期刊论文详细信息
Journal of Clinical Bioinformatics
Interpretation for scales of measurement linking with abstract algebra
Jun Ishigooka2  Shigeru Morishita1  Jitsuki Sawamura2 
[1] Depression Prevention Medical Center, Inariyama Takeda Hospital, Kyoto, Japan;Department of Psychiatry, Tokyo Women’s Medical University, Tokyo, Japan
关键词: Clinical medicine;    Hierarchical cluster;    Data-mining;    Abstract algebra;    Interpretation;    Stevens classification;    Scales on measurement;   
Others  :  800817
DOI  :  10.1186/2043-9113-4-9
 received in 2014-01-28, accepted in 2014-06-02,  发布年份 2014
PDF
【 摘 要 】

The Stevens classification of levels of measurement involves four types of scale: “Nominal”, “Ordinal”, “Interval” and “Ratio”. This classification has been used widely in medical fields and has accomplished an important role in composition and interpretation of scale. With this classification, levels of measurements appear organized and validated. However, a group theory-like systematization beckons as an alternative because of its logical consistency and unexceptional applicability in the natural sciences but which may offer great advantages in clinical medicine. According to this viewpoint, the Stevens classification is reformulated within an abstract algebra-like scheme; ‘Abelian modulo additive group’ for “Ordinal scale” accompanied with ‘zero’, ‘Abelian additive group’ for “Interval scale”, and ‘field’ for “Ratio scale”. Furthermore, a vector-like display arranges a mixture of schemes describing the assessment of patient states. With this vector-like notation, data-mining and data-set combination is possible on a higher abstract structure level based upon a hierarchical-cluster form. Using simple examples, we show that operations acting on the corresponding mixed schemes of this display allow for a sophisticated means of classifying, updating, monitoring, and prognosis, where better data mining/data usage and efficacy is expected.

【 授权许可】

   
2014 Sawamura et al.; licensee BioMed Central Ltd.

【 预 览 】
附件列表
Files Size Format View
20140708000218277.pdf 683KB PDF download
Figure 5. 38KB Image download
Figure 4. 25KB Image download
Figure 3. 31KB Image download
Figure 2. 26KB Image download
【 图 表 】

Figure 2.

Figure 3.

Figure 4.

Figure 5.

【 参考文献 】
  • [1]Stevens SS: On the theory of scales of measurement. Science 1946, 103(2684):677-680.
  • [2]Judson TW: Abstract Algebra: Theory and Applications. Virginia: PWS Publishing Company; 1997.
  • [3]Hungerford TW: Abstract Algebra, An Introduction. 2nd edition. Philadelphia: Saunders College Publishing; 1997.
  • [4]Hayes MHS, Patterson DG: Experimental development of the graphic rating method. Psychol Bull 1921, 18:98-99.
  • [5]Freyd M: The graphic rating scale. J Educ Psychol 1923, 14(2):83-102.
  • [6]Sawamura J, Morishita S, Ishigooka J: A group-theoretical notation for disease states: an example using the psychiatric rating scale. Theor Biol Med Model 2012, 9:28. July 9 BioMed Central Full Text
  • [7]Sawamura J, Morishita S, Ishigooka J: Further suggestions on the group-theoretical approach using clinical values. Theor Biol Med Model 2012, 9:54. Dec 19 BioMed Central Full Text
  • [8]Tate J, Oort F: Group schemes of prime order. Ann Scient Éc Norm Sup 1970, 3(1):1-21. 4e série, t.3
  • [9]Jullien GA: Implementation of multiplication, modulo a prime number, with applications to number theoretic transforms. IEEE Transac Comput 1980, C-29:899-905.
  • [10]Sobin LH, Gospodarowicz MK, Wittekind C: International Union Against Cancer (UICC), TNM classification of malignant tumours. 7th edition. New York: Wiley-Liss; 2010.
  • [11]WHO: International Statistical Classification of Diseases and Related Health Problems. 10th Revision. Geneva, Switzerland: World Health Organization; 1992.
  • [12]Billard L, Diday E: Symbolic data analysis, in 'Conceptual statistics and data mining'. England: Wiley & Sons Ltd; 2006.
  • [13]Turk DC, Rudy TE, Sorkin BA: Neglected topics in chronic pain treatment outcome studies: determination of success. Pain 1993, 53(1):3-16.
  • [14]Farrar JT, Young JP, LaMoreaux L Jr, Werth JL, Poole RM: Clinical importance of changes in chronic pain intensity measured on an 11-point numerical pain rating scale. Pain 2001, 94(2):149-158.
  • [15]Crichton N: Information point: visual analogue scale (VAS). J Clin Nurs 2001, 10(5):697-706.
  • [16]Langley GB, Sheppard H: The visual analogue scale: Its use in pain measurement. Rheumatol Int 1985, 5(4):145-148.
  文献评价指标  
  下载次数:56次 浏览次数:22次