TY - GEN
T1 - Semi-automated intelligent systems
AU - Chinam, Srihari Akash
AU - Subba Reddy, N. V.
AU - Prema, K. V.
N1 - Publisher Copyright:
© 2017 IEEE.
PY - 2017/11/30
Y1 - 2017/11/30
N2 - An intelligent system uses machine learning algorithms to provide outputs to every input provided. The introduction of emotions in intelligent systems is required to create systems that are more similar to human beings and thus more reliable. In this paper, the idea of introducing the emotion 'uncertainty' in Intelligent Systems is proposed. A Semi-Automated Intelligent System is introduced in this paper, which combines a Naïve Bayesian Classifier, a Random Forest Classifier and a Multi Layer Perceptron using a Multi Model Strategy to introduce uncertainty. When used individually the classifiers had errors in the range of 6-7% but when combined as the Semi-Automated Intelligent System, the false predictions were kept under 0.2%. The paper also discusses several preprocessing techniques that were applied on the text documents to ensure effective analysis of data.
AB - An intelligent system uses machine learning algorithms to provide outputs to every input provided. The introduction of emotions in intelligent systems is required to create systems that are more similar to human beings and thus more reliable. In this paper, the idea of introducing the emotion 'uncertainty' in Intelligent Systems is proposed. A Semi-Automated Intelligent System is introduced in this paper, which combines a Naïve Bayesian Classifier, a Random Forest Classifier and a Multi Layer Perceptron using a Multi Model Strategy to introduce uncertainty. When used individually the classifiers had errors in the range of 6-7% but when combined as the Semi-Automated Intelligent System, the false predictions were kept under 0.2%. The paper also discusses several preprocessing techniques that were applied on the text documents to ensure effective analysis of data.
UR - http://www.scopus.com/inward/record.url?scp=85042656009&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85042656009&partnerID=8YFLogxK
U2 - 10.1109/ICACCI.2017.8125825
DO - 10.1109/ICACCI.2017.8125825
M3 - Conference contribution
AN - SCOPUS:85042656009
VL - 2017-January
T3 - 2017 International Conference on Advances in Computing, Communications and Informatics, ICACCI 2017
SP - 110
EP - 115
BT - 2017 International Conference on Advances in Computing, Communications and Informatics, ICACCI 2017
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2017 International Conference on Advances in Computing, Communications and Informatics, ICACCI 2017
Y2 - 13 September 2017 through 16 September 2017
ER -