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uyen_kim_pham_zotero.csv
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"Key","Item Type","Publication Year","Author","Title","Publication Title","ISBN","ISSN","DOI","Url","Abstract Note","Date","Date Added","Date Modified","Access Date","Pages","Num Pages","Issue","Volume","Number Of Volumes","Journal Abbreviation","Short Title","Series","Series Number","Series Text","Series Title","Publisher","Place","Language","Rights","Type","Archive","Archive Location","Library Catalog","Call Number","Extra","Notes","File Attachments","Link Attachments","Manual Tags","Automatic Tags","Editor","Series Editor","Translator","Contributor","Attorney Agent","Book Author","Cast Member","Commenter","Composer","Cosponsor","Counsel","Interviewer","Producer","Recipient","Reviewed Author","Scriptwriter","Words By","Guest","Number","Edition","Running Time","Scale","Medium","Artwork Size","Filing Date","Application Number","Assignee","Issuing Authority","Country","Meeting Name","Conference Name","Court","References","Reporter","Legal Status","Priority Numbers","Programming Language","Version","System","Code","Code Number","Section","Session","Committee","History","Legislative Body"
"9URGAPCM","journalArticle","2010","Bowers, Alex J.","Analyzing the Longitudinal K-12 Grading Histories of Entire Cohorts of Students: Grades, Data Driven Decision Making, Dropping out and Hierarchical Cluster Analysis","Practical Assessment, Research & Evaluation","","1531-7714","","","School personnel currently lack an effective method to pattern and visually interpret disaggregated achievement data collected on students as a means to help inform decision making. This study, through the examination of longitudinal K-12 teacher assigned grading histories for entire cohorts of students from a school district (n=188), demonstrates a novel application of hierarchical cluster analysis and pattern visualization in which all data points collected on every student in a cohort can be patterned, visualized and interpreted to aid in data driven decision making by teachers and administrators. Additionally, as a proof-of-concept study, overall schooling outcomes, such as student dropout or taking a college entrance exam, are identified from the data patterns and compared to past methods of dropout identification as one example of the usefulness of the method. Hierarchical cluster analysis correctly identified over 80% of the students who dropped out using the entire student grade history patterns from either K-12 or K-8. (Contains 5 figures.)","2010-05","2017-09-14 15:46:08","2017-09-14 15:46:08","2014-09-24 19:31:29","","","7","15","","","Analyzing the Longitudinal K-12 Grading Histories of Entire Cohorts of Students","","","","","","","en","","","","","ERIC","","","<p>Bowers, A.J. (2010) Analyzing the Longitudinal K-12 Grading Histories of Entire Cohorts of Students: Grades, Data Driven Decision Making, Dropping Out and Hierarchical Cluster Analysis. Practical Assessment, Research & Evaluation (PARE), 15(7), 1-18.</p> <p>n = 188</p> <p>Mentioned next steps is to gather more data to deduct hopefully more accurate clusterings.</p>","","http://eric.ed.gov/?id=EJ933686","","data; data analysis; Decision Making; Dropouts; Elementary School Students; Grades (Scholastic); Identification; MULTIVARIATE analysis; School Districts; Secondary School Students","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"2JH3RBGE","journalArticle","2014","Grunspan, Daniel Z.; Wiggins, Benjamin L.; Goodreau, Steven M.","Understanding Classrooms through Social Network Analysis: A Primer for Social Network Analysis in Education Research","CBE-Life Sciences Education","",", 1931-7913","10.1187/cbe.13-08-0162","http://www.lifescied.org/content/13/2/167","Social interactions between students are a major and underexplored part of undergraduate education. Understanding how learning relationships form in undergraduate classrooms, as well as the impacts these relationships have on learning outcomes, can inform educators in unique ways and improve educational reform. Social network analysis (SNA) provides the necessary tool kit for investigating questions involving relational data. We introduce basic concepts in SNA, along with methods for data collection, data processing, and data analysis, using a previously collected example study on an undergraduate biology classroom as a tutorial. We conduct descriptive analyses of the structure of the network of costudying relationships. We explore generative processes that create observed study networks between students and also test for an association between network position and success on exams. We also cover practical issues, such as the unique aspects of human subjects review for network studies. Our aims are to convince readers that using SNA in classroom environments allows rich and informative analyses to take place and to provide some initial tools for doing so, in the process inspiring future educational studies incorporating relational data.","2014-06-20","2017-09-14 15:46:08","2017-09-14 15:46:08","2014-08-20 20:21:46","167-178","","2","13","","CBE Life Sci Educ","Understanding Classrooms through Social Network Analysis","","","","","","","en","","","","","www.lifescied.org","","","<p>""Perhaps one important change introduced by active learning is the facilitation of student net- works to be stronger, less centralized, or structured in some other new way to maximize student learning. Social network analysis (SNA) can help us assess these types of hypotheses"" (p.168).