COMP4801 Final Year Project Mining HKUCS Graduate Student Data: Extraction, Analysis, and Prediction Final Report
نویسندگان
چکیده
Educational Data Mining (EDM) is an emerging field that uses statistical and machine learning algorithms to find patterns in massive educational data sets. It is commonly used to solve problems such as predicting admission outcome and student performance. This project applies educational data mining techniques to the admission data of the graduate programs in the Computer Science Department of the University of Hong Kong (HKUCS). The objective of the project is to build a web application with a user-friendly interface that visualizes and analyses admission data using the following algorithms: Decision Tree algorithm, Association Rule algorithm and Logistic Regression algorithm. Based on the admission patterns that are found, the web application suggests a ranked list of candidates for admission decisions.
منابع مشابه
Project Plan Mining HKUCS Graduate Student Data
This project plan provides a comprehensive overview of the final year project, Mining HKUCS Graduate Student Data: Extraction, Analysis and Prediction. HKUCS is the abbreviation of the Computer Science Departement of the University of Hong Kong. The main objective of the project is to create a web tool that uses data mining techniques to find the patterns related to admission decision and appli...
متن کاملS3PSO: Students’ Performance Prediction Based on Particle Swarm Optimization
Nowadays, new methods are required to take advantage of the rich and extensive gold mine of data given the vast content of data particularly created by educational systems. Data mining algorithms have been used in educational systems especially e-learning systems due to the broad usage of these systems. Providing a model to predict final student results in educational course is a reason for usi...
متن کاملData Mining in Educational System using WEKA
Data mining, the extraction of hidden predictive information from large databases, is a powerful new technology with great potential used in various commercial applications including retail sales, e-commerce, remote sensing, bioinformatics etc. Education is an essential element for the progress of country. Mining in educational environment is called Educational Data Mining. Educational data min...
متن کاملService Learning Outcomes in an Undergraduate Data Mining Course
Data mining is becoming increasingly important as the amount of data being stored increases, and data miners are highly sought after in the job market. This paper describes a pilot course-offering in data mining in a small, four-year liberal arts college as part of a mixed Computer Science and Computer Information Systems curriculum. Several curricular choices are examined, including text and s...
متن کاملذخیره 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 2017