Kuopio, Finland M-estimation Applied to Bioaffinity Data

The aim of this research is to estimate the statistics describing the data using low sample size. Data consisted of bioaffinity measurements carrying information on analyte type and concentration. Measurements were performed by Arctic Diagnostics using ArcDia TPX technique. Due to noise contaminatio...

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Bibliographic Details
Main Authors: Mikko Västilä, Sari Peltonen, Edisson Albán, Jori Soukka, Juhani T. Soini, Ulla Ruotsalainen
Other Authors: The Pennsylvania State University CiteSeerX Archives
Format: Text
Language:English
Published: 2005
Subjects:
Arctic
Online Access:http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.216.4988
http://www.cs.uku.fi/finsig05/papers/paper10_FINSIG05.pdf
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spelling ftciteseerx:oai:CiteSeerX.psu:10.1.1.216.4988 2023-05-15T14:57:27+02:00 Kuopio, Finland M-estimation Applied to Bioaffinity Data Mikko Västilä Sari Peltonen Edisson Albán Jori Soukka Juhani T. Soini Ulla Ruotsalainen The Pennsylvania State University CiteSeerX Archives 2005 application/pdf http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.216.4988 http://www.cs.uku.fi/finsig05/papers/paper10_FINSIG05.pdf en eng http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.216.4988 http://www.cs.uku.fi/finsig05/papers/paper10_FINSIG05.pdf Metadata may be used without restrictions as long as the oai identifier remains attached to it. http://www.cs.uku.fi/finsig05/papers/paper10_FINSIG05.pdf text 2005 ftciteseerx 2016-01-07T18:04:06Z The aim of this research is to estimate the statistics describing the data using low sample size. Data consisted of bioaffinity measurements carrying information on analyte type and concentration. Measurements were performed by Arctic Diagnostics using ArcDia TPX technique. Due to noise contamination (e.g. outliers) of the data, robust estimation methods were applied, particularly redescending type of M-estimators, which are able to completely reject deviating observations. Experimental results clearly show benefits of robust estimation methods when measurements deviate from commonly assumed models, e.g. normal distribution. 1. Text Arctic Unknown Arctic
institution Open Polar
collection Unknown
op_collection_id ftciteseerx
language English
description The aim of this research is to estimate the statistics describing the data using low sample size. Data consisted of bioaffinity measurements carrying information on analyte type and concentration. Measurements were performed by Arctic Diagnostics using ArcDia TPX technique. Due to noise contamination (e.g. outliers) of the data, robust estimation methods were applied, particularly redescending type of M-estimators, which are able to completely reject deviating observations. Experimental results clearly show benefits of robust estimation methods when measurements deviate from commonly assumed models, e.g. normal distribution. 1.
author2 The Pennsylvania State University CiteSeerX Archives
format Text
author Mikko Västilä
Sari Peltonen
Edisson Albán
Jori Soukka
Juhani T. Soini
Ulla Ruotsalainen
spellingShingle Mikko Västilä
Sari Peltonen
Edisson Albán
Jori Soukka
Juhani T. Soini
Ulla Ruotsalainen
Kuopio, Finland M-estimation Applied to Bioaffinity Data
author_facet Mikko Västilä
Sari Peltonen
Edisson Albán
Jori Soukka
Juhani T. Soini
Ulla Ruotsalainen
author_sort Mikko Västilä
title Kuopio, Finland M-estimation Applied to Bioaffinity Data
title_short Kuopio, Finland M-estimation Applied to Bioaffinity Data
title_full Kuopio, Finland M-estimation Applied to Bioaffinity Data
title_fullStr Kuopio, Finland M-estimation Applied to Bioaffinity Data
title_full_unstemmed Kuopio, Finland M-estimation Applied to Bioaffinity Data
title_sort kuopio, finland m-estimation applied to bioaffinity data
publishDate 2005
url http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.216.4988
http://www.cs.uku.fi/finsig05/papers/paper10_FINSIG05.pdf
geographic Arctic
geographic_facet Arctic
genre Arctic
genre_facet Arctic
op_source http://www.cs.uku.fi/finsig05/papers/paper10_FINSIG05.pdf
op_relation http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.216.4988
http://www.cs.uku.fi/finsig05/papers/paper10_FINSIG05.pdf
op_rights Metadata may be used without restrictions as long as the oai identifier remains attached to it.
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