</p>","","http://www.lifescied.org/content/13/2/167","Week 2","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"RDJC9M7P","blogPost","2014","Young, Jeffrey R.","Why Students Should Own Their Educational Data","The Chronicle of Higher Education Blogs: Wired Campus","","","","http://chronicle.com/blogs/wiredcampus/why-students-should-own-their-educational-data/54329","","2014-08-21","2017-09-14 15:46:08","2017-09-14 15:46:08","2014-08-23 21:32:22","","","","","","","","","","","","","","","","","","","","","","<p>""[Learning style theory] comes from analyzing a population and trying to parse out different ways of learning over a population. But when you apply it to one individual it doesn’t hold. You can’t start with averages, it doesn’t work.""</p> <p><br />""If I had to push for one thing that I think is super important, that is that the user should own their data. There’s this default thing right now which is that everybody but the user owns their data. My vision that we’re going to push for in my organization is you’ve got to have a third party who is responsible for protecting learner data. Then the student could have, say, a decade of data about the way that they’re learning.""</p>","","http://chronicle.com/blogs/wiredcampus/why-students-should-own-their-educational-data/54329","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"HLQJA7GW","journalArticle","1994","Corbett, Albert T.; Anderson, John R.","Knowledge tracing: Modeling the acquisition of procedural knowledge","User Modeling and User-Adapted Interaction","","0924-1868, 1573-1391","10.1007/BF01099821","http://link.springer.com.ezp-prod1.hul.harvard.edu/article/10.1007/BF01099821","This paper describes an effort to model students' changing knowledge state during skill acquisition. Students in this research are learning to write short programs with the ACT Programming Tutor (APT). APT is constructed around a production rule cognitive model of programming knowledge, called theideal student model. This model allows the tutor to solve exercises along with the student and provide assistance as necessary. As the student works, the tutor also maintains an estimate of the probability that the student has learned each of the rules in the ideal model, in a process calledknowledge tracing. The tutor presents an individualized sequence of exercises to the student based on these probability estimates until the student has ‘mastered’ each rule. The programming tutor, cognitive model and learning and performance assumptions are described. A series of studies is reviewed that examine the empirical validity of knowledge tracing and has led to modifications in the process. Currently the model is quite successful in predicting test performance. Further modifications in the modeling process are discussed that may improve performance levels.","1994-12-01","2017-09-14 15:46:08","2017-09-14 15:46:08","2013-04-21 21:21:19","253-278","","4","4","","User Model User-Adap Inter","Knowledge tracing","","","","","","","en","","","","","link.springer.com.ezp-prod1.hul.harvard.edu","","","<p>""The goal of the research was to implement a simple student modeling process that would allow the tutor to monitor the student's knowledge state and tailor the sequence of practice exercises to the student's needs.""</p> <p>""Successful evaluations led us to</p> <p>(1) abandon an initial ideal student model and to model a sufficient set of rules,</p> <p>(2) to model difference in rule difficulty and</p> <p>(3) to model individual differences among students in learning and performance.</p> <p>The resulting model predicts student performance quite well and enables most students to reach a high level of task performance.""</p>","","","","Education (general); empirical validity; individual differences; intelligent tutoring systems; Learning; Management of Computing and Information Systems; mastery learning; Multimedia Information Systems; procedural knowledge; Psychology, general; student modeling; User Interfaces and Human Computer Interaction","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"UV8VDX3N","conferencePaper","2012","Siemens, George; Baker, Ryan S. J. d.","Learning Analytics and Educational Data Mining: Towards Communication and Collaboration","Proceedings of the 2Nd International Conference on Learning Analytics and Knowledge","978-1-4503-1111-3","","10.1145/2330601.2330661","http://doi.acm.org/10.1145/2330601.2330661","Growing interest in data and analytics in education, teaching, and learning raises the priority for increased, high-quality research into the models, methods, technologies, and impact of analytics. Two research communities -- Educational Data Mining (EDM) and Learning Analytics and Knowledge (LAK) have developed separately to address this need. This paper argues for increased and formal communication and collaboration between these communities in order to share research, methods, and tools for data mining and analysis in the service of developing both LAK and EDM fields.","2012","2017-09-14 15:46:09","2017-09-14 15:46:09","2015-01-16 03:15:55","252–254","","","","","","Learning Analytics and Educational Data Mining","","","","","ACM","New York, NY, USA","","","","","","ACM Digital Library","","","<p>Educational Data Mining (EDM) versus Learning Analytics and Knoweldge (LAK)</p> <p>The International Educational Data Mining Society definesEDM as follows: “Educational Data Mining is an emergingdiscipline, concerned with developing methods for exploring theunique types of data that comefrom educational settings, andusing those methods to better understand students, and the settingswhich they learn in. </p> <p>The Society for Learning Analytics Research defines LearningAnalytics as: “... the measurement, collection, analysis and reporting of data about learners and their contexts, for purposes ofunderstanding and optimizing learning and the environments inwhich it occurs.” </p> <p><img 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"" /></p>","","","","Collaboration; educational