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Functional data analysis of amplitude and phase variation
The abundance of functional observations in scientific endeavors has led to a significant
development in tools for functional data analysis (FDA). This kind of data comes with several …
development in tools for functional data analysis (FDA). This kind of data comes with several …
A review on modal clustering
G Menardi - International Statistical Review, 2016 - Wiley Online Library
In spite of the current availability of numerous methods of cluster analysis, evaluating a
clustering configuration is questionable without the definition of a true population structure …
clustering configuration is questionable without the definition of a true population structure …
Scale parameter selection by spatial statistics for GeOBIA: Using mean-shift based multi-scale segmentation as an example
D Ming, J Li, J Wang, M Zhang - ISPRS Journal of Photogrammetry and …, 2015 - Elsevier
Abstract Geo-Object-Based Image Analysis (GEOBIA) is becoming an increasingly important
technology for information extraction from remote sensing images. Multi-scale image …
technology for information extraction from remote sensing images. Multi-scale image …
A population background for nonparametric density-based clustering
JE Chacón - 2015 - projecteuclid.org
Despite its popularity, it is widely recognized that the investigation of some theoretical
aspects of clustering has been relatively sparse. One of the main reasons for this lack of …
aspects of clustering has been relatively sparse. One of the main reasons for this lack of …
A transcriptome atlas of leg muscles from healthy human volunteers reveals molecular and cellular signatures associated with muscle location
T Abbassi-Daloii, S El Abdellaoui, LM Voortman… - elife, 2023 - elifesciences.org
Skeletal muscles support the stability and mobility of the skeleton but differ in biomechanical
properties and physiological functions. The intrinsic factors that regulate muscle-specific …
properties and physiological functions. The intrinsic factors that regulate muscle-specific …
Object-based delineation and classification of alluvial fans by application of mean-shift segmentation and support vector machines
I Pipaud, F Lehmkuhl - Geomorphology, 2017 - Elsevier
In the field of geomorphology, automated extraction and classification of landforms is one of
the most active research areas. Until the late 2000s, this task has primarily been tackled …
the most active research areas. Until the late 2000s, this task has primarily been tackled …
Visual exploration of dynamic or static joint attention bids in children with autism syndrome disorder
Eye-tracking studies have revealed a specific visual exploration style characterizing
individuals with autism spectrum disorder (ASD). The aim of this study is to investigate the …
individuals with autism spectrum disorder (ASD). The aim of this study is to investigate the …
Data-driven characterization of molecular phenotypes across heterogeneous sample collections
Existing large gene expression data repositories hold enormous potential to elucidate
disease mechanisms, characterize changes in cellular pathways, and to stratify patients …
disease mechanisms, characterize changes in cellular pathways, and to stratify patients …
Spontaneous clustering via minimum gamma-divergence
A Notsu, O Komori, S Eguchi - Neural computation, 2014 - ieeexplore.ieee.org
We propose a new method for clustering based on local minimization of the gamma-
divergence, which we call spontaneous clustering. The greatest advantage of the proposed …
divergence, which we call spontaneous clustering. The greatest advantage of the proposed …
A fresh look at mean-shift based modal clustering
Modal clustering is an unsupervised learning technique where cluster centers are identified
as the local maxima of nonparametric probability density estimates. A natural algorithmic …
as the local maxima of nonparametric probability density estimates. A natural algorithmic …