29 citations
- Amazon (United States)US1 paper
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- Arizona State UniversityUS1 paper
- Indiana University BloomingtonUS1 paper
- Jilin UniversityCN1 paper
- Jingdong (China)CN1 paper
- Kyoto Bunkyo UniversityJP1 paper
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- Kyoto University Institute for Chemical Research1 paper
- Microsoft Research (United Kingdom)GB1 paper
- Simon Fraser UniversityCA1 paper
- The University of TokyoJP1 paper
5 papers
Minimax Optimal Additive Functional Estimation with Discrete Distribution: Slow Divergence Speed Case
Kazuto Fukuchi, Jun Sakuma
This paper addresses an estimation problem of an additive functional of , which is defined as , given i.i.d. random samples drawn from a discrete…
Estimation of interventional effects of features on prediction
Patrick Blöbaum, Shohei Shimizu
The interpretability of prediction mechanisms with respect to the underlying prediction problem is often unclear. While several studies have focused on developing prediction models…
Fast Multi-frame Stereo Scene Flow with Motion Segmentation
Tatsunori Taniai, Sudipta N. Sinha, Yoichi Sato
We propose a new multi-frame method for efficiently computing scene flow (dense depth and optical flow) and camera ego-motion for a dynamic scene observed from a moving stereo came…
A new approach for solving mixed integer DC programs using a continuous relaxation with no integrality gap and smoothing techniques
Takayuki Okuno, Yoshiko T. Ikebe
In this paper, we consider a class of mixed integer programming problems (MIPs) whose objective functions are DC functions, that is, functions representable in terms of the differe…
Ultra High-Dimensional Nonlinear Feature Selection for Big Biological Data
Makoto Yamada, Jiliang Tang, Jose Lugo-Martinez +10
Machine learning methods are used to discover complex nonlinear relationships in biological and medical data. However, sophisticated learning models are computationally unfeasible…