data mining; learning analytics and knowledge","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"AECXZBB3","book","2015","Zheng, Alice","Evaluating Machine Learning Models","","","","","http://www.oreilly.com/data/free/evaluating-machine-learning-models.csp?intcmp=il-data-free-lp-lgen_free_reports_page","Data science today is a lot like the Wild West: there’s endless opportunity and excitement, but also a lot of chaos and confusion. If you’re new to data science and applied machine learning, evaluating a machine-learning model can seem pretty overwhelming...","2015-09","2017-09-14 15:46:09","2017-09-14 15:46:09","2015-12-15 18:26:39","","","","","","","","","","","","O'Reily Media","Sebastopol, CA","","","","","","","","","<p>Classification Metrics: predicting class labels given input data</p> <p>Accuracy: measures how often the classifier makes the correct prediction</p> <p>Confusion Matrix: to combat how accuracy makes no distinction between classes</p> <p>Per-Class Accuracy: avg per-class</p> <p>Log-loss: logarithmic loss gets into the finer details of a classifier</p> <p>AUC: area under the curve -- the curve is the receiver operation characteristic curve (ROC), the ROC shows the sensitivity of the classifier by plotting the rate of true positives to the rate of false positives</p> <p> </p>","","http://www.oreilly.com/data/free/evaluating-machine-learning-models.csp?intcmp=il-data-free-lp-lgen_free_reports_page","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"Y23KPPBD","videoRecording","2015","Educause","Why Is Measuring Learning So Difficult?","","","","","https://www.youtube.com/watch?v=_iv8A1pHNYA","Several higher education learning and assessment professionals discuss the difficulties of measuring learning.","2015-08-17","2017-09-14 15:46:09","2017-09-14 15:46:09","2016-01-17 18:50:57","","","","","","","","","","","","","","","","","","","YouTube","","","<p>Notes from Educause Video:</p> <ul> <li>When measuring learning, you often have to simplify it to gather data, though it is a multidimensional activity.</li> <li>Knowledge is contextual.</li> <li>Multiple competencies to illustrate learning.</li> <li>[Mathematical] achievement is a construct.</li> <li>Divising a report for learners to show them what they are learning and what connections they are seeing without realizing it.</li> <li></li> </ul>","","","","Learning; Assessment; Education; educational assessment; EDUCAUSE; Higher Education; learners; Teaching and learning","","","","","","","","","","","","","","","","","","","","","470 seconds","","","","","","","","","","","","","","","","","","","","","","","","",""
"KP4TXSAH","webpage","2016","Weinersmith, Zach","Saturday Morning Breakfast Cereal","","","","","http://www.smbc-comics.com/index.php?id=3978","","2016-01-05","2017-09-14 15:46:09","2017-09-14 15:46:09","2016-01-18 18:17:09","","","","","","","","","","","","","","","","","","","","","","<p>Data cannot always speak for itself and what to do with it.</p>","","http://www.smbc-comics.com/index.php?id=3978","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"LS4H6UBP","webpage","2015","RStudio","The Data Wrangling Cheatsheet","","","","","http://www.rstudio.com/wp-content/uploads/2015/02/data-wrangling-cheatsheet.pdf","","2015-01","2017-09-14 15:46:09","2017-09-14 15:46:09","2016-01-18 18:42:27","","","","","","","","","","","","","","","","","","","","","","","","http://www.rstudio.com/wp-content/uploads/2015/02/data-wrangling-cheatsheet.pdf","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"2Z2ECHS2","conferencePaper","2014","Clow, Doug","Data wranglers: human interpreters to help close the feedback loop","Proceedings of the Fourth International Conference on Learning Analytics And Knowledge","","","","","","2014","2017-09-14 15:46:10","2017-09-14 15:46:10","","49–53","","","","","","","","","","","ACM","","","","","","","","","","<p><a href=""http://oro.open.ac.uk/40608/2/Clow-DataWranglers-final.pdf"">http://oro.open.ac.uk/40608/2/Clow-DataWranglers-final.pdf</a></p> <p>From Abstract:</p> <p>""Closing the feedback loop to improve learning is at the heart of good learning analytics practice.""</p>","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"U7A63PG6","magazineArticle","2015","Kucirkova, Natalia; FitzGerald, Elizabeth","Zuckerberg is ploughing billions into 'personalised learning' – why?","The Conversation","","","","http://theconversation.com/zuckerberg-is-ploughing-billions-into-personalised-learning-why-51940","Zuckerburg wants to plough billions into personalised learning, but his way may not be the right way.","2015-12-09","2017-09-14 15:46:10","2017-09-14 15:46:10","2016-01-18 19:14:05","","","","","","","","","","","","","","","","","","","","","","<p>The dangers of personalised learning<br /><br />Zuckerberg’s idea of personalised learning has three major flaws. First, education has always been about acquiring knowledge and skills relevant to a profession, but also about acquiring general knowledge. By feeding children only the content they’re interested in, we may end up with many specialists and few generalists.<br /><br />Second, while learners may cope poorly with trying to learn in a way that’s not suited to them, in the real world life will not always be so accommodating. Their lack of ability to compensate may mean they suffer as a result.<br /><br /><br />People are different, and learn differently too. algogenius, CC BY<br />Finally, children’s preferences are not fixed – in fact they often change as immediate responses to the environment. To predict content relevant for children there needs to be sensitive, human-directed input – not automation. Otherwise we end up with what might be called de-personalised learning, and classrooms with little conversation between student and teacher. In subcontracting out teaching to technology, the risk is that the valuable social contact between students, teachers and parents that’s inherent to effective learning will be reduced.