Classification of Implantable Rotary Blood Pump States With Class Noise

IEEE Journal of Biomedical and Health Informatics
Hui-Lee OoiEinly Lim

Abstract

A medical case study related to implantable rotary blood pumps is examined. Five classifiers and two ensemble classifiers are applied to process the signals collected from the pumps for the identification of the aortic valve nonopening pump state. In addition to the noise-free datasets, up to 40% class noise has been added to the signals to evaluate the classification performance when mislabeling is present in the classifier training set. In order to ensure a reliable diagnostic model for the identification of the pump states, classifications performed with and without class noise are evaluated. The multilayer perceptron emerged as the best performing classifier for pump state detection due to its high accuracy as well as robustness against class noise.

References

Jul 13, 2000·Artificial Organs·Y NoséT Takano
Nov 18, 2000·The Annals of Thoracic Surgery·A G RoseL W Miller
Aug 6, 2003·IEEE Transactions on Neural Systems and Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·Deon GarrettMichael H Thaut
Sep 15, 2005·ASAIO Journal : a Peer-reviewed Journal of the American Society for Artificial Internal Organs·Oliver VoigtGino F Morello
Nov 22, 2005·The Journal of Heart and Lung Transplantation : the Official Publication of the International Society for Heart Transplantation·Michael VollkronGeorg Wieselthaler
Feb 1, 2006·The Journal of Heart and Lung Transplantation : the Official Publication of the International Society for Heart Transplantation·Heinrich SchimaGeorg Wieselthaler
Aug 29, 2006·Artificial Organs·Michael VollkronGeorg Wieselthaler
Feb 7, 2007·IEEE Transactions on Systems, Man, and Cybernetics. Part B, Cybernetics : a Publication of the IEEE Systems, Man, and Cybernetics Society·Zexuan ZhuManoranjan Dash
Aug 19, 2007·The Journal of Heart and Lung Transplantation : the Official Publication of the International Society for Heart Transplantation·Michael VollkronHeinrich Schima
Sep 22, 2007·ASAIO Journal : a Peer-reviewed Journal of the American Society for Artificial Internal Organs·Dean M KarantonisNigel H Lovell
Oct 20, 2007·Conference Proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society·Dean M KarantonisNigel H Lovell
Nov 16, 2007·Conference Proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society·Antonio FerreiraJames F Antaki
Apr 15, 2008·Philosophical Transactions. Series A, Mathematical, Physical, and Engineering Sciences·Shang-Ying Shiu, Constantine Gatsonis
Jul 23, 2008·ASAIO Journal : a Peer-reviewed Journal of the American Society for Artificial Internal Organs·David G MasonRobert F Salamonsen
Sep 29, 2009·The Journal of Heart and Lung Transplantation : the Official Publication of the International Society for Heart Transplantation·Jason G AndradeAnson Cheung
Feb 4, 2010·The Journal of Heart and Lung Transplantation : the Official Publication of the International Society for Heart Transplantation·Corey J BishopBruce B Reid
Feb 6, 2010·The Journal of Heart and Lung Transplantation : the Official Publication of the International Society for Heart Transplantation·O H FrazierWilliam E Cohn
Jun 2, 2010·Oncology Reports·Jong-Og SeoSung-Chul Lim
Jan 19, 2012·Conference Proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society·Yu WangMarwan A Simaan
Nov 30, 2012·IEEE Journal of Biomedical and Health Informatics·Yu Wang, Marwan A Simaan
Dec 4, 2012·International Journal of Cardiology·Shahab KhatibzadehAndrew Moran
Feb 19, 2013·Bioinformatics·Jakramate Bootkrajang, Ata Kabán
Oct 10, 2013·Artificial Organs·Marcus GraneggerFrancesco Moscato
Nov 19, 2013·The Journal of Heart and Lung Transplantation : the Official Publication of the International Society for Heart Transplantation·Edwin McGeeDaniel Tamez
Dec 18, 2013·Computer Methods and Programs in Biomedicine·Boyang SuHwa Liang Leo
Jan 16, 2014·Artificial Organs·Hui-Lee OoiNigel H Lovell

❮ Previous
Next ❯

Citations


❮ Previous
Next ❯

Related Concepts

Trending Feeds

COVID-19

Coronaviruses encompass a large family of viruses that cause the common cold as well as more serious diseases, such as the ongoing outbreak of coronavirus disease 2019 (COVID-19; formally known as 2019-nCoV). Coronaviruses can spread from animals to humans; symptoms include fever, cough, shortness of breath, and breathing difficulties; in more severe cases, infection can lead to death. This feed covers recent research on COVID-19.

Blastomycosis

Blastomycosis fungal infections spread through inhaling Blastomyces dermatitidis spores. Discover the latest research on blastomycosis fungal infections here.

Nuclear Pore Complex in ALS/FTD

Alterations in nucleocytoplasmic transport, controlled by the nuclear pore complex, may be involved in the pathomechanism underlying multiple neurodegenerative diseases including Amyotrophic Lateral Sclerosis and Frontotemporal Dementia. Here is the latest research on the nuclear pore complex in ALS and FTD.

Applications of Molecular Barcoding

The concept of molecular barcoding is that each original DNA or RNA molecule is attached to a unique sequence barcode. Sequence reads having different barcodes represent different original molecules, while sequence reads having the same barcode are results of PCR duplication from one original molecule. Discover the latest research on molecular barcoding here.

Chronic Fatigue Syndrome

Chronic fatigue syndrome is a disease characterized by unexplained disabling fatigue; the pathology of which is incompletely understood. Discover the latest research on chronic fatigue syndrome here.

Evolution of Pluripotency

Pluripotency refers to the ability of a cell to develop into three primary germ cell layers of the embryo. This feed focuses on the mechanisms that underlie the evolution of pluripotency. Here is the latest research.

Position Effect Variegation

Position Effect Variagation occurs when a gene is inactivated due to its positioning near heterochromatic regions within a chromosome. Discover the latest research on Position Effect Variagation here.

STING Receptor Agonists

Stimulator of IFN genes (STING) are a group of transmembrane proteins that are involved in the induction of type I interferon that is important in the innate immune response. The stimulation of STING has been an active area of research in the treatment of cancer and infectious diseases. Here is the latest research on STING receptor agonists.

Microbicide

Microbicides are products that can be applied to vaginal or rectal mucosal surfaces with the goal of preventing, or at least significantly reducing, the transmission of sexually transmitted infections. Here is the latest research on microbicides.