TY - JOUR
T1 - Bootstrap method to evaluate tightness of clusters with application to the Korean standard occlusion study
AU - Lim, Johan
AU - Lee, Sungim
AU - Park, Heon Jin
AU - Eun Lee, Kyeong
AU - Lee, Shin Jae
PY - 2014/2
Y1 - 2014/2
N2 - Dental arch form is an important part of dental orthodontic practice. Distance-based clustering methods are often used to find standard arch forms. In particular, S-J. Lee, S.I. Lee, J. Lim, H-J. Park, and T. Wheeler Method to classify human dental arch form, Am. J. Orthod. Dentofacial Orthop. (2010), to appear] propose a 1-type distance which is invariant to the location-shift and the rotational transformation. Despite the popularity of the distance-based methods, little attention is given to the choice of the distance which has a great influence on final clusters. We have three goals in this paper. First, we study the properties of the 1-type distance by Lee et al. (2010). Second, we propose a bootstrap-based procedure to evaluate quantitatively how good the clusters are. Finally, we apply the bootstrap procedure to the Korean standard occlusion study and compare the existing distance-based clustering methods in previous literature.
AB - Dental arch form is an important part of dental orthodontic practice. Distance-based clustering methods are often used to find standard arch forms. In particular, S-J. Lee, S.I. Lee, J. Lim, H-J. Park, and T. Wheeler Method to classify human dental arch form, Am. J. Orthod. Dentofacial Orthop. (2010), to appear] propose a 1-type distance which is invariant to the location-shift and the rotational transformation. Despite the popularity of the distance-based methods, little attention is given to the choice of the distance which has a great influence on final clusters. We have three goals in this paper. First, we study the properties of the 1-type distance by Lee et al. (2010). Second, we propose a bootstrap-based procedure to evaluate quantitatively how good the clusters are. Finally, we apply the bootstrap procedure to the Korean standard occlusion study and compare the existing distance-based clustering methods in previous literature.
KW - bootstrap
KW - dental arch forms
KW - distance-based clustering
KW - mis-clustering error rate
KW - reliability of clusters
UR - http://www.scopus.com/inward/record.url?scp=84887905185&partnerID=8YFLogxK
U2 - 10.1080/00949655.2012.709517
DO - 10.1080/00949655.2012.709517
M3 - Article
AN - SCOPUS:84887905185
SN - 0094-9655
VL - 84
SP - 360
EP - 372
JO - Journal of Statistical Computation and Simulation
JF - Journal of Statistical Computation and Simulation
IS - 2
ER -