</p> <p>There is also the issue of ensuring that children’s data is not misused. Recording children’s personal progress, preferences and needs poses a privacy risk if it is not managed properly. The recent example of Vtech, whose internet-connected childrens’ toys and gadgets were hacked revealing millions of images of children and chatlogs, illustrates the dangers – who’s going to decide what data is collected and how it is stored and used?<br /><br />Personalised learning brings with it all manner of complex issues involving children’s agency, power, collaboration and dialogue (or lack of them). But it also brings exciting prospects for the future.</p>","","https://theconversation.com/zuckerberg-is-ploughing-billions-into-personalised-learning-why-51940","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"DRZN8NYN","videoRecording","2015","Georgia Tech","Feature Selection","","","","","https://www.youtube.com/watch?v=8CpRLplmdqE","","2015-02-23","2017-09-14 15:46:10","2017-09-14 15:46:10","2016-01-18 19:18:06","","","","","","","","","","","","Youtube","","","","","","","","","","","","https://www.youtube.com/watch?v=8CpRLplmdqE","","","","","","","","","","","","","","","Udacity","","","","","","","","3:13","","","","","","","","","","","","","","","","","","","","","","","","",""
"C65AEB6E","webpage","2014","Groelmund, Garrett","RStudio Cheat Sheets","RStudio","","","","https://www.rstudio.com/resources/cheatsheets/","","2014-08-01","2017-09-14 15:46:10","2017-09-14 15:46:10","2016-01-19 21:17:28","","","","","","","","","","","","","","","","","","","","","","","","http://shiny.rstudio.com/articles/rm-cheatsheet.html","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"2K94X7FW","journalArticle","2012","Greller, Wolfgang; Drachsler, Hendrik","Translating Learning into Numbers: A Generic Framework for Learning Analytics","Journal of Educational Technology & Society","","1176-3647","","http://www.jstor.org/stable/jeductechsoci.15.3.42","ABSTRACT With the increase in available educational data, it is expected that Learning Analytics will become a powerful means to inform and support learners, teachers and their institutions in better understanding and predicting personal learning needs and performance. However, the processes and requirements behind the beneficial application of Learning and Knowledge Analytics as well as the consequences for learning and teaching are still far from being understood. In this paper, we explore the key dimensions of Learning Analytics (LA), the critical problem zones, and some potential dangers to the beneficial exploitation of educational data. We propose and discuss a generic design framework that can act as a useful guide for setting up Learning Analytics services in support of educational practice and learner guidance, in quality assurance, curriculum development, and in improving teacher effectiveness and efficiency. Furthermore, the presented article intends to inform about soft barriers and limitations of Learning Analytics. We identify the required skills and competences that make meaningful use of Learning Analytics data possible to overcome gaps in interpretation literacy among educational stakeholders. We also discuss privacy and ethical issues and suggest ways in which these issues can be addressed through policy guidelines and best practice examples.","2012","2017-09-14 15:46:10","2017-09-14 15:46:10","2016-09-03 18:55:41","42-57","","3","15","","Journal of Educational Technology & Society","Translating Learning into Numbers","","","","","","","","","","","","JSTOR","","","<p>read pg. 42-57</p> <p>9/15/17</p> <p><img 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"" 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"" /></p> <p> Conclusion:</p> <p>""It is still too early to base education fully on LA approachesalone, and we expect it never will be possible to do so.However, at the very least, opportunities this new discipline has to offer are to provide new support for learningactivities and stimuli for reflection. In our opinion, it is these opportunities that LA should pursue.""</p> <p>Greller, W., & Drachsler, H. (2012). Translating Learning into Numbers: A Generic Framework for Learning Analytics. Journal of Educational Technology & Society, 15(3), 42–57.</p> <p>http://www.ifets.info/journals/15_3/4.pdf</p> <p> </p>","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"JWAP45QV","journalArticle","2015","Konstan, Joseph A.; Walker, J. D.; Brooks, D. Christopher; Brown, Keith; Ekstrand, Michael D.","Teaching Recommender Systems at Large Scale: Evaluation and Lessons Learned from a Hybrid MOOC","ACM Trans. Comput.-Hum. Interact.","","1073-0516","10.1145/2728171","http://doi.acm.org/10.1145/2728171","","2015-04","2017-09-14 15:46:10","2017-09-14 15:46:10","2016-09-03 20:38:02","10:1–10:23","","2","22","","","Teaching Recommender Systems at Large Scale","","","","","","","","","","","","ACM Digital Library","","","<p>Konstan, J. A., Walker, J. D., Brooks, D. C., Brown, K., & Ekstrand, M. D. (2015). Teaching Recommender Systems at Large Scale: Evaluation and Lessons Learned from a Hybrid MOOC. ACM Trans. Comput.-Hum. Interact., 22(2), 10:1–10:23.</p> <p>""The factors that were predictive all relate to effort, prior courses, and baselineknowledge (in what appears to be only a negative effect resulting from ceiling effects).""