A pancreatic cancer detection support tool using mass spectrometry data and support vector machines

Pancreatic cancer is one of the most fatal types of cancer due to its difficulty of being diagnosed in the early stages. Presently, multiple screening procedures for this disease are required to determine its presence. In this study, a pancreatic detection support tool implementing machine learning...

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Main Authors: Briones, Emmanuel, Lao, Angelyn R., Solano, Geoffrey A.
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Published: Animo Repository 2020
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Online Access:https://animorepository.dlsu.edu.ph/faculty_research/2292
https://animorepository.dlsu.edu.ph/context/faculty_research/article/3291/type/native/viewcontent
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Institution: De La Salle University
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spelling oai:animorepository.dlsu.edu.ph:faculty_research-32912022-08-14T06:41:05Z A pancreatic cancer detection support tool using mass spectrometry data and support vector machines Briones, Emmanuel Lao, Angelyn R. Solano, Geoffrey A. Pancreatic cancer is one of the most fatal types of cancer due to its difficulty of being diagnosed in the early stages. Presently, multiple screening procedures for this disease are required to determine its presence. In this study, a pancreatic detection support tool implementing machine learning is to be created with support vector machines (SVM) algorithm and mass spectrometry data of pancreatic cancer patients and controls as training and testing datasets. The final output would aid researchers in detecting pancreatic cancer in patients (complementing current and common procedures), and in finding biomarkers of the disease. © 2020 IEEE. 2020-01-01T08:00:00Z text text/html https://animorepository.dlsu.edu.ph/faculty_research/2292 https://animorepository.dlsu.edu.ph/context/faculty_research/article/3291/type/native/viewcontent Faculty Research Work Animo Repository Biochemical markers Pancreas—Cancer—Diagnosis Mass spectrometry Machine learning Support vector machines Medicine and Health Sciences Physical Sciences and Mathematics
institution De La Salle University
building De La Salle University Library
continent Asia
country Philippines
Philippines
content_provider De La Salle University Library
collection DLSU Institutional Repository
topic Biochemical markers
Pancreas—Cancer—Diagnosis
Mass spectrometry
Machine learning
Support vector machines
Medicine and Health Sciences
Physical Sciences and Mathematics
spellingShingle Biochemical markers
Pancreas—Cancer—Diagnosis
Mass spectrometry
Machine learning
Support vector machines
Medicine and Health Sciences
Physical Sciences and Mathematics
Briones, Emmanuel
Lao, Angelyn R.
Solano, Geoffrey A.
A pancreatic cancer detection support tool using mass spectrometry data and support vector machines
description Pancreatic cancer is one of the most fatal types of cancer due to its difficulty of being diagnosed in the early stages. Presently, multiple screening procedures for this disease are required to determine its presence. In this study, a pancreatic detection support tool implementing machine learning is to be created with support vector machines (SVM) algorithm and mass spectrometry data of pancreatic cancer patients and controls as training and testing datasets. The final output would aid researchers in detecting pancreatic cancer in patients (complementing current and common procedures), and in finding biomarkers of the disease. © 2020 IEEE.
format text
author Briones, Emmanuel
Lao, Angelyn R.
Solano, Geoffrey A.
author_facet Briones, Emmanuel
Lao, Angelyn R.
Solano, Geoffrey A.
author_sort Briones, Emmanuel
title A pancreatic cancer detection support tool using mass spectrometry data and support vector machines
title_short A pancreatic cancer detection support tool using mass spectrometry data and support vector machines
title_full A pancreatic cancer detection support tool using mass spectrometry data and support vector machines
title_fullStr A pancreatic cancer detection support tool using mass spectrometry data and support vector machines
title_full_unstemmed A pancreatic cancer detection support tool using mass spectrometry data and support vector machines
title_sort pancreatic cancer detection support tool using mass spectrometry data and support vector machines
publisher Animo Repository
publishDate 2020
url https://animorepository.dlsu.edu.ph/faculty_research/2292
https://animorepository.dlsu.edu.ph/context/faculty_research/article/3291/type/native/viewcontent
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