학술논문

Student Performance Analysis and Counselling System (SPACS) using Soft Computing by Fuzzy Rule Formation and Decision Making
Document Type
Conference
Source
2022 14th International Conference on Electronics, Computers and Artificial Intelligence (ECAI) Electronics, Computers and Artificial Intelligence (ECAI), 2022 14th International Conference on. :1-6 Jun, 2022
Subject
Bioengineering
Communication, Networking and Broadcast Technologies
Components, Circuits, Devices and Systems
Power, Energy and Industry Applications
Robotics and Control Systems
Signal Processing and Analysis
Employee welfare
Fuzzy logic
Uncertainty
Engineering profession
Decision making
Education
Entrepreneurship
Data Mining
Soft Computing
Artificial Intelligence
Students' Performance Analysis and Counselling System (SPACS)
Fuzzy Inference System
Language
Abstract
In this modern world, students are vulnerable to many distractions that affect their education and career. Taking this social aspect into consideration, the Students Performance Analysis and Counselling System (SPACS) system will play a crucial role in analyzing the students' overall academic performance. It identifies the factors affecting the performance and helps counsel the student to improve it and provide relevant guidelines to choose a career path by providing an assessment report. The three main streams for identifying the correct career path for a candidate are classified into entrepreneurship, research, and employability. The system uses fuzzy logic for rule formation, and decision making as it is tolerant of uncertainty, imprecision, and partial truth. The automated system built eliminates the intervention of a human counselor, which makes the software efficient, helps with unbiased decisions, and decreases the margin of error. The system widely consists of two basic modules: rule formation based on the user input and decision-making using soft computing technique that will use the input to generate guidelines. The student will use these guidelines to assess his performance and get a clear view of the line of action for his future endeavors.