</p> <p>""First, the course was simultaneously offered as a typical online-only MOOC and as a flipped-classroom face-to-face course""</p> <p>""Second, the course mixed programming and nonprogramming students together intoa two-track course model. ""</p> <p>""Third, we have performed extensive evaluation of student learning outcomes, mea-suring baseline knowledge, knowledge at the end of the course, and knowledge 5 months thereafter. ""</p> <p> </p> <p> </p>","","","","learning assessment; Massively Online Open Course (MOOC)","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"BUBZFELS","book","2015","Matsuda, Noboru; Furukawa, Tadanobu; Bier, Norman; Faloutsos, Christos","Machine Beats Experts: Automatic Discovery of Skill Models for Data-Driven Online Course Refinement","","","","","http://eric.ed.gov/?id=ED560513","How can we automatically determine which skills must be mastered for the successful completion of an online course? Large-scale online courses (e.g., MOOCs) often contain a broad range of contents frequently intended to be a semester's worth of materials; this breadth often makes it difficult to articulate an accurate set of skills and knowledge (i.e., a skill model, or the QMatrix). We have developed an innovative method to discover skill models from the data of online courses. Our method assumes that online courses have a pre-defined skill map for which skills are associated with formative assessment items embedded throughout the online course. Our method carefully exploits correlations between various parts of student performance, as well as in the text of assessment items, to build a superior statistical model that even outperforms human experts. To evaluate our method, we compare our method with existing methods (LFA) and human engineered skill models on three Open Learning Initiative (OLI) courses at Carnegie Mellon University. The results show that (1) our method outperforms human-engineered skill models, (2) skill models discovered by our method are interpretable, and (3) our method is remarkably faster than existing methods. These results suggest that our method provides a significant contribution to the evidence-based, iterative refinement of online courses with a promising scalability. [For complete proceedings, see ED560503.]","2015-06","2017-09-14 15:46:10","2017-09-14 15:46:10","2016-09-03 20:48:57","","","","","","","Machine Beats Experts","","","","","International Educational Data Mining Society","","en","","","","","ERIC","","","<div class=""page"" title=""Page 1""> <div class=""layoutArea""> <div class=""column""> <p><span style=""font-size: 9.000000pt; font-family: 'TimesNewRomanPSMT'; color: rgb(0.392200%, 0.784300%, 0.784300%);"">""We have developed an innovative method to discover skill models from the data of online courses. </span></p> <p><span style=""font-size: 9.000000pt; font-family: 'TimesNewRomanPSMT'; color: rgb(0.392200%, 0.784300%, 0.784300%);"">Our method assumes that online courses have a pre-defined skill map for which skills are associated with formative assessment items embedded throughout the online course. Our method carefully exploits correlations between various parts of student performance, as well as in the text of assessment items, to build a superior statistical model that even outperforms human experts. </span></p> <p><span style=""font-size: 9.000000pt; font-family: 'TimesNewRomanPSMT'; color: rgb(0.392200%, 0.784300%, 0.784300%);"">To evaluate our method, we compare our method with existing methods (LFA) and human engineered skill models on three Open Learning Initiative (OLI) courses at Carnegie Mellon University. </span></p> <p><span style=""font-size: 9.000000pt; font-family: 'TimesNewRomanPSMT'; color: rgb(0.392200%, 0.784300%, 0.784300%);"">The results show that </span></p> <p style=""padding-left: 30px;""><span style=""font-size: 9.000000pt; font-family: 'TimesNewRomanPSMT'; color: rgb(0.392200%, 0.784300%, 0.784300%);"">(1) our method outperforms human-engineered skill models,<br />(2)skill models discovered by our method are interpretable, and<br /> (3)our method is remarkably faster than existing methods. </span></p> <p><span style=""font-size: 9.000000pt; font-family: 'TimesNewRomanPSMT'; color: rgb(0.392200%, 0.784300%, 0.784300%);"">These results suggest that our method provides a significant contribution to the evidence-based, iterative refinement of online courses with a promising scalability"" </span></p> <p><span style=""font-size: 9.000000pt; font-family: 'TimesNewRomanPSMT'; color: rgb(0.392200%, 0.784300%, 0.784300%);"">""6. CONCLUSIONWe found that eEPIPHANY is an efficient, practical, and quick method to automatically discover skill models from online course data without human interaction. Our empirical study showed that eEPIPHANY always finds skill models that are better than human-crafted skill models used in actual online courses. We also demonstrated that eEPIPHANY-crafted skill models have reasonable interpretability with the added help of the text analysis technique.</span></p> <div class=""page"" title=""Page 7""> <div class=""section""> <div class=""layoutArea""> <div class=""column""> <p><span style=""font-size: 9.000000pt; font-family: 'TimesNewRomanPSMT'; color: rgb(0.392200%, 0.784300%, 0.784300%);"">Creating effective online courses often requires intensive, iterative system engineering. Studying techniques for automatic skill </span><span style=""font-size: 9.000000pt; font-family: 'TimesNewRomanPSMT'; color: rgb(0.392200%, 0.784300%, 0.784300%);"">model refinement and its application for evidence-based course refinement therefore is a critical research agenda for the successful future of online education.""