Prior programming knowledge of students has a major impact on introductory programming courses. Those with prior experience often seem to breeze through the course. Those without prior experience see others breeze through the course and disengage from the material or drop out. The purpose of this study is to demonstrate that novice student programming behavior can be modeled as a Markov process. The resulting transition matrix can then be used in machine learning algorithms to create clusters of similarly behaving students. We describe in detail the state machine used in the Markov process and how to compute the transition matrix. We compute the transition matrix for 665 students and cluster them using the k-means clustering algorithm. We choose the number of cluster to be three based on analysis of the dataset. We show that the created clusters have statistically different means for student prior knowledge in programming, when measured on a Likert scale of 1-5.
Programming is one of the basic subjects in most informatics, computer science mathematics and technical faculties' curricula. Integrated overview of the models for teaching programming, problems in teaching and suggested solutions were presented in this paper. Research covered current state of 1019 programming subjects in 715 study programmes at total of 218 faculties and 143 universities in 35 European countries that were analyzed. It was concluded that while most of the programmes highly support object-oriented paradigm of programming, introductory programming subjects are mainly based on imperative paradigm.
A project is being developed with the main goal of creating an application of web server which allows students to use Mathematica software from their computers without the necessity of installing this software and of programming the necessary algorithms. The project consists of a set of mathematical models programmed with Mathematica and stored in a web server, which has been installed in a computer of our department. At the moment, it is possible to access to the web pages of the application from any computer of the intranet of our School.
The article examines update of modules of general IT (Informatics) studies under changes in secondary school programs. It is proposed to create distance-learning courses and use ``tools set'' principles. It will allow broadening the choice of study subjects and will create possibility for students from different faculties to choose the subjects and realization tools that better meet their needs and fields of studies. The developed materials will be available to all students and staff willing to improve IT skills through distance learning. Tasks and knowledge control will be unified in the whole University. The materials of updated Informatics courses will be presented in a virtual learning environment WebCT, including self-control tasks and tests. This will also be very useful for correspondence students.
Many factors influence teaching nowadays. Numbers of students are increasing, some students pay for studies and require more flexible teaching, more students have access to Internet, the learning material is changing rapidly (especially of subjects, related to information technologies), publishing industry is slow and expensive. All that stimulates usage of modern technologies in education. Virtual Learning Environments (VLEs) is one of the forms of e-learning. They open new ways of teaching and communication such as management of online learning, course delivery mechanism, communication and assessment tools, student tracking, access to electronic resources, etc. All these means correspond to the needs of contemporary teachers and students. VLEs have primarily been used for distance education but they are being used increasingly as supplement of traditional classroom based education. The author is interested in this latter aspect of VLEs.
The paper briefly reviews main types of Virtual Learning Environments and analyses the use of VLEs in Lithuania. The results of the investigation of two different learning environments - traditional (Web CT) and collaborative (FLE3) at the Vilnius Pedagogical University are also discussed in the article.