DOI: 10.18608/Jla.2014.13.23  0.369
2014 Ocumpaugh J, Baker RS, Gowda SM, Heffernan NT, Heffernan C. Population Validity for Educational Data Mining Models: A Case Study in Affect Detection. British Journal of Educational Technology. 45: 487-501. DOI: 10.1111/Bjet.12156  0.398
2014 Baker RS. Educational data mining: An advance for intelligent systems in education Ieee Intelligent Systems. 29: 78-82. DOI: 10.1109/Mis.2014.42  0.413
2014 Miller WL, Baker RS, Rossi LM. Unifying Computer-Based Assessment Across Conceptual Instruction, Problem-Solving, and Digital Games Technology, Knowledge, and Learning. 19: 165-181. DOI: 10.1007/S10758-014-9225-5  0.455
2014 Berland M, Baker RS, Blikstein P. Educational Data Mining and Learning Analytics: Applications to Constructionist Research. Technology, Knowledge, and Learning. 19: 205-220. DOI: 10.1007/S10758-014-9223-7  0.388
2013 Gobert JD, Pedro MS, Raziuddin J, Baker RS. From Log Files to Assessment Metrics: Measuring Students' Science Inquiry Skills Using Educational Data Mining The Journal of the Learning Sciences. 22: 521-563. DOI: 10.1080/10508406.2013.837391  0.449
2013 Baker RS, Hershkovitz A, Rossi LM, Goldstein AB, Gowda SM. Predicting Robust Learning With the Visual Form of the Moment-by-Moment Learning Curve Journal of the Learning Sciences. 22: 639-666. DOI: 10.1080/10508406.2013.836653  0.448
2013 Pedro MAS, Baker RS, Gobert JD, Montalvo O, Nakama A. Leveraging machine-learned detectors of systematic inquiry behavior to estimate and predict transfer of inquiry skill User Modeling and User-Adapted Interaction. 23: 1-39. DOI: 10.1007/S11257-011-9101-0  0.457
2012 Desmarais MC, Baker RS. A review of recent advances in learner and skill modeling in intelligent learning environments User Modeling and User-Adapted Interaction. 22: 9-38. DOI: 10.1007/S11257-011-9106-8  0.405
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