Data Elimination cum Interpolation for Imputation: A Robust Preprocessing Concept for Human Motion Data
作者： C.K. Chan , W.P. Loh , I. Abd Rahim
DOI: 10.1016/J.SBSPRO.2013.08.411
关键词: Decision table 、 Data mining 、 Data pre-processing 、 Imputation (statistics) 、 Body segment 、 Preprocessor 、 Human motion 、 Missing data 、 Computer science
摘要: Abstract The missing information from raw human motion data due to occlusion and hidden postures during motions has influenced the quality of input data. This study proposes a novel idea preprocessing with elimination cum interpolation for imputation treat information. was implemented on three sets public available concerning jumping, walking running activities obtained YouTube ( www.youtube.com ). video were transformed into numerical aid Photoshop tool in order obtain body segment markers form rotation angles coordinates 2-dimensional format. proposed approach compared numerically conventional approaches: elimination, averaging, values. efficiencies confirmed by classification accuracies through BayesNet, Lazy Kstar, Decision table Part method classifiers specifically chosen WEKA tool. findings demonstrated that using coupling enhances better accuracy.
core.ac.uk
sci-hub.se 参考文章(15)
Wei Zhang, Tinggui Chen, Data Preprocessing for Web Data Mining Advances in Intelligent and Soft Computing. pp. 303- 307 ,(2012) , 10.1007/978-3-642-28658-2_47
Rajiv Sarkar, Sitara S Ajjampur, Honorine D Ward, Gagandeep Kang, Elena N Naumova, Analysis of human immune responses in quasi-experimental settings: tutorial in biostatistics BMC Medical Research Methodology. ,vol. 12, pp. 1- 19 ,(2012) , 10.1186/1471-2288-12-1
Feyza Gürbüz, Lale Özbakir, Hüseyin Yapici, Data mining and preprocessing application on component reports of an airline company in Turkey Expert Systems With Applications. ,vol. 38, pp. 6618- 6626 ,(2011) , 10.1016/J.ESWA.2010.11.076
Michal Munk, Jozef Kapusta, Peter Švec, Data preprocessing evaluation for web log mining: reconstruction of activities of a web visitor international conference on conceptual structures. ,vol. 1, pp. 2273- 2280 ,(2010) , 10.1016/J.PROCS.2010.04.255
Alexia Briassouli, Vagia Tsiminaki, Ioannis Kompatsiaris, Human motion analysis via statistical motion processing and sequential change detection Eurasip Journal on Image and Video Processing. ,vol. 2009, pp. 2- ,(2009) , 10.1155/2009/652050
Kemal Polat, Salih Güneş, A novel data reduction method: Distance based data reduction and its application to classification of epileptiform EEG signals Applied Mathematics and Computation. ,vol. 200, pp. 10- 27 ,(2008) , 10.1016/J.AMC.2007.12.028
Haiguang Li, Zhao Li, Robert T. White, Xindong Wu, A real-time transportation prediction system Applied Intelligence. ,vol. 39, pp. 793- 804 ,(2013) , 10.1007/S10489-012-0409-1
Shaun R Seaman, Jonathan W Bartlett, Ian R White, Multiple imputation of missing covariates with non-linear effects and interactions: an evaluation of statistical methods. BMC Medical Research Methodology. ,vol. 12, pp. 46- 46 ,(2012) , 10.1186/1471-2288-12-46
Haiguang Li, Xindong Wu, Zhao Li, Gongqing Wu, A relation extraction method of Chinese named entities based on location and semantic features Applied Intelligence. ,vol. 38, pp. 1- 15 ,(2013) , 10.1007/S10489-012-0353-0
Yi-Fan Wang, Ming-Yang Chang, Rui-Dong Chiang, Lain-Jinn Hwang, Cho-Ming Lee, Yi-Hsin Wang, Mining Medical Data: A Case Study of Endometriosis Journal of Medical Systems. ,vol. 37, pp. 9899- 9899 ,(2013) , 10.1007/S10916-012-9899-Y