An Ensemble Model for Teaching Assistant Evaluation using Classification Technique.
Journal Title: International Journal for Research in Applied Science and Engineering Technology (IJRASET) - Year 2016, Vol 4, Issue 12
Abstract
Teaching Assistant Evaluation is very important for every education sector for academic improvement. To improve the performance of teaching skill, criteria is increasing day by day. Due large number of data and criteria, data mining is one of the important factor. In this research work, we have used various data mining based classification techniques for classifying teaching skill. We have proposed ensemble models (CART+CHAID and ANN+BayesNet) to improve the teaching performance, but archived highest testing accuracy as 63.61% in case of ensemble of ANN and Byes Net with 80-20% training-testing partition.
Authors and Affiliations
Akhilesh Kumar Shrivas, Shikha Mishra
Keywords
Related Articles
- EP ID EP22971
- DOI -
- Views 224
- Downloads 5
Classification of Heart Disease Using Various Classification Techniques
Day by day research work is going to their ace point and tense to become perfection. Medical science is one of the broad area for research. Heart disease is one of the serious disease facing by human society. In this pa...
Case Study for the Prediction of Effect of Aspect Ratio Five on the Heat Transfer Characteristics of Regeneratively Cooled Thrust Chamber By Considering Subcooling
In this paper, Computational Fluid Dynamics technique is used to investigate the rocket thrust chamber cooling characteristics. The scope of the investigation involves the study of effect of aspect ratio (height/width)...
Analysis of Social Data Opinion through Public User Raw Information
In this paper, we move one step further to interpret sentiment variations. To the best of our knowledge, our study is the proposed work that tries to analyze and interpret the public sentiment variations in micro bloggi...
Soil Stabilization Using Coconut Coir Fibre
Use of Coconut coir Fibre for improving soil property is advantageous because they are cheap, locally available and eco-friendly. In this study, the stabilizing effect of Coconut coir Fibre (Natural Fibre) on soil prope...
Plant Image Retrieval System Using Color & Shape Feature
Image retrieval techniques have not been deployed significantly for plant in Agriculture sector. Agricultural sector of Indian Economy is one of the most significant parts of India. About 75% people are living in rural...