</span></p> </div> </div> </div> </div> </div> </div> </div>","","http://eric.ed.gov/?id=ED560513","","data; Automation; Comparative Analysis; Correlation; Formative Evaluation; models; Online Courses; Skills","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"NMRXAWT4","bookSection","2016","Hanneman, R.A.; Riddle, M.","Chapter 1: Social Network Data","Introduction to Social Network Methods","","","","http://faculty.ucr.edu/~hanneman/nettext/C1_Social_Network_Data.html","","2016-01-18","2017-09-14 15:46:11","2017-09-14 15:46:11","2016-01-18 20:17:24","","","","","","","","","","","","","","","","","","","","","","<p>""Network"" data (in their purest form) consist of a square array of measurements. The rows of the array are the cases, or subjects, or observations. The columns of the array are -- and note the key difference from conventional data -- the same set of cases, subjects, or observations. In each cell of the array describes a relationship between the actors. A simple example is shown as figure 1.2, which describes the network of friendship relations among four people.<br /><br />Figure 1.2. Example of square array of network data<br /><br />Who reports liking whom?<br /><br /><img 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"" /></p>","","http://faculty.ucr.edu/~hanneman/nettext/C1_Social_Network_Data.html","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"5YGTZT9S","bookSection","2017","Klerkx, Joris; Verbert, Katrien; Duval, Erik","Learning Analytics Dashboards","The Handbook of Learning Analytics","978-0-9952408-0-3","","","www.solaresearch.org","","2017","2017-09-14 15:46:11","2017-09-14 15:46:11","","","","","","","","","","","","","","Vancouver, BC, Canada","EN","","","","","","","","<p>Klerkx, J., Verbert, K., & Duval, E. (2017). Learning Analytics Dashboards. In C. Lang, G. Siemens, A. F. Wise, & D. Gaševic (Eds.),The Handbook of Learning Analytics (1st ed., pp. 143–150). Vancouver, BC: Society for Learning Analytics Research.</p> <p><a href=""https://solaresearch.org/hla-17/hla17-chapter12/"">https://solaresearch.org/hla-17/hla17-chapter12/</a></p> <ol> <li>What kind of data can be visualized?</li> <li>For whom are the visualizations intended?</li> <li>Why? What is the goal of the visualization?</li> <li>How can the data be visualized?</li> </ol> <p> </p>","","","","","","","","","","","","","","","","","","","","","","","","1","","","","","","","","","","","","","","","","","","","","","","","","","",""
"GZVFVDBJ","bookSection","2017","Bergner, Yoav","Measurement and its Uses in Learning Analytics","The Handbook of Learning Analytics","978-0-9952408-0-3","","","http://solaresearch.org/hla-17/hla17-chapter1","Psychological measurement is a process for making warranted claims about states of mind. As such, it typically comprises the following: de ning a construct; specifying a measurement model and (developing) a reliable instrument; analyzing and accounting for various sources of error (including operator error); and framing a valid argument for particular uses of the outcome. Measurement of latent variables is, after all, a noisy endeavor that can neverthe- less have high-stakes consequences for individuals and groups. This chapter is intended to serve as an introduction to educational and psychological measurement for practitioners in learning analytics and educational data mining. It is organized thematically rather than historically, from more conceptual material about constructs, instruments, and sources of measurement error toward increasing technical detail about particular measurement models and their uses. Some of the philosophical differences between explanatory and predictive modelling are explored toward the end.","2017","2017-09-14 15:46:11","2017-09-14 15:46:11","","34-48","","","","","","","","","","","Society for Learning Analytics Research (SoLAR)","Alberta, Canada","","","","","","","","","<p>What is measurement?</p> <ul> <li>constructs</li> <li>measurement instruments</li> <li>validity</li> <li>reliability</li> </ul> <p>Measurement models</p> <ul> <li>factor analysis</li> <li>latent class and latent mixture models</li> <li>item response theory (IRT)</li> <li>growth models</li> <li>cognitive diagnostic models</li> <li>explanation and prediction</li> </ul>","","","","","Lang, Charles; Siemens, George; Wise, Alyssa Friend; Gaševic, Dragan","","","","","","","","","","","","","","","","","","","1","","","","","","","","","","","","","","","","","","","","","","","","","",""
"ZNJERE4V","bookSection","2017","Brooks, Christopher; Thompson, Craig","Predictive Modelling in Teaching and Learning","The Handbook of Learning Analytics","978-0-9952408-0-3","","","http://solaresearch.org/hla-17/hla17-chapter1","This article describes the process, practice, and challenges of using predictive modelling in teaching and learning. In both the elds of educational data mining (EDM) and learning analytics (LA) predictive modelling has become a core practice of researchers, largely with a focus on predicting student success as operationalized by academic achievement. In this chapter, we provide a general overview of considerations when using predictive modelling, the steps that an educational data scientist must consider when engaging in the process, and a brief overview of the most popular techniques in the eld.","2017","2017-09-14 15:46:11","2017-09-14 15:46:11","","61-68","","","","","","","","","","","Society for Learning Analytics Research (SoLAR)","Alberta, Canada","","","","","","","","","<div class=""page"" title=""Page 1""> <div class=""section""> <div class=""layoutArea""> <div class=""column""> <p><span style=""font-size: 7.000000pt; font-family: 'Lora';"">http://www.d2l.com/ </span><span style=""font-size: 4.000000pt; font-family: 'Lora'; vertical-align: 2.000000pt;"">2</span> <span style=""font-size: 4.000000pt; font-family: 'Lora'; vertical-align: 2.000000pt;"">3 </span><span style=""font-size: 7.000000pt; font-family: 'Lora';"">http://www.ellucian.com/<br /> </span><span style=""font-size: 4.000000pt; font-family: 'Lora'; vertical-align: 2.000000pt;"">4 </span><span style=""font-size: 