Visualizing Educational Datamining Patterns

نویسندگان

  • S. Gama
  • D. Gonçalves
چکیده

Providing the educational community with the means to analyze the results of educational processes may help pcorrect problematic situations, leading to a more successful education. Applying Data Mining to educational information provides the tools to analyze such data. However, results comprehend an extensive set of behaviors that consist of complex symbolic patterns. Visualization, due to its potential to display large quantities of data, may overcome this limitation. Hence, using the results of educational data mining that had been applied to information on courses in a university program, we developed a visualization that allows the analysis of such patterns. User tests have shown that our visualization makes important patterns immediately perceivable and displays the most relevant patterns, proving its potential for visualizing educational patterns.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Visualizing Sequential Educational Datamining Patterns

19 Galactica, a Digital Planetarium for Immersive Virtual Reality Settings Miguel Sales Dias, Microsoft Language Development Center, Lisboa, Portugal and ISCTE Instituto Universitário de Lisboa, ISTAR-IUL, Lisboa, Portugal Jorge d’Alpuim, ISCTE Instituto Universitário de Lisboa, ISTAR-IUL, Lisboa, Portugal Pedro Caetano, IST Técnico, Universidade de Lisboa, Lisboa, Portugal and ISCTE Instituto ...

متن کامل

Identification of Patterns and Factors Affecting the Health of Employees Based on Datamining of Occupational Examinations with the Purpose of Promoting Occupational Health

Background and Objective: Paying attention to the health of workers as a significant part of the population is important as they play an important role in the development of the society, which also has caught the attention of government officials and World Health Organization (WHO). Based on the rules and regulations of workers in different occupations, each year they must undergo certain medic...

متن کامل

Visualizing Sequential Patterns for Text Mining

A sequential pattern in data mining is a finite series of elements such as A → B → C → D where A, B, C, and D are elements of the same domain. The mining of sequential patterns is designed to find patterns of discrete events that frequently happen in the same arrangement along a timeline. Like association and clustering, the mining of sequential patterns is among the most popular knowledge disc...

متن کامل

Investigation of effective factors in expanding electronic payment in Iran using datamining techniques

E-banking has grown dramatically with the development of ICT industry and banks offer their services to customers from different channels. Nowadays, considering the great economic benefits of electronic banking systems, the need to pay attention to the expansion of electronic banking is increasingly felt in terms of reducing costs and increasing the bank's profitability. The purpose of this stu...

متن کامل

AGG: Augmented Graph Grammars for Complex Heterogeneous Data

The central goal of educational datamining is to derive crucial pedagogical insights from student, course, and tutorial data. Real-world educational datasets are complex and heterogeneous comprising relational structures, social connections, demographic information, and long-term assignments. In this paper I describe Augmented Graph Grammars a robust formalism for graph rules that provides a na...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2014