TY - GEN
T1 - An Adaptive Transcursive Algorithm for Depth Estimation in Deep Learning Networks
AU - Thikshaja, Uthra Kunathur
AU - Paul, Anand
AU - Rho, Seungmin
AU - Bhattacharjee, Deblina
N1 - Publisher Copyright:
© 2016 IEEE.
PY - 2016/4/19
Y1 - 2016/4/19
N2 - Estimation of depth in a Neural Network (NN) or Artificial Neural Network (ANN) is an integral as well as complicated process. In this article, we propose a way of using the transformation of functions combined with recursive nature to have an adaptive, transcursive algorithm to represent the backpropagation concept used in deep learning for a Multilayer Perceptron Network. Each function can be used to represent a hidden layer used in the neural network and they can be made to handle a complex part of the processing. Whenever an undesirable output occurs, we transform (modify) the functions until a desirable output is obtained. We have an algorithm that uses the transcursive model to create an interpretation of the concept of deep learning using multilayer perceptron network (MPN).
AB - Estimation of depth in a Neural Network (NN) or Artificial Neural Network (ANN) is an integral as well as complicated process. In this article, we propose a way of using the transformation of functions combined with recursive nature to have an adaptive, transcursive algorithm to represent the backpropagation concept used in deep learning for a Multilayer Perceptron Network. Each function can be used to represent a hidden layer used in the neural network and they can be made to handle a complex part of the processing. Whenever an undesirable output occurs, we transform (modify) the functions until a desirable output is obtained. We have an algorithm that uses the transcursive model to create an interpretation of the concept of deep learning using multilayer perceptron network (MPN).
UR - http://www.scopus.com/inward/record.url?scp=84968624518&partnerID=8YFLogxK
U2 - 10.1109/PlatCon.2016.7456783
DO - 10.1109/PlatCon.2016.7456783
M3 - Conference contribution
AN - SCOPUS:84968624518
T3 - 2016 International Conference on Platform Technology and Service, PlatCon 2016 - Proceedings
BT - 2016 International Conference on Platform Technology and Service, PlatCon 2016 - Proceedings
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 3rd International Conference on Platform Technology and Service, PlatCon 2016
Y2 - 15 February 2016 through 17 February 2016
ER -