Fish erythrocytes released from erythropoietic sites are immature. During circulation they increase their own surface while the cell body and nuclei begin to become more elliptical and less spherical during maturaration. The relative abundance of different developmental stages represents an erythron profile which could be a more sensitive indicator of contamination than classic hematological indices. In this study, we analyzed blood smears of the Common Nase (Chodrostoma nasus) with the main goal to identify the determinants of the developmental stage of erythrocytes. Based on parameters developmental stages, erythrocytes are categorized into immature, intermediate or mature. In this investigation we have used four classification methods: the Two Step Cluster analysis, the K-Means Cluster analysis and Neural Neworks - Multilayer Perceptron and an Ordinal Regression Model. Our findings clearly justify that Multilayers Perceptron and ORL models are appropriate to classify the development...al stage of fish erythrocytes.
TY - CONF
AU - Spasić, Slađana
AU - Subotić, Srđan
AU - Višnjić Jeftić, Željka
AU - Lenhardt, Mirjana
PY - 2019
UR - http://rimsi.imsi.bg.ac.rs/handle/123456789/1663
AB - Fish erythrocytes released from erythropoietic sites are immature. During circulation they increase their own surface while the cell body and nuclei begin to become more elliptical and less spherical during maturaration. The relative abundance of different developmental stages represents an erythron profile which could be a more sensitive indicator of contamination than classic hematological indices. In this study, we analyzed blood smears of the Common Nase (Chodrostoma nasus) with the main goal to identify the determinants of the developmental stage of erythrocytes. Based on parameters developmental stages, erythrocytes are categorized into immature, intermediate or mature. In this investigation we have used four classification methods: the Two Step Cluster analysis, the K-Means Cluster analysis and Neural Neworks - Multilayer Perceptron and an Ordinal Regression Model. Our findings clearly justify that Multilayers Perceptron and ORL models are appropriate to classify the developmental stage of fish erythrocytes.
PB - Belarusian State University of lnformatics and Radioelectronics
C3 - 14th International Conference on Pattern Recognition and Information Processing – PRIP2019, Minsk, Belarus
T1 - Determination of the development stage of erythrocytes in the common nase (Chondrostoma nasus) using different classification methods.
UR - https://hdl.handle.net/21.15107/rcub_rimsi_1663
ER -
@conference{
author = "Spasić, Slađana and Subotić, Srđan and Višnjić Jeftić, Željka and Lenhardt, Mirjana",
year = "2019",
abstract = "Fish erythrocytes released from erythropoietic sites are immature. During circulation they increase their own surface while the cell body and nuclei begin to become more elliptical and less spherical during maturaration. The relative abundance of different developmental stages represents an erythron profile which could be a more sensitive indicator of contamination than classic hematological indices. In this study, we analyzed blood smears of the Common Nase (Chodrostoma nasus) with the main goal to identify the determinants of the developmental stage of erythrocytes. Based on parameters developmental stages, erythrocytes are categorized into immature, intermediate or mature. In this investigation we have used four classification methods: the Two Step Cluster analysis, the K-Means Cluster analysis and Neural Neworks - Multilayer Perceptron and an Ordinal Regression Model. Our findings clearly justify that Multilayers Perceptron and ORL models are appropriate to classify the developmental stage of fish erythrocytes.",
publisher = "Belarusian State University of lnformatics and Radioelectronics",
journal = "14th International Conference on Pattern Recognition and Information Processing – PRIP2019, Minsk, Belarus",
title = "Determination of the development stage of erythrocytes in the common nase (Chondrostoma nasus) using different classification methods.",
url = "https://hdl.handle.net/21.15107/rcub_rimsi_1663"
}
Spasić, S., Subotić, S., Višnjić Jeftić, Ž.,& Lenhardt, M.. (2019). Determination of the development stage of erythrocytes in the common nase (Chondrostoma nasus) using different classification methods.. in 14th International Conference on Pattern Recognition and Information Processing – PRIP2019, Minsk, Belarus
Belarusian State University of lnformatics and Radioelectronics..
https://hdl.handle.net/21.15107/rcub_rimsi_1663
Spasić S, Subotić S, Višnjić Jeftić Ž, Lenhardt M. Determination of the development stage of erythrocytes in the common nase (Chondrostoma nasus) using different classification methods.. in 14th International Conference on Pattern Recognition and Information Processing – PRIP2019, Minsk, Belarus. 2019;.
https://hdl.handle.net/21.15107/rcub_rimsi_1663 .
Spasić, Slađana, Subotić, Srđan, Višnjić Jeftić, Željka, Lenhardt, Mirjana, "Determination of the development stage of erythrocytes in the common nase (Chondrostoma nasus) using different classification methods." in 14th International Conference on Pattern Recognition and Information Processing – PRIP2019, Minsk, Belarus (2019),
https://hdl.handle.net/21.15107/rcub_rimsi_1663 .
