Phase variation in functional data obscures the true amplitude variation when a typical cross-sectional analysis of these responses would be performed. Time warping or curve registration aims at eliminating the phase variation, typically by applying transformations, the warping functions τn, to the function arguments. We propose a warping method that jointly estimates a decomposition of the warping function in warping components, and amplitude components. For the estimation routine, adaptive MCMC calculations are performed and implemented in C rather than R to increase computational speed. The R-C interface makes the program user-friendly, in that no knowledge of C is required and all input and output will be handled through R. The R packag...
We develop a canonical framework for the study of the problem of registration of multiple point proc...
When dealing with multiple curves as functional data, it is a common practice to apply functional PC...
Our work is motivated by an analysis of elephant seal dive profiles which we view as functional data...
Phase variation in functional data obscures the true amplitude variation when a typical cross-sectio...
Functional data analysis is a powerful statistical framework to analyze high dimensional data by vie...
Warping is an approach to the reduction and analysis of phase variability in functional observations...
Functional data usually consist of a sample of functions, with each function observed on a discrete ...
The abundance of functional observations in scientific endeavors has led to a significant developmen...
Many methods exist for one dimensional curve registration, and how methods compare has not been made...
Multivariate functional data often present theoretical and practical complications which are not fou...
Key words and phrases: Time warping, dynamic time warping, monotone functions. Mathematics subject c...
As an important exploratory analysis, curves of similar shape are often classified into groups, whic...
Data collected by scientists are increasingly in the form of trajectories or curves. Often these can...
When functional data come as multiple curves per subject, characterizing the source of variations is...
The quality characteristics in manufacturing processes are often represented in terms of spatially- ...
We develop a canonical framework for the study of the problem of registration of multiple point proc...
When dealing with multiple curves as functional data, it is a common practice to apply functional PC...
Our work is motivated by an analysis of elephant seal dive profiles which we view as functional data...
Phase variation in functional data obscures the true amplitude variation when a typical cross-sectio...
Functional data analysis is a powerful statistical framework to analyze high dimensional data by vie...
Warping is an approach to the reduction and analysis of phase variability in functional observations...
Functional data usually consist of a sample of functions, with each function observed on a discrete ...
The abundance of functional observations in scientific endeavors has led to a significant developmen...
Many methods exist for one dimensional curve registration, and how methods compare has not been made...
Multivariate functional data often present theoretical and practical complications which are not fou...
Key words and phrases: Time warping, dynamic time warping, monotone functions. Mathematics subject c...
As an important exploratory analysis, curves of similar shape are often classified into groups, whic...
Data collected by scientists are increasingly in the form of trajectories or curves. Often these can...
When functional data come as multiple curves per subject, characterizing the source of variations is...
The quality characteristics in manufacturing processes are often represented in terms of spatially- ...
We develop a canonical framework for the study of the problem of registration of multiple point proc...
When dealing with multiple curves as functional data, it is a common practice to apply functional PC...
Our work is motivated by an analysis of elephant seal dive profiles which we view as functional data...