Literature DB >> 12705459

Similar cases retrieval from the database of laboratory test results.

Zhenjun Yang1, Yasushi Matsumura, Shigeki Kuwata, Hideo Kusuoka, Hiroshi Takeda.   

Abstract

We proposed a suitable method to search similar cases from the laboratory test results database, whose data are basically numerical and ordinal data. We transformed raw data into ordinal ranks and into new scores lying between 0 and 1, then calculated the Mahalanobis distances as a similarity measure. We used 3000 cases of blood count data. In 100 sample cases, 95% of the most similar 20 cases obtained by our method were included in those by the criterion (Mahalanobis distances calculated from raw data). Next, we applied our method to the data relevant to thyroid diseases. In 96 sample cases, the most similar 10 cases were retrieved from 1655 cases. The diagnoses were consistent with that of the sample cases in 32.4%. When we used Euclidean distance, the result worsened to 27.7%. Our method proved to be suitable in our attempt to identify similar cases in complicated laboratory test data.

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Year:  2003        PMID: 12705459     DOI: 10.1023/a:1022527528856

Source DB:  PubMed          Journal:  J Med Syst        ISSN: 0148-5598            Impact factor:   4.460


  26 in total

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3.  Diabetic patients management exploiting case-based reasoning techniques.

Authors:  S Montani; R Bellazzi; L Portinale; G d'Annunzio; S Fiocchi; M Stefanelli
Journal:  Comput Methods Programs Biomed       Date:  2000-07       Impact factor: 5.428

4.  An acoustical basis for universal phonotactic constraints.

Authors:  H Kawasaki-Fukumori
Journal:  Lang Speech       Date:  1992 Jan-Jun       Impact factor: 1.500

5.  Prediction of membrane proteins based on classification of transmembrane segments.

Authors:  D Kihara; T Shimizu; M Kanehisa
Journal:  Protein Eng       Date:  1998-11

6.  Case-based reasoning in IVF: prediction and knowledge mining.

Authors:  I Jurisica; J Mylopoulos; J Glasgow; H Shapiro; R F Casper
Journal:  Artif Intell Med       Date:  1998-01       Impact factor: 5.326

7.  A measure of DNA sequence dissimilarity based on Mahalanobis distance between frequencies of words.

Authors:  T J Wu; J P Burke; D B Davison
Journal:  Biometrics       Date:  1997-12       Impact factor: 2.571

8.  A non-parametric method for the analysis of experimental tumour growth data.

Authors:  R Chignola; D Liberati; E Chiesa; C Anselmi; R Foroni; S Sartoris; A Brendolan; G Tridente; G Andrighetto
Journal:  Med Biol Eng Comput       Date:  1999-07       Impact factor: 2.602

9.  Application of multidimensional scaling in numerical taxonomy: analysis of isoenzyme types of Candida species.

Authors:  D A Lacher; P F Lehmann
Journal:  Ann Clin Lab Sci       Date:  1991 Mar-Apr       Impact factor: 1.256

10.  A prototype decision support system for MR spectroscopy-assisted diagnosis of brain tumours.

Authors:  J Underwood; A R Tate; R Luckin; C Majós; A Capdevila; F Howe; J Griffiths; C Arús
Journal:  Stud Health Technol Inform       Date:  2001
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