On early prediction of risks in academic performance for students

[1]  G. Bowen,et al.  Teacher Support and the School Engagement of Latino Middle and High School Students at Risk of School Failure , 2004 .

[2]  Benjamin Silberglitt,et al.  A Longitudinal Examination of the Diagnostic Accuracy and Predictive Validity of R-CBM and High-Stakes Testing , 2005 .

[3]  S. Lim,et al.  Why Students Drop Out of School: A Review of 25 Years of Research , 2008 .

[4]  Ian H. Witten,et al.  The WEKA data mining software: an update , 2009, SKDD.

[5]  Shane Dawson,et al.  Mining LMS data to develop an "early warning system" for educators: A proof of concept , 2010, Comput. Educ..

[6]  Evelyn S. Johnson,et al.  The Predictive Validity of the Early Warning System Tool , 2010 .

[7]  Hanan Ayad,et al.  Student success system: risk analytics and data visualization using ensembles of predictive models , 2012, LAK.

[8]  Matthew D. Pistilli,et al.  Course signals at Purdue: using learning analytics to increase student success , 2012, LAK.

[9]  F. Genesee,et al.  Predicting risk for oral and written language learning difficulties in students educated in a second language , 2013, Applied Psycholinguistics.

[10]  Alex J. Bowers,et al.  Do We Know Who Will Drop Out?: A Review of the Predictors of Dropping out of High School: Precision, Sensitivity, and Specificity , 2013 .

[11]  Geoffrey Elliott,et al.  Determining Key (Predictor) Course Modules for Early Identification of Students At-Risk , 2013 .

[12]  Jaakko Kurhila,et al.  Using Students' Programming Behavior to Predict Success in an Introductory Mathematics Course , 2013, EDM.

[13]  Arnon Hershkovitz,et al.  Predicting Future Learning Better Using Quantitative Analysis of Moment-by-Moment Learning , 2013, EDM.

[14]  Bikram Sengupta,et al.  Predicting student risks through longitudinal analysis , 2014, KDD.

[15]  Bikram Sengupta,et al.  Personalized Learning Pathways: Enabling intervention creation and tracking , 2015, IBM J. Res. Dev..

[16]  Bikram Sengupta,et al.  Smarter learning content management using the Learning Content Hub , 2015, IBM J. Res. Dev..

[17]  Mukesh K. Mohania,et al.  Labeling Educational Content with Academic Learning Standards , 2015, SDM.