Markowitz portfolio theory helps decrease medicines’ side effect and speed up machine learning

© 2018, Springer International Publishing AG. In this paper, we show that, similarly to the fact that distributing the investment between several independent financial instruments decreases the investment risk, using a combination of several medicines can decrease the medicines’ side effects. Moreov...

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Main Authors:	Thongchai Dumrongpokaphan, Vladik Kreinovich
Format:	Book Series
Published:	2018
Online Access:	https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85038867695&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/43913
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Institution:	Chiang Mai University

id	th-cmuir.6653943832-43913
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spelling	th-cmuir.6653943832-439132018-01-24T04:15:04Z Markowitz portfolio theory helps decrease medicines’ side effect and speed up machine learning Thongchai Dumrongpokaphan Vladik Kreinovich © 2018, Springer International Publishing AG. In this paper, we show that, similarly to the fact that distributing the investment between several independent financial instruments decreases the investment risk, using a combination of several medicines can decrease the medicines’ side effects. Moreover, the formulas for optimal combinations of medicine are the same as the formulas for the optimal portfolio, formulas first derived by the Nobel-prize winning economist H. M. Markowitz. A similar application to machine learning explains a recent success of a modified neural network in which the input neurons are also directly connected to the output ones. 2018-01-24T04:15:04Z 2018-01-24T04:15:04Z 2018-01-01 Book Series 1860949X 2-s2.0-85038867695 10.1007/978-3-319-73150-6_6 https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85038867695&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/43913
institution	Chiang Mai University
building	Chiang Mai University Library
country	Thailand
collection	CMU Intellectual Repository
description	© 2018, Springer International Publishing AG. In this paper, we show that, similarly to the fact that distributing the investment between several independent financial instruments decreases the investment risk, using a combination of several medicines can decrease the medicines’ side effects. Moreover, the formulas for optimal combinations of medicine are the same as the formulas for the optimal portfolio, formulas first derived by the Nobel-prize winning economist H. M. Markowitz. A similar application to machine learning explains a recent success of a modified neural network in which the input neurons are also directly connected to the output ones.
format	Book Series
author	Thongchai Dumrongpokaphan Vladik Kreinovich
spellingShingle	Thongchai Dumrongpokaphan Vladik Kreinovich Markowitz portfolio theory helps decrease medicines’ side effect and speed up machine learning
author_facet	Thongchai Dumrongpokaphan Vladik Kreinovich
author_sort	Thongchai Dumrongpokaphan
title	Markowitz portfolio theory helps decrease medicines’ side effect and speed up machine learning
title_short	Markowitz portfolio theory helps decrease medicines’ side effect and speed up machine learning
title_full	Markowitz portfolio theory helps decrease medicines’ side effect and speed up machine learning
title_fullStr	Markowitz portfolio theory helps decrease medicines’ side effect and speed up machine learning
title_full_unstemmed	Markowitz portfolio theory helps decrease medicines’ side effect and speed up machine learning
title_sort	markowitz portfolio theory helps decrease medicines’ side effect and speed up machine learning
publishDate	2018
url	https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85038867695&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/43913
_version_	1681422461927686144

Markowitz portfolio theory helps decrease medicines’ side effect and speed up machine learning

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