Automated classification of blasts in acute leukemia blood samples using HMLP network
This paper presents a study on classification of blasts in acute leukemia blood samples using artificial neural network.In acute leukemia there are two major forms that are acute myelogenous leukemia (AML) and acute lymphocytic leukemia (ALL).Six morphological features have been extracted from acut...
| Main Authors: | , , , |
|---|---|
| 格式: | Conference or Workshop Item |
| 語言: | English |
| 出版: |
2011
|
| 主題: | |
| 在線閱讀: | https://repo.uum.edu.my/id/eprint/13606/1/55.pdf |
| _version_ | 1825803216743301120 |
|---|---|
| author | Harun, N. H. Mashor, M.Y. Abdul Nasir, A.S. Rosline, H. |
| author_facet | Harun, N. H. Mashor, M.Y. Abdul Nasir, A.S. Rosline, H. |
| author_sort | Harun, N. H. |
| collection | UUM |
| description | This paper presents a study on classification of blasts in acute leukemia blood samples using artificial neural network.In acute leukemia there are two major forms that are acute myelogenous leukemia (AML) and acute lymphocytic leukemia (ALL).Six morphological features have been
extracted from acute leukemia blood images and used as neural network inputs for the classification.Hybrid Multilayer Perceptron (HMLP) neural network was used to perform the classification task.The Hybrid Multilayer
Perceptron(HMLP) neural network is trained using modified RPE(MRPE) training algorithm for 1474 data samples.The Hybrid Multilayer Perceptron
(HMLP) neural network produces 97.04% performance accuracy.The result indicates the promising capabilities and abilities of the Hybrid Multilayer Perceptron (HMLP) neural network using modified RPE (MRPE) training algorithm for classifying and distinguishing the blasts from acute leukemia blood samples. |
| first_indexed | 2024-07-04T05:53:14Z |
| format | Conference or Workshop Item |
| id | uum-13606 |
| institution | Universiti Utara Malaysia |
| language | English |
| last_indexed | 2024-07-04T05:53:14Z |
| publishDate | 2011 |
| record_format | eprints |
| spelling | uum-136062015-04-07T04:48:18Z https://repo.uum.edu.my/id/eprint/13606/ Automated classification of blasts in acute leukemia blood samples using HMLP network Harun, N. H. Mashor, M.Y. Abdul Nasir, A.S. Rosline, H. QA76 Computer software This paper presents a study on classification of blasts in acute leukemia blood samples using artificial neural network.In acute leukemia there are two major forms that are acute myelogenous leukemia (AML) and acute lymphocytic leukemia (ALL).Six morphological features have been extracted from acute leukemia blood images and used as neural network inputs for the classification.Hybrid Multilayer Perceptron (HMLP) neural network was used to perform the classification task.The Hybrid Multilayer Perceptron(HMLP) neural network is trained using modified RPE(MRPE) training algorithm for 1474 data samples.The Hybrid Multilayer Perceptron (HMLP) neural network produces 97.04% performance accuracy.The result indicates the promising capabilities and abilities of the Hybrid Multilayer Perceptron (HMLP) neural network using modified RPE (MRPE) training algorithm for classifying and distinguishing the blasts from acute leukemia blood samples. 2011-06-08 Conference or Workshop Item PeerReviewed application/pdf en https://repo.uum.edu.my/id/eprint/13606/1/55.pdf Harun, N. H. and Mashor, M.Y. and Abdul Nasir, A.S. and Rosline, H. (2011) Automated classification of blasts in acute leukemia blood samples using HMLP network. In: 3rd International Conference on Computing and Informatics (ICOCI 2011), 8-9 June 2011, Bandung, Indonesia. http://www.icoci.cms.net.my |
| spellingShingle | QA76 Computer software Harun, N. H. Mashor, M.Y. Abdul Nasir, A.S. Rosline, H. Automated classification of blasts in acute leukemia blood samples using HMLP network |
| title | Automated classification of blasts in acute leukemia blood samples using HMLP network |
| title_full | Automated classification of blasts in acute leukemia blood samples using HMLP network |
| title_fullStr | Automated classification of blasts in acute leukemia blood samples using HMLP network |
| title_full_unstemmed | Automated classification of blasts in acute leukemia blood samples using HMLP network |
| title_short | Automated classification of blasts in acute leukemia blood samples using HMLP network |
| title_sort | automated classification of blasts in acute leukemia blood samples using hmlp network |
| topic | QA76 Computer software |
| url | https://repo.uum.edu.my/id/eprint/13606/1/55.pdf |
| work_keys_str_mv | AT harunnh automatedclassificationofblastsinacuteleukemiabloodsamplesusinghmlpnetwork AT mashormy automatedclassificationofblastsinacuteleukemiabloodsamplesusinghmlpnetwork AT abdulnasiras automatedclassificationofblastsinacuteleukemiabloodsamplesusinghmlpnetwork AT roslineh automatedclassificationofblastsinacuteleukemiabloodsamplesusinghmlpnetwork |