The paper gives an analysis of some optimization algorithms in computer sciences and their implementation in solving the problem of binary character recognition. The performance of these algorithms is analyzed using the Optimization Algorithm Toolkit, with emphasis on determining the impact of parameter values. It is shown that these types of algorithms have shown a significant sensitivity as far as the choosing of the parameters was concerned which would have an effect on how the algorithm functions. In this sense, the existence of optimal value was found, as well as extremely unacceptable values.
Keywords:
binary character recognition / Optimization Algorithm Toolkit / hill climbing / random search / clonal selection algorithm / parameter tuning
TY - JOUR
AU - Čisar, Petar
AU - Maravić-Cisar, Sanja
AU - Subošić, Dane
AU - Đikanović, Predrag
AU - Đukanović, Slaviša
PY - 2015
UR - http://jakov.kpu.edu.rs/handle/123456789/660
AB - The paper gives an analysis of some optimization algorithms in computer sciences and their implementation in solving the problem of binary character recognition. The performance of these algorithms is analyzed using the Optimization Algorithm Toolkit, with emphasis on determining the impact of parameter values. It is shown that these types of algorithms have shown a significant sensitivity as far as the choosing of the parameters was concerned which would have an effect on how the algorithm functions. In this sense, the existence of optimal value was found, as well as extremely unacceptable values.
PB - Budapest Tech, Budapest
T2 - Acta polytechnica hungarica
T1 - Optimization Algorithms in Function of Binary Character Recognition
VL - 12
IS - 7
SP - 77
EP - 87
ER -
@article{
author = "Čisar, Petar and Maravić-Cisar, Sanja and Subošić, Dane and Đikanović, Predrag and Đukanović, Slaviša",
year = "2015",
url = "http://jakov.kpu.edu.rs/handle/123456789/660",
abstract = "The paper gives an analysis of some optimization algorithms in computer sciences and their implementation in solving the problem of binary character recognition. The performance of these algorithms is analyzed using the Optimization Algorithm Toolkit, with emphasis on determining the impact of parameter values. It is shown that these types of algorithms have shown a significant sensitivity as far as the choosing of the parameters was concerned which would have an effect on how the algorithm functions. In this sense, the existence of optimal value was found, as well as extremely unacceptable values.",
publisher = "Budapest Tech, Budapest",
journal = "Acta polytechnica hungarica",
title = "Optimization Algorithms in Function of Binary Character Recognition",
volume = "12",
number = "7",
pages = "77-87"
}
Čisar, P., Maravić-Cisar, S., Subošić, D., Đikanović, P.,& Đukanović, S. (2015). Optimization Algorithms in Function of Binary Character Recognition.
Acta polytechnica hungarica
Budapest Tech, Budapest., 12(7), 77-87.
Čisar P, Maravić-Cisar S, Subošić D, Đikanović P, Đukanović S. Optimization Algorithms in Function of Binary Character Recognition. Acta polytechnica hungarica. 2015;12(7):77-87
Čisar Petar, Maravić-Cisar Sanja, Subošić Dane, Đikanović Predrag, Đukanović Slaviša, "Optimization Algorithms in Function of Binary Character Recognition" Acta polytechnica hungarica, 12, no. 7 (2015):77-87
