The purpose of this study was to establish reference criteria for evalu-ating gait pattern similarity during normal gait in research using dynam-ic time warping (DTW). For this purpose, the DTW algorithm was imple-mented using the R programming language, and DTW analyses were conducted on normal gait data collected from the ankle, knee, and hip joints via 3-dimensional motion analysis in a sample of 55 healthy par-ticipants. The final optimal warping path identified by DTW was defined as the path having the smallest cumulative perpendicular distance from the diagonal of the cost matrix. DTW analyses were categorized into three groups: (1) same lower-limb within-subject, comparing identical limbs within each participant; (2) same lower-limb between-subjects, comparing identical limbs between different participants; and (3) oppo-site lower-limb within-subject, comparing the left and right limbs within each participant. A generalized linear model was employed to analyze the effects of group and gender. Reference criteria for gait pattern simi-larity are provided as estimated marginal means and 95% confidence intervals according to group and gender for each lower-limb joint during normal gait. Given statistically significant differences among groups, the results underscore the necessity of evaluating not only whether pa-tient gait patterns align within the normal range of healthy individuals but also the similarity between the patient’s own limbs for precise reha-bilitation assessment.
목차
Abstract INTRODUCTION MATERIALS AND METHODS Implementation of the DTW algorithm Participants Experiment of 3-dimensional motion analysis Analysis methods RESULTS Descriptive statistics and 95% confidence intervals by group Difference analysis by group and gender Reference criteria of normal gait by joint DISCUSSION CONFLICT OF INTEREST ACKNOWLEDGMENTS REFERENCES
키워드
Reference criteriaGaitDynamic time warpingAlgorithmPattern similarity
저자
Hyun-Seob Lee [ Department of Physical Education, Graduate School of Education, Korea University, Seoul, Korea ]
Jong-Hoon Park [ Department of Physical Education, Korea University, Seoul, Korea ]
Dae-Kyoo Kim [ Department of Physical Education, Graduate School of Education, Korea University/Department of Physical Education, Korea University, Seoul, Korea ]
Corresponding Author