Mode-Seeking Clustering and Density Ridge Estimation via Direct Estimation of Density-Derivative-Ratios

Hiroaki Sasaki, Takafumi Kanamori, Aapo Hyvärinen, Gang Niu, Masashi Sugiyama

Research output: Contribution to journalArticleScientificpeer-review

Original languageEnglish
Article number1
JournalJournal of Machine Learning Research
Volume18
Number of pages47
ISSN1532-4435
Publication statusPublished - 2018
MoE publication typeA1 Journal article-refereed

Fields of Science

  • Density Derivative
  • Geometric Feature
  • Mode-Seeking Clustering
  • Density Ridge Estimation
  • MEAN-SHIFT ALGORITHM
  • NONPARAMETRIC-ESTIMATION
  • MAXIMUM-LIKELIHOOD
  • IMAGE SEGMENTATION
  • NORMALIZED CUTS
  • EM ALGORITHM
  • SCALE-SPACE
  • REGRESSION
  • CONVERGENCE
  • CONSISTENCY
  • 113 Computer and information sciences

Cite this

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title = "Mode-Seeking Clustering and Density Ridge Estimation via Direct Estimation of Density-Derivative-Ratios",
keywords = "Density Derivative, Geometric Feature, Mode-Seeking Clustering, Density Ridge Estimation, MEAN-SHIFT ALGORITHM, NONPARAMETRIC-ESTIMATION, MAXIMUM-LIKELIHOOD, IMAGE SEGMENTATION, NORMALIZED CUTS, EM ALGORITHM, SCALE-SPACE, REGRESSION, CONVERGENCE, CONSISTENCY, 113 Computer and information sciences",
author = "Hiroaki Sasaki and Takafumi Kanamori and Aapo Hyv{\"a}rinen and Gang Niu and Masashi Sugiyama",
year = "2018",
language = "English",
volume = "18",
journal = "Journal of Machine Learning Research",
issn = "1532-4435",
publisher = "Microtome Publishing",

}

Mode-Seeking Clustering and Density Ridge Estimation via Direct Estimation of Density-Derivative-Ratios. / Sasaki, Hiroaki; Kanamori, Takafumi; Hyvärinen, Aapo; Niu, Gang; Sugiyama, Masashi.

In: Journal of Machine Learning Research, Vol. 18, 1, 2018.

Research output: Contribution to journalArticleScientificpeer-review

TY - JOUR

T1 - Mode-Seeking Clustering and Density Ridge Estimation via Direct Estimation of Density-Derivative-Ratios

AU - Sasaki, Hiroaki

AU - Kanamori, Takafumi

AU - Hyvärinen, Aapo

AU - Niu, Gang

AU - Sugiyama, Masashi

PY - 2018

Y1 - 2018

KW - Density Derivative

KW - Geometric Feature

KW - Mode-Seeking Clustering

KW - Density Ridge Estimation

KW - MEAN-SHIFT ALGORITHM

KW - NONPARAMETRIC-ESTIMATION

KW - MAXIMUM-LIKELIHOOD

KW - IMAGE SEGMENTATION

KW - NORMALIZED CUTS

KW - EM ALGORITHM

KW - SCALE-SPACE

KW - REGRESSION

KW - CONVERGENCE

KW - CONSISTENCY

KW - 113 Computer and information sciences

M3 - Article

VL - 18

JO - Journal of Machine Learning Research

JF - Journal of Machine Learning Research

SN - 1532-4435

M1 - 1

ER -