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Moreover, a reduction of the spectrum that is used in the classification task to fewer but important wavelengths is desirable, as each measured wavelength increases the examination costs without necessarily providing further information to the classification of wound healing states. This paper addresses two aspects: First the improvement of the classification of wounds into healing states and second, a cost reduction by choosing only important wavelengths. Standard Data Mining methods are evaluated for their classification accuracy (CA) and compared to their performance when applying feature selection techniques that are used to reduce the amount of necessary wavelengths. The results indicate that the 1\u2010nearest\u2010neighbor approach (IB1 algorithm) comes up with the best CA, while only relying on a fraction (4%) of the standard wavelength spectrum.<\/jats:p>","DOI":"10.1111\/j.1742-481x.2011.00875.x","type":"journal-article","created":{"date-parts":[[2011,11,16]],"date-time":"2011-11-16T18:51:04Z","timestamp":1321469464000},"page":"189-198","update-policy":"http:\/\/dx.doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["Improving wound score classification with limited remission spectra"],"prefix":"10.1111","volume":"9","author":[{"given":"Jana","family":"Schmidt","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Andreas","family":"Hapfelmeier","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Wolf\u2010Dieter","family":"Schmidt","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Uwe","family":"Wollina","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","published-online":{"date-parts":[[2011,11,15]]},"reference":[{"key":"e_1_2_6_2_2","doi-asserted-by":"publisher","DOI":"10.7547\/87507315-86-7-311"},{"key":"e_1_2_6_3_2","doi-asserted-by":"crossref","first-page":"163","DOI":"10.3928\/0147-7447-19870101-28","article-title":"The diabetic foot.","volume":"10","author":"Wanger FW","year":"1987","journal-title":"Orthopedics"},{"key":"e_1_2_6_4_2","doi-asserted-by":"publisher","DOI":"10.1046\/j.1523-1747.2001.01297.x"},{"key":"e_1_2_6_5_2","doi-asserted-by":"crossref","first-page":"553","DOI":"10.4037\/15597768-1990-3011","article-title":"Human wound assessment: status report and implications for clinicians.","volume":"3","author":"Cooper D.","year":"1990","journal-title":"AACN Clin Issues Crit Care Nurs"},{"key":"e_1_2_6_6_2","doi-asserted-by":"publisher","DOI":"10.1111\/j.1751-1097.1991.tb08470.x"},{"key":"e_1_2_6_7_2","doi-asserted-by":"publisher","DOI":"10.1111\/j.1524-475X.2008.00364.x"},{"key":"e_1_2_6_8_2","first-page":"42","article-title":"Analysis of localized erythema using clinical indicators and spectroscopy.","volume":"49","author":"Sprigle S","year":"2003","journal-title":"Ostomy Wound Manage"},{"key":"e_1_2_6_9_2","doi-asserted-by":"publisher","DOI":"10.1136\/jcp.2003.011445"},{"key":"e_1_2_6_10_2","doi-asserted-by":"publisher","DOI":"10.1007\/s12024-010-9171-z"},{"key":"e_1_2_6_11_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.burns.2004.12.003"},{"key":"e_1_2_6_12_2","volume-title":"Data mining: practical machine learning tools and techniques","author":"Witten IH","year":"2011"},{"key":"e_1_2_6_13_2","volume-title":"Data mining: concepts and techniques","author":"Han J","year":"2006"},{"key":"e_1_2_6_14_2","unstructured":"LiuH SetionoR.A probabilistic approach to feature selection \u2013 a filter solution. 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