Personalized medicine and machine learning: a roadmap for the future

M Sebastiani, C Vacchi, A Manfredi… - … of Clinical Medicine, 2022 - mdpi.com
… In the same period, advances in artificial intelligence and machine learning have allowed …
to reach real precision medicine for our patients [4–6]. Precision medicine is considered of …

New machine learning applications to accelerate personalized medicine in breast cancer: rise of the support vector machines

ME Ozer, PO Sarica, KY Arga - Omics: a journal of integrative …, 2020 - liebertpub.com
… fields of clinical medicine and bioengineering. The field of personalized medicine stands to
… The support vector machine (SVM) is a rising machine learning approach that offers robust …

Artificial intelligence and machine learning approaches using gene expression and variant data for personalized medicine

S Vadapalli, H Abdelhalim, S Zeeshan… - Briefings in …, 2022 - academic.oup.com
medicine. The grand challenge today is the successful assimilation of genetics into precision
medicine … use of artificial intelligence (AI) and machine learning (ML) methods. Our goal …

Use of machine learning and artificial intelligence to drive personalized medicine approaches for spine care

O Khan, JH Badhiwala, G Grasso, MG Fehlings - World neurosurgery, 2020 - Elsevier
… The goal of the present narrative review was to provide an overview of the possible avenues
for personalized medicine in the field of spine medicine. The studies for our review were …

Machine learning empowering personalized medicine: A comprehensive review of medical image analysis methods

I Galić, M Habijan, H Leventić, K Romić - Electronics, 2023 - mdpi.com
medical imaging. First, we introduce the types of learning problems commonly employed in
medical … overview of commonly used deep learning methods, including convolutional neural …

A machine learning perspective on Personalized Medicine: an automized, comprehensive knowledge base with ontology for pattern recognition

F Emmert-Streib, M Dehmer - Machine Learning and Knowledge …, 2018 - mdpi.com
… a practical realization of personalized medicine. These factors … personalized medicine
from a machine learning perspective. This definition will be more clear for the machine learning

Machine learning for personalized medicine: predicting primary myocardial infarction from electronic health records

JC Weiss, S Natarajan, PL Peissig, CA McCarty… - Ai Magazine, 2012 - ojs.aaai.org
… In this work we survey a host of established machinelearning algorithms for their performance
on this task and select the most promising algorithm for further analysis. We attempt to …

Machine learning in postgenomic biology and personalized medicine

A Ray - Wiley Interdisciplinary Reviews: Data Mining and …, 2022 - Wiley Online Library
… A broad overview of personalized medicine challenges for machine learning. Modeling
population fine structures of genetic variants (colored in purple) to disease causation, especially …

DCP: prediction of dental caries using machine learning in personalized medicine

IA Kang, S Ngnamsie Njimbouom, KO Lee, JD Kim - Applied Sciences, 2022 - mdpi.com
… of dental caries model using machine learning in personalized medicine. The proposed
model, called DCP, uses methods such as random forest (RF), support vector machine (SVM), …

From hype to reality: data science enabling personalized medicine

H Fröhlich, R Balling, N Beerenwinkel, O Kohlbacher… - BMC medicine, 2018 - Springer
Personalized medicine is deeply connected to and dependent on data science, specifically
machine learning (often named Artificial Intelligence in the mainstream media). While during …