TY - JOUR
T1 - Symbolic Learning using Brain Programming for the Recognition of Leukemia Images
AU - Ochoa-Montiel, Rocio
AU - Sossa, Humberto
AU - Olague, Gustavo
AU - Chan-Ley, Mariana
AU - Menendez, José
N1 - Publisher Copyright:
© 2021 Instituto Politecnico Nacional. All rights reserved.
PY - 2021
Y1 - 2021
N2 - In this work, We propose an approach of symbolic learning for the recognition of leukemia images. Image recognition for cancer detection is often a subjective problem due to different interpretations by experts of the medical area. Feature extraction is a critical step in image recognition, and current automatic approaches are unintelligible since they need to be adapted to different image domains. We propose the paradigm of brain programming as a symbolic learning approach to address aspects involved in the derivation of knowledge that allows us to recognize subtypes of leukemia in color images. Experimental results provide evidence that the multi-class recognition task is achieved through the solutions discovered from multiples runs of the bioinspired model.
AB - In this work, We propose an approach of symbolic learning for the recognition of leukemia images. Image recognition for cancer detection is often a subjective problem due to different interpretations by experts of the medical area. Feature extraction is a critical step in image recognition, and current automatic approaches are unintelligible since they need to be adapted to different image domains. We propose the paradigm of brain programming as a symbolic learning approach to address aspects involved in the derivation of knowledge that allows us to recognize subtypes of leukemia in color images. Experimental results provide evidence that the multi-class recognition task is achieved through the solutions discovered from multiples runs of the bioinspired model.
KW - Brain programming
KW - Evolutionary computer vision
KW - Leukemia recognition
KW - Symbolic learning
UR - http://www.scopus.com/inward/record.url?scp=85122163517&partnerID=8YFLogxK
U2 - 10.13053/CYS-25-4-4045
DO - 10.13053/CYS-25-4-4045
M3 - Artículo
AN - SCOPUS:85122163517
SN - 1405-5546
VL - 25
SP - 707
EP - 718
JO - Computacion y Sistemas
JF - Computacion y Sistemas
IS - 4
ER -