7.000000pt; font-family: 'Lora';"">http://www.blackboard.com/<br /> </span><span style=""font-size: 4.000000pt; font-family: 'Lora'; vertical-align: 2.000000pt;"">5 </span><span style=""font-size: 7.000000pt; font-family: 'Lora';"">http://bluecanarydata.com/<br /> </span> <span style=""font-size: 7.000000pt; font-family: 'Lora';""><a href=""http://www.civitaslearning.com/ "">http://www.civitaslearning.com/ </a></span></p> <div class=""page"" title=""Page 1""> <div class=""section""> <div class=""layoutArea""> <div class=""column""> <p><span style=""font-size: 9.000000pt; font-family: 'Lora';"">Society for Learning Analytics and Research (SoLAR) and the International Educational Data Mining Society<br /></span></p> </div> </div> </div> </div> </div> </div> </div> </div>","","","","","Lang, Charles; Siemens, George; Wise, Alyssa Friend; Gaševic, Dragan","","","","","","","","","","","","","","","","","","","1","","","","","","","","","","","","","","","","","","","","","","","","","",""
"NHUXZVS3","bookSection","2017","Prinsloo, P; Slade, S","Ethics and Learning Analytics: Charting the (Un)Charted","The Handbook of Learning Analytics","978-0-9952408-0-3","","","https://solaresearch.org/hla-17/hla17-chapter4/","","2017-03","2017-09-14 15:46:11","2017-09-14 15:46:11","","49-57","","","","","","","","","","","Society for Learning Analytics Research","Vancouver, BC","EN","","","","","","","","<p>read page 49-57</p> <p>9/15/17</p> <p>Chapter 4: Ethics and Learning Analytics: Charting the (Un)Charted</p> <p>""Gasevic et al. (2016) also suggest that further challenges remain ""to be addressed in order to further aid uptake and integration into educational practice,"" and see ethics and privacy as important enablers to the field of learning analytics ""rather than barriers""."" (p.49)</p> <p>A range of ethical issues was grouped within three broad, overlapping categories, namely:</p> <p>• The location and interpretation of data</p> <p>• informed consent privacy and the deidentifcation of data</p> <p>•the management classification and storage of data</p> <p>Prinsloo, P., & Slade, S. (2017). Ethics and Learning Analytics: Charting the (Un)Charted. In C. Lang, G. Siemens, A. F. Wise, & D. Gaševic (Eds.), The Handbook of Learning Analytics (1st ed., pp. 49–57). Vancouver, BC: Society for Learning Analytics Research.</p>","","","","","","","","","","","","","","","","","","","","","","","","1","","","","","","","","","","","","","","","","","","","","","","","","","",""
"UGMVL68G","bookSection","2017","Liu, R; Koedinger, K","Going Beyond Better Data Prediction to Create Explanatory Models of Educational Data","The Handbook of Learning Analytics","978-0-9952408-0-3","","","https://solaresearch.org/hla-17/hla17-chapter6/","","2017-03","2017-09-14 15:46:11","2017-09-14 15:46:11","","69-76","","","","","","","","","","","Society for Learning Analytics Research","Vancouver, BC","EN","","","","","","","","<p>""For a model to be explanatory, one should be able to understand</p> <p>- why the model achieves better predictive accuracy than alternatives.<br />- in addition, the understanding of this why should either advance our understanding of how learners should either advance our understanding of how learners learn the relevant material or have clear implications for instructional improvements, or both.</p>","","","","","","","","","","","","","","","","","","","","","","","","1","","","","","","","","","","","","","","","","","","","","","","","","","",""
"DV2CHWNM","journalArticle","2011","Gelman, A; Niemi, J","Statistical graphics: making information clear – and beautiful","Significance","","","","","","2011-09","2017-09-14 15:46:12","2017-09-14 15:46:12","","134-136","","","","","","","","","","","","","","","","","","","","","<p>Gelman, A., & Unwin, A. (2012). Infovis and Statistical Graphics: Different Goals, Different Looks (with discussion)</p> <p>http://www.stat.columbia.edu/%7Egelman/research/published/vis14.pdf</p> <p>The purpose of this article is not to criticize but to explore the different goals that lead researchers in different fields to value different aspects of data visualization.</p> <p>Discovery goals (Statistical data visualization) v. communication (Infographics) goals of graphical design</p> <ul> <li><a href=""http://www.wordle.net/"">http://www.wordle.net/</a></li> <li><a href=""http://www.babynamewizard.com/"">http://www.babynamewizard.com/</a></li> <li>^ Author considered babynamewizard the best visual.</li> </ul> <p>Ultimately the interpretation of a graph is a joint product of the data, the designer, and the viewer.</p>","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"8DHSCACZ","journalArticle","1984","Wainer, H","How to display data badly","The American Statistician","","","","","","1984","2017-09-14 15:46:12","2017-09-14 15:46:12","","137-147","","2","38","","","","","","","","","","","","","","","","","","<p>Wainer, H. (1984). How to display data badly, The American Statistician, 38(2), 137-147</p> <p>http://rci.rutgers.edu/%7Eroos/Courses/grstat502/wainer.pdf</p> <p>The aim of good data graphics is to display data accurately and clearly.</p> <ul> <li>Showing data</li> <li>Showing data accurately</li> <li>Showing data clearly</li> </ul> <p>Rules on showing data badly</p> <ol> <li>Show as few data as possible (minimize the data density) <ul> <li>reflects on the efficiency of information transmission</li> <li>Tufte on ""Chartjunk""</li> </ul> </li> <li>Hide your data you do show (minimize the data-ink ratio) <ul> <li>Tufte on ""data-ink ratio"" - amount of ink used in graphing the data / total amount of ink in the graph</li> <li>Hiding data can be done either by using an overabundance of chartjunk or by cleverly choosing the scale so that the data disappears.