{"product_id":"educational-data-mining-applications-and-trends-von-alejandro-pena-ayala-hrsg","title":"Educational Data Mining","description":"\n                                \n                \u003cp\u003e\n                                        This book is devoted to the \n                    \n                    \u003ci\u003eEducational Data Mining\u003c\/i\u003e\n                                         arena. It highlights works that show relevant proposals, developments, and achievements that shape trends and inspire future research. After a rigorous revision process sixteen manuscripts were accepted and organized into four parts as follows:\n                \n                \u003c\/p\u003e\n                                \n                \u003cp\u003e\n                                        ·     \n                    \n                    \u003ci\u003eProfile\u003c\/i\u003e\n                                        : The first part embraces three chapters oriented to: 1) describe the nature of educational data mining (EDM); 2) describe how to pre-process raw data to facilitate data mining (DM); 3) explain how EDM supports government policies to enhance education.\n                \n                \u003c\/p\u003e\n                                \n                \u003cp\u003e\n                                        ·     \n                    \n                    \u003ci\u003eStudent modeling\u003c\/i\u003e\n                                        : The second part contains five chapters concerned with: 4) explore the factors having an impact on the student's academic success; 5) detect student's personality and behaviors in an educational game; 6) predict students performance to adjust content and strategies; 7) identify students who will most benefit from tutor support; 8) hypothesize the student answer correctness based on eye metrics and mouse click.\n                \n                \u003c\/p\u003e\n                                \n                \u003cp\u003e\n                                        ·     \n                    \n                    \u003ci\u003eAssessment\u003c\/i\u003e\n                                        : The third part has four chapters related to: 9) analyze the coherence of student research proposals; 10) automatically generate tests based on competences; 11) recognize students activities and visualize these activities for being presented to teachers; 12) find the most dependent test items in students response data.\n                \n                \u003c\/p\u003e\n                                \n                \u003cp\u003e\n                                        ·     \n                    \n                    \u003ci\u003eTrends\u003c\/i\u003e\n                                        : The fourth part encompasses four chapters about how to: 13) mine text for assessing students productions and supporting teachers; 14) scan student comments by statistical and text mining techniques; 15) sketch a social network analysis (SNA) to discover student behavior profiles and depict models about their collaboration; 16) evaluate the structure of interactions between the students in social networks.\n                \n                \u003c\/p\u003e\n                                \n                \u003cp\u003eThis volume will be a source of interest to researchers, practitioners, professors, and postgraduate students aimed at updating their knowledgeand find targets for future work in the field of educational data mining. \u003c\/p\u003e\n                            \n            \u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783319344997\"\u003e\u003ch3\u003eApplications and Trends\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783319027371\"\u003e\u003ch3\u003eApplications and Trends\u003c\/h3\u003e\u003c\/div\u003e","brand":"Libri","offers":[{"title":"Softcover - 9783319344997","offer_id":39426220752989,"sku":"9783319344997","price":160.49,"currency_code":"EUR","in_stock":true},{"title":"Hardcover - 9783319027371","offer_id":39718857343069,"sku":"9783319027371","price":160.49,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/db8eae59-1e67-4779-a9a2-9643a6ed8c5b.jpg?v=1774676198","url":"https:\/\/shop.autorenwelt.de\/en\/products\/educational-data-mining-applications-and-trends-von-alejandro-pena-ayala-hrsg","provider":"Autorenwelt Shop","version":"1.0","type":"link"}