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Depth-Based Recognition of Shape Outlying Functions
A major drawback of many established depth functionals is their ineffectiveness of functional depth is proposed to provide a remedy for this difficulty. The modification of the original depths for func...
Statistics and probability
- 2017 •
- Jimp •
- Link
Rok uplatnění
Jimp - Článek v periodiku v databázi Web of Science
Výsledek na webu
Integrated data depth for smooth functions and its application in supervised classification
This paper concerns depth functions suitable for smooth functional data. We suggest a modification of the integrated data depth that takes into account the shape and realdata sets. As the proposed depth
BA - Obecná matematika
- 2015 •
- Jx •
- Link
Rok uplatnění
Jx - Nezařazeno - Článek v odborném periodiku (Jimp, Jsc a Jost)
Výsledek na webu
Consistency of non-integrated depths for functional data
In the analysis of functional data, the concept of data depth is of importance. Strong consistency of a sample version of a data depth is among the basic statistical popular types of functional depth: the ...
BA - Obecná matematika
- 2015 •
- Jx •
- Link
Rok uplatnění
Jx - Nezařazeno - Článek v odborném periodiku (Jimp, Jsc a Jost)
Výsledek na webu
Integrated depth for functional data: statistical properties and consistency
Several depths suitable for infinite-dimensional functional data of projections. In this paper, a general class of integrated depths for functions is considered. Several depths for functional data...
BA - Obecná matematika
- 2016 •
- Jx •
- Link
Rok uplatnění
Jx - Nezařazeno - Článek v odborném periodiku (Jimp, Jsc a Jost)
Výsledek na webu
WEIGHTED HALFSPACE DEPTH
Generalised halfspace depth function is proposed. Basic properties of this depth function including the strong consistency are studied. We show, on several examples that our depth function may be ...
BA - Obecná matematika
- 2010 •
- Jx
Rok uplatnění
Jx - Nezařazeno - Článek v odborném periodiku (Jimp, Jsc a Jost)
Integrated depth for measurable functions and sets
Measurability, and uniform strong consistency of the integrated depths for functional data are established for the case when the random functions are Borel measurable. First consistent depths applicable to set-valu...
Statistics and probability
- 2017 •
- Jimp •
- Link
Rok uplatnění
Jimp - Článek v periodiku v databázi Web of Science
Výsledek na webu
Flexible integrated functional depths
This paper develops a new class of functional depths. A generic member of this class is coined Jth order kth moment integrated depth. It is based on the distribution of the cross-sectional halfspace depth of a ...
Statistics and probability
- 2021 •
- Jimp •
- Link
Rok uplatnění
Jimp - Článek v periodiku v databázi Web of Science
Výsledek na webu
Depth for Vector-Valued Functions
Data depth is a nonparametric statistical tool applicable to multi-dimensional observations. In the contribution a depth suitable for vector-valued functional (infi nite-dimensional) data of one variable is advanced. Its co...
BA - Obecná matematika
- 2013 •
- D •
- Link
Rok uplatnění
D - Stať ve sborníku
Výsledek na webu
An overview of consistency results for depth functionals
consistency results for most of the depths for functional data is given. Extensions of this theory towards random surfaces, imperfectly observed, and discontinuous functionalData depth is a nonparametric tool whic...
Statistics and probability
- 2017 •
- D •
- Link
Rok uplatnění
D - Stať ve sborníku
Výsledek na webu
On the Consistency of Depth Functionals
Lately, a simple depth of infimal type for functional data has been proposed in the literature, but the consistency of the sample version has not been established yet, and show that these cannot be weakened substantially. Connection...
BA - Obecná matematika
- 2014 •
- D
Rok uplatnění
D - Stať ve sborníku
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