</li> </ul> </li> <li>Ignore the visual metaphor altogether</li> <li>Only order matters <ul> <li> Tufte's measure of perceptual disortion (PD)</li> </ul> </li> <li>Graph data out of context</li> <li>Change scales in mid-axis</li> <li>Emphasize the trivial (ignore the important)</li> <li>Jiggle the baseline</li> <li>Austria first</li> <li>Label (a) ilegibly, (b) incompletely, (c) incorrectly, and (d) ambiguously</li> <li>More is Mruker: (a) More Decimal Places and b) More Dimensions</li> <li>If it has been done well in the past, think of another way to do it</li> </ol> <p>Minard (1861) graph of the Frency Army's ill-fated foray into Russia</p> <p>Tufte (1983) Data Density Index (ddi) - the number of numbers plotted per square inch</p>","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"V8GXSM4P","journalArticle","2012","Gelman, A; Unwin, A","Infovis and Statistical Graphics: Different Goals, Different Looks (with discussion)","","","","","","","2012","2017-09-14 15:46:12","2017-09-14 15:46:12","","","","","","","","","","","","","","","","","","","","","","","<p>Gelman, A., & Niemi, J. (2011). Statistical graphics: making information clear – and beautiful, Significance, September, 134-136</p> <p>http://www.stat.columbia.edu/%7Egelman/research/published/niemi.pdf</p> <p>InfoVis - Information Visualization<br />Shifting from making graphics beautiful, to making them clear.<br />Example: Measles outbreak that began in autumn 2009 and continued throughout 2010.<br />Data comes from WHO's Zimbabwe epidemiological bulletins.</p> <p>Key Questions:</p> <ol> <li>Who is your target audience?</li> <li>What are you trying to show?</li> </ol> <p> Guiding Principals for Statistical Graphics:</p> <ul> <li>Avoid distracting elements.</li> <li>Use informative colour to visually associate elements.</li> <li>Keep the figure simple (and therefore in-terpretable).</li> </ul> <p>Guiding Prinicpals for multiple plots:</p> <ul> <li>Keep the x- and y-axes on the same scale.</li> <li>Eliminate repetitive information.</li> <li>Maintain consistency across plots.</li> </ul> <p>Excel and R defaults are limiting, should be adjusted, if not through coding, then manually.</p>","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"2BZ9IV9E","blogPost","2014","Fung, K","Junkcharts Trifecta Checkup: The Definitive Guide","Junkcharts","","","","http://junkcharts.typepad.com/junk_charts/junk-charts-trifecta-checkup-the-definitive-guide.html","","2014","2017-09-14 15:46:12","2017-09-14 15:46:12","","","","","","","","","","","","","","","","","Blog","","","","","","<p>Fung, K. (2014). Junkcharts Trifecta Checkup: The Definitive Guide</p> <p><a href=""http://junkcharts.typepad.com/junk_charts/junk-charts-trifecta-checkup-the-definitive-guide.html"">http://junkcharts.typepad.com/junk_charts/junk-charts-trifecta-checkup-the-definitive-guide.html</a></p> <p> </p> <p>Trifecta Checkup framework</p> <p><img class=""transparent"" src=""http://junkcharts.typepad.com/.a/6a00d8341e992c53ef01a511c0b0c9970c-pi"" alt=""http://junkcharts.typepad.com/.a/6a00d8341e992c53ef01a511c0b0c9970c-pi"" /></p> <p> </p> <p>heat map example - <a href=""http://junkcharts.typepad.com/junk_charts/2014/05/how-effective-visualization-brings-data-alive.html"">http://junkcharts.typepad.com/junk_charts/2014/05/how-effective-visualization-brings-data-alive.html</a></p> <p> </p> <p><a href=""http://junkcharts.typepad.com/numbersruleyourworld/biography.html"">http://junkcharts.typepad.com/numbersruleyourworld/biography.html</a></p> <p>Kaiser Fung is a recognized expert, speaker, author and teacher in business analytics, and data visualization. He directs the Master of Science in Applied Analytics at Columbia University. He has built and managed data and analytics teams responsible for turning data into practical insights for Internet, entertainment and financial services companies, such as Vimeo, SiriusXM Radio, and American Express. He holds an MBA from Harvard Business School, in addition to engineering and statistics degrees from Princeton and Cambridge Universities. For over ten years, he has taught practical statistics, data visualization, and business analytics at New York University, various conferences, and corporations.</p> <p>He is the author of two books and two blogs. His most recent book is <span style=""color: #0000bf;""><strong><a title=""Link to Numbersense"" href=""http://astore.amazon.com/numbersense-20/detail/0071799664"" target=""_self"">Numbersense</a>: How to use Big Data to Your Advantage</strong></span> (McGraw-Hill, 2013). He also published <span style=""color: #033d21;""><strong><a title=""Link to Numbers Rule Your World"" href=""http://astore.amazon.com/numrulyouwor-20/detail/0071626530"" target=""_self"">Numbers Rule Your World</a>: The Hidden Influence of Probability and Statistics on Everything You Do</strong></span> (McGraw-Hill, 2010). His acclaimed blog, <a href=""http://junkcharts.typepad.com/junk_charts"">Junk Charts</a>, pioneered the critical examination of data and graphics in the mass media.</p> <p> </p>","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"RLHADIFJ","webpage","","","Cluster","","","","","https://www.cs.uic.edu/~wilkinson/Applets/cluster.html","","","2017-10-24 16:08:16","2017-10-24 16:08:16","2017-10-24 16:08:16","","","","","","","","","","","","","","","","","","","","","","<p>The k-means clustering algorithm classifies n points into k clusters by assigning each point to the cluster whose average value on a set of p variables is nearest to it by some distance measure (usually Euclidean) on that set. The algorithm computes these assignments iteratively, until reassigning points and recomputing averages (over all points in a cluster) produces no changes.</p>","/Users/kpham/Zotero/storage/PY8I3DSF/cluster.html","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""