TY - GEN
T1 - A constructive approach for classification of Semi-Labeled data by extending the BLTA algorithm
AU - Chandel, Arvind Singh
AU - Tiwari, Aruna
AU - Chaudhari, Narendra S.
PY - 2010
Y1 - 2010
N2 - In this paper BLTA is extended to tackle the classification of Semi-Labeled data. BLTA works for Labeled data and perceptron based 4-layered neural network structure is formed. In our proposed extension, this 4-layered neural network structure works for classification of Semi-Labeled data, some samples are labeled and some are unlabeled. Learning algorithm is modified to tackle with such samples. The proposed method works in two phases. In first phase labeled samples are used for learning and another phase makes use of unlabeled samples to properly learn them in decided neuron. The proposed algorithm is tested with various benchmark datasets. Results are presented in the form of number of neurons and generalization accuracies. The accuracies are varying from 45 to 98% for different values of M-circle.
AB - In this paper BLTA is extended to tackle the classification of Semi-Labeled data. BLTA works for Labeled data and perceptron based 4-layered neural network structure is formed. In our proposed extension, this 4-layered neural network structure works for classification of Semi-Labeled data, some samples are labeled and some are unlabeled. Learning algorithm is modified to tackle with such samples. The proposed method works in two phases. In first phase labeled samples are used for learning and another phase makes use of unlabeled samples to properly learn them in decided neuron. The proposed algorithm is tested with various benchmark datasets. Results are presented in the form of number of neurons and generalization accuracies. The accuracies are varying from 45 to 98% for different values of M-circle.
UR - https://www.scopus.com/pages/publications/79952085819
U2 - 10.1109/CICN.2010.116
DO - 10.1109/CICN.2010.116
M3 - Conference contribution
AN - SCOPUS:79952085819
SN - 9780769542546
T3 - Proceedings - 2010 International Conference on Computational Intelligence and Communication Networks, CICN 2010
SP - 588
EP - 590
BT - Proceedings - 2010 International Conference on Computational Intelligence and Communication Networks, CICN 2010
T2 - 2010 International Conference on Computational Intelligence and Communication Networks, CICN 2010
Y2 - 26 November 2010 through 28 November 2010
ER -