Takafumi Kanamori
17 papers · 2008–2022 · 6 conferences · across top CS/AI conferences
Achievements
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π§ Keyword Pioneer π Interdisciplinary Bridge π Renaissance Researcher (5) πΊοΈ Taxonomy Completionist (17) π£ Hot Topic Early Bird
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Renaissance Researcher
(5)
π§
Keyword Pioneer
π
Interdisciplinary Bridge
π
Keyword Trendsetter Combo
(3)
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Keyword Champion
(2)
ποΈ
Keyword Collector
(51)
π
Trend Setter
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Conference Pioneer
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Century Club
(17)
π₯
Unstoppable
(6)
Conferences
JMLR (5)
NIPS (5)
AISTATS (4)
COLT (1)
INTERSPEECH (1)
UAI (1)
Top co-authors
Keywords
density ratio estimation
(5)
asymptotic variance
(2)
importance estimation
(2)
unnormalized model
(2)
density ridge
(2)
probability density
(2)
uncertainty set
(2)
closed-form solution
(2)
density estimation
(2)
parameter estimation
(2)
derivative estimation
(2)
fisher efficient
(2)
binary classification
(2)
distribution comparison
(2)
normalization constant
(2)
outlier detection
(2)
statistical convergence
(1)
robust statistics
(1)
mode estimation
(1)
self-supervised learning
(1)
Papers
Mode estimation on matrix manifolds: Convergence and robustness
AISTATS 2022
Estimating Density Models with Truncation Boundaries using Score Matching
JMLR 2022
Deep Self-Supervised Learning of Speech Denoising from Noisy Speeches
INTERSPEECH 2022
Robust modal regression with direct gradient approximation of modal regression risk
UAI 2020
A Unified Statistically Efficient Estimation Framework for Unnormalized Models
AISTATS 2020
Fisher Efficient Inference of Intractable Models
NIPS 2019
Mode-Seeking Clustering and Density Ridge Estimation via Direct Estimation of Density-Derivative-Ratios
JMLR 2018
Statistical Inference with Unnormalized Discrete Models and Localized Homogeneous Divergences
JMLR 2017
Estimating Density Ridges by Direct Estimation of Density-Derivative-Ratios
AISTATS 2017
Empirical Localization of Homogeneous Divergences on Discrete Sample Spaces
NIPS 2015
Conjugate Relation between Loss Functions and Uncertainty Sets in Classification Problems
JMLR 2013
A Conjugate Property between Loss Functions and Uncertainty Sets in Classification Problems
COLT 2012
Density-Difference Estimation
NIPS 2012
Relative Density-Ratio Estimation for Robust Distribution Comparison
NIPS 2011
Conditional Density Estimation via Least-Squares Density Ratio Estimation
AISTATS 2010
A Least-squares Approach to Direct Importance Estimation
JMLR 2009
Efficient Direct Density Ratio Estimation for Non-stationarity Adaptation and Outlier Detection
NIPS 2008