Statistical methods for bioimpedance analysis
This paper gives a basic overview of relevant statistical methods for the analysis of bioimpedance measurements, with an aim to answer questions such as: How do I begin with planning an experiment? How many measurements do I need to take? How do I deal with large amounts of frequency sweep data? Whi...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
| Published: |
Sciendo
2014-04-01
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| Series: | Journal of Electrical Bioimpedance |
| Subjects: | |
| Online Access: | https://doi.org/10.5617/jeb.830 |
| _version_ | 1818508082443976704 |
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| author | Tronstad Christian Pripp Are H. |
| author_facet | Tronstad Christian Pripp Are H. |
| author_sort | Tronstad Christian |
| collection | DOAJ |
| description | This paper gives a basic overview of relevant statistical methods for the analysis of bioimpedance measurements, with an aim to answer questions such as: How do I begin with planning an experiment? How many measurements do I need to take? How do I deal with large amounts of frequency sweep data? Which statistical test should I use, and how do I validate my results? Beginning with the hypothesis and the research design, the methodological framework for making inferences based on measurements and statistical analysis is explained. This is followed by a brief discussion on correlated measurements and data reduction before an overview is given of statistical methods for comparison of groups, factor analysis, association, regression and prediction, explained in the context of bioimpedance research. The last chapter is dedicated to the validation of a new method by different measures of performance. A flowchart is presented for selection of statistical method, and a table is given for an overview of the most important terms of performance when evaluating new measurement technology. |
| first_indexed | 2024-12-10T22:26:54Z |
| format | Article |
| id | doaj.art-352e8e08fde642b6a8a848a6de091ef0 |
| institution | Directory Open Access Journal |
| issn | 1891-5469 |
| language | English |
| last_indexed | 2024-12-10T22:26:54Z |
| publishDate | 2014-04-01 |
| publisher | Sciendo |
| record_format | Article |
| series | Journal of Electrical Bioimpedance |
| spelling | doaj.art-352e8e08fde642b6a8a848a6de091ef02022-12-22T01:31:09ZengSciendoJournal of Electrical Bioimpedance1891-54692014-04-0151142710.5617/jeb.830Statistical methods for bioimpedance analysisTronstad Christian0Pripp Are H.1Department of Clinical and Biomedical Engineering, Oslo University Hospital, Oslo, NorwayDepartment of Biostatistics, Epidemiology and Health Economics, Oslo University Hospital, Oslo, NorwayThis paper gives a basic overview of relevant statistical methods for the analysis of bioimpedance measurements, with an aim to answer questions such as: How do I begin with planning an experiment? How many measurements do I need to take? How do I deal with large amounts of frequency sweep data? Which statistical test should I use, and how do I validate my results? Beginning with the hypothesis and the research design, the methodological framework for making inferences based on measurements and statistical analysis is explained. This is followed by a brief discussion on correlated measurements and data reduction before an overview is given of statistical methods for comparison of groups, factor analysis, association, regression and prediction, explained in the context of bioimpedance research. The last chapter is dedicated to the validation of a new method by different measures of performance. A flowchart is presented for selection of statistical method, and a table is given for an overview of the most important terms of performance when evaluating new measurement technology.https://doi.org/10.5617/jeb.830statisticsresearch methodologybioimpedancedata analysisdata reductionparameterizationpredictionclassificationperformancevalidation |
| spellingShingle | Tronstad Christian Pripp Are H. Statistical methods for bioimpedance analysis Journal of Electrical Bioimpedance statistics research methodology bioimpedance data analysis data reduction parameterization prediction classification performance validation |
| title | Statistical methods for bioimpedance analysis |
| title_full | Statistical methods for bioimpedance analysis |
| title_fullStr | Statistical methods for bioimpedance analysis |
| title_full_unstemmed | Statistical methods for bioimpedance analysis |
| title_short | Statistical methods for bioimpedance analysis |
| title_sort | statistical methods for bioimpedance analysis |
| topic | statistics research methodology bioimpedance data analysis data reduction parameterization prediction classification performance validation |
| url | https://doi.org/10.5617/jeb.830 |
| work_keys_str_mv | AT tronstadchristian statisticalmethodsforbioimpedanceanalysis AT prippareh statisticalmethodsforbioimpedanceanalysis |