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
Strength Properties of Concrete by Replacing Coarse Aggregate with Blast Furnace Slag and Fine Aggregate with Crusher Dust
The demand of river sand in the construction industry has consequently increased due to Urbanization and mass construction of housing resulting in the reduction of natural sources and also an increase in price. In such...
Intrusion Detection in Mobile Ad Hoc Network
MANETs are prone to various active and passive security attacks and intrusions.Cryptography and authentication systems are not well sufficient for MANETs. It is required that MANETs should have the ability to detect any...
A Novel Power-Efficient Scheme Spectrally and Energy Efficient (SEE) - OFDM for IM/DD Optical Systems
Spectrally and energy efficient orthogonal frequency division multiplexing (SEE-OFDM) is an optical OFDM technique based on combining multiple asymmetrically clipped optical OFDM (ACO-OFDM) signals into one OFDM signal....
Survey- Algorithms Used For Sentiment Analysis
Sentiment Analysis (SA), a subfield of NLP, is the computational handling of opinions, sentiments, feedback and subjectivity of text . It is based on Information Extraction task that aims to obtain writer’s feelings exp...
Electrical Safety Analyzer for Biomedical Equipment
In order to achieve the required high level of electrical safety in electro-medical equipment. To develop standards and guidelines to control their design as well as their use in hospitals and other health care delivery...