The process and method of transforming extension architecture design data into structured data are investigated in order to execute extension data mining on the extension architecture design. According to the cross-industry standard process for data mining (CRISP-DM), a 6-stage data preparation process is built, which includes expression in basic-element form, data sheet design, data filtering, data form transform, standardization of variables, and variable dimension reduction. According to the characteristic of architecture, the methods for each stage are established by referring to extenics, geometry, statistics, etc. Finally, an integral data preparation system of the process and methods is constructed.
LIU Shuyu
,
ZOU Guangtian
,
ZHOU Zhou
,
XIAO Junlong
. Process and Methods of Data Preparation for Extension Architecture Design[J]. Science & Technology Review, 2014
, 32(36)
: 37
-42
.
DOI: 10.3981/j.issn.1000-7857.2014.36.005
[1] 杨春燕, 蔡文. 可拓数据挖掘研究进展[J]. 数学的实践与认识, 2009, 39 (4): 134-141. Yang Chunyan, Cai Wen. Research progress on extension data mining[J]. Mathematics in Practice and Theory, 2009, 39(4): 134-141.
[2] Sharma S, Osei-Bryson K M, Kasper G M. Evaluation of an integrated knowledge discovery and data mining process model[J]. Expert Systems with Applications, 2012, 39(13): 11335-11348.
[3] Lara J A, Lizcano D, Martinez A, et al. Data preparation for KDD through automatic reasoning based on description logic[J]. Information Systems, 2014, 44: 54-72.
[4] Zhang Shichao, Zhang Chengqi, Yang Qiang. Data preparation for data mining[J]. Applied Artificial Intelligence, 2003, 17(5-6): 375-381.
[5] 薛名辉. 可拓建筑设计的基本理论与应用方法研究[D]. 哈尔滨: 哈尔 滨工业大学建筑学院, 2011. Xue Minghui. The study on basic theory and applying methods of extension architecture design[D]. Harbin: School of Architecture of Harbin Institute of Technology, 2011.
[6] Yang Chunyan, Cai Wen. Extenics: Theory, method and application[M]. Beijing: Science Press, 2013: 27-33.
[7] 刘朝杰, 李秀宁, 任晓晖, 等. 问卷备择答案等距离量化合理性的验证 方法初探[J]. 中国心理卫生杂志, 2004, 18(7): 468-479. Liu Chaojie, Li Xiuning, Ren Xiaohui, et al. Testing the interval feature of alternative answers in questionnaire[J]. Chinese Mental Health Journal, 2004, 18(7): 468-479.
[8] 俞立平, 潘云涛, 武夷山. 基于极值法的学术期刊组合评价研究[J]. 图 书与情报, 2009(4): 22-27. Yu Liping, Pan Yuntao, Wu Yishan. Research on combined assessing for academic periodical based on extreme value method[J]. Library and Information, 2009(4): 22-27.
[9] AI Zaabi O S H. Potential for the application of emerging market Z-score in UAE Islamic banks[J]. International Journal of Islamic and Middle Eastern Finance and Management, 2011,4(2): 158-173.
[10] Adler J, Parmryd I. Quantifying colocalization by correlation: The pearson correlation coefficient is superior to the mander's overlap coefficient[J]. Cytometry Part A, 2010, 77(8): 733-742.
