scholarly journals Semantic-Based Model Analysis Towards Enhancing Information Values of Process Mining: Case Study of Learning Process Domain

Author(s):  
Kingsley Okoye ◽  
Abdel-Rahman H. Tawil ◽  
Usman Naeem ◽  
Syed Islam ◽  
Elyes Lamine

This chapter looks at the extent to which the semantic-based process mining approach of this book supports the conceptual analysis of the events logs and resultant models. Qualitatively, the chapter leverages the use case study of the research learning process domain to determine how the proposed method support the discovery, monitoring, and enhancement of the real-time processes through the abstraction levels of analysis. Also, the chapter quantitatively assesses the level of accuracy of the classification process to predict behaviours of unobserved instances within the underlying knowledge base. Overall, the work looks at the implications of the semantic-based approach, validation of the classification results, and their influence compared to other existing benchmark techniques/algorithms used for process mining.


This chapter represents as a practical follow-up or implementation of the main components of the SPMaAF described in Chapter 5. In the experimental setup, the chapter demonstrates by using the case study of the learning process: the development and application of the semantic-based process mining. Essentially, the chapter looks at how the proposed semantic-based process mining and analysis framework (SPMaAF) is applied to answer real-time questions about any given process domain, as well as the classification of the individual process instances or elements that constitutes process models. This includes the semantic representations and modelling of the learning process in order to allow for an abstraction analysis of the resultant models. The chapter finalizes with a conceptual description of the resultant semantic fuzzy mining approach which is discussed in detail in the next chapter.


2020 ◽  
Author(s):  
Farida Hanun

This study aims to obtain a description related to the learning of PAI by using ICT and how the impact of the use of ICT on PAI learning systems in the classroom. The research method uses a qualitative approach in the integrated Islamic high school Ummul Quro Bogor, West Java. The results showed that a) there were four stages of using ICT in the learning process, namely; emerging, applying, integrating dan transforming. PAI teachers are already at the integrating stage. In other words, ICT has been integrated into the PAI learning curriculum. b) supporting factors for the use of ICT are the existence of ICT support facilities, the availability of qualified educators, the commitment of the school to implement ICT in every PAI learning. c) Inhibiting factors in the use of ICT are aspects of financing ICT facilities require a large budget. Some elderly teachers have difficulty using ICT in the learning process. Besides, the internet network is unstable. d) The impact of the use of ICT is very significant on PAI learning process. e) the existence of ICT devices not only as a support but already as an important component in the education system. The research led to the recommendation of the need for government support in the form of concern for ICT in terms of policies, facilities, workforce, budget, and organizing training in the use of ICT for PAI teachers to improve their professionalism. Therefore, further research is suggested regarding the effectiveness of the use of ICT in the learning process of PAI.


Ta dib ◽  
2020 ◽  
Vol 23 (2) ◽  
pp. 145
Author(s):  
Surandi Surandi ◽  
Supardi Supardi ◽  
Johan Setiawan

Abstract: The purposes of this study are to find out: (1) the implementation of Radin Inten II’s resistance nationalism values in the learning process; (2) the obstacles experienced by teachers when implementing Radin Inten II’s resistance nationalism values in the learning process; (3) the efforts made by teachers in overcoming obstacles during the implementation of Radin Inten II’s nationalism values in the learning process. This study used qualitative approach with the type of case study conducted at SMAN 1 Kalianda. Data collection techniques consisted of observation, interviews, and documentary studies. Data analysis techniques used the model of Miles & Huberman consisting of data collection, data reduction, data display, and conclusion. The results show: (1) the implementation of Radin Inten II’s nationalism resistance values in the process of learning local history was carried out by compiling a syllabus and implementing learning plan (RPP) by incorporating local history into Indonesian historical material which was consisted of planning, implementation, and evaluation, (2) the obstacles experienced by teachers included: the ability of teachers during learning process, students’ attitudes, and time constraints, (3) the efforts made by the teacher were taking the initiative to instill the values of nationalism in the resistance of Radin Inten II’s, applying various models, strategies, methods and singing a national song before learning. Abstrak: Tujuan penelitian ini adalah untuk mengetahui: (1) implementasi nilai-nilai nasionalisme perlawanan Radin Inten II dalam proses pembelajaran, (2) kendala yang dialami oleh guru saat implementasi nilai-nilai nasionalisme perlawanan Radin Inten II dalam proses pembelajaran, (3) upaya yang dilakukan guru dalam mengatasi kendala yang dihadapi saat implementasi nilai-nilai nasionalisme perlawanan Radin Inten II dalam proses pembelajaran. Penelitian ini menggunakan pendekatan kualitatif dengan jenis studi kasus di SMAN 1 Kalianda. Teknik pengumpulan data terdiri dari observasi, wawancara, dan dokumentasi. Teknik analisis data menggunakan model Miles & Huberman yang terdiri dari pengumpulan data, reduksi data, penyajian data, dan penarikan kesimpulan. Hasil penelitian menunjukkan: (1) implementasi nilai-nilai nasionalisme perlawanan Radin Inten II dalam proses pembelajaran sejarah lokal dilakukan dengan menyusun silabus dan rencana pelaksana pembelajaran (RPP) dengan memasukkan sejarah lokal kedalam materi sejarah Indonesia yang terdiri dari perencanaan, pelaksanaan, dan evaluasi, (2) kendala yang dialami oleh guru diantaranya: kemampuan guru dalam proses pembelajaran, sikap siswa, dan adanya keterbatasan waktu, (3) upaya yang dilakukan oleh guru yaitu berinisiatif menanamkan nilai-nilai nasionalisme dalam perlawanan Radin Inten II, menerapkan berbagai model, strategi, metode dan menyanyikan lagu nasional sebelum pembelajaran.


2021 ◽  
Vol 11 (9) ◽  
pp. 4121
Author(s):  
Hana Tomaskova ◽  
Erfan Babaee Tirkolaee

The purpose of this article was to demonstrate the difference between a pandemic plan’s textual prescription and its effective processing using graphical notation. Before creating a case study of the Business Process Model and Notation (BPMN) of the Czech Republic’s pandemic plan, we conducted a systematic review of the process approach in pandemic planning and a document analysis of relevant public documents. The authors emphasized the opacity of hundreds of pages of text records in an explanatory case study and demonstrated the effectiveness of the process approach in reengineering and improving the response to such a critical situation. A potential extension to the automation and involvement of SMART technologies or process optimization through process mining techniques is presented as a future research topic.


2021 ◽  
Vol 1 ◽  
pp. 3159-3168
Author(s):  
Sohail Ahmed Soomro ◽  
Yazan A M Barhoush ◽  
Zhengya Gong ◽  
Panos Kostakos ◽  
Georgi V. Georgiev

AbstractPrototyping is an essential activity in the early stages of product development. This activity can provide insight into the learning process that takes place during the implementation of an idea. It can also help to improve the design of a product. This information and the process are useful in design education as they can be used to enhance students' ability to prototype their ideas and develop creative solutions. To observe the activity of prototype development, we conducted a study on students participating in a 7-week course: Principles of Digital Fabrication. During the course, eight teams made prototypes and shared their weekly developments via internet blog posts. The posts contained prototype pictures, descriptions of their ideas, and reflections on activities. The blog documentation of the prototypes developed by the students was done without the researchers' intervention, providing essential data or research. Based on a review of other methods of capturing the prototype development process, we compare existing documentation tools with the method used in the case study and outline the practices and tools related to the effective documentation of prototyping activity.


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