MIT Libraries logoDSpace@MIT

MIT
View Item 
  • DSpace@MIT Home
  • MIT Open Access Articles
  • MIT Open Access Articles
  • View Item
  • DSpace@MIT Home
  • MIT Open Access Articles
  • MIT Open Access Articles
  • View Item
JavaScript is disabled for your browser. Some features of this site may not work without it.

A classification model for non-alcoholic steatohepatitis (NASH) using confocal Raman micro-spectroscopy

Author(s)
Yu, Yang; Kang, Jeon Woong; Tam, Zhi Yang; Xu, Shuo Yu; Fong, Eliza Li Shan; Singh, Surya Pratap; Song, Ziwei; Kellogg, Lisa Tucker; So, Peter; Yu, Hanry; Yan, Jie; ... Show more Show less
Thumbnail
Download104110Y.pdf (557.8Kb)
PUBLISHER_POLICY

Publisher Policy

Article is made available in accordance with the publisher's policy and may be subject to US copyright law. Please refer to the publisher's site for terms of use.

Terms of use
Article is made available in accordance with the publisher's policy and may be subject to US copyright law. Please refer to the publisher's site for terms of use.
Metadata
Show full item record
Abstract
We combined Raman micro-spectroscopy and machine learning techniques to develop a classification model based on a well-established non-alcoholic steatohepatitis (NASH) mouse model, using spectrum pre-processing, biochemical component analysis (BCA) and logistic regression.
Date issued
2017-06
URI
http://hdl.handle.net/1721.1/116906
Department
Massachusetts Institute of Technology. Department of Chemistry; Massachusetts Institute of Technology. Laser Biomedical Research Center
Journal
Clinical and Preclinical Optical Diagnostics
Publisher
SPIE
Citation
Yu, Yang, et al. "A Classification Model for Non-Alcoholic Steatohepatitis (NASH) Using Confocal Raman Micro-Spectroscopy." 25-29 June 2017, Munich, Germany, edited by J. Quincy Brown and Ton G. van Leeuwen, SPIE, 2017, p. 101. © 2017 OSA-SPIE
Version: Final published version
ISBN
9781510612808
9781510612815

Collections
  • MIT Open Access Articles

Browse

All of DSpaceCommunities & CollectionsBy Issue DateAuthorsTitlesSubjectsThis CollectionBy Issue DateAuthorsTitlesSubjects

My Account

Login

Statistics

OA StatisticsStatistics by CountryStatistics by Department
MIT Libraries
PrivacyPermissionsAccessibilityContact us
MIT
Content created by the MIT Libraries, CC BY-NC unless otherwise noted. Notify us about copyright concerns.