【5月12日 更新分】機械学習に関する論文まとめ

5月12日に公開された論文


ニューラルネットワーク


自然言語処理

Evaluating vector-space models of analogy
著者:Dawn Chen, Joshua C. Peterson, Thomas L. Griffiths
Imagination improves Multimodal Translation
著者:Desmond Elliott, Ákos Kádár
Imagination improves Multimodal Translation
著者:Desmond Elliott, Ákos Kádár
Probabilistic Image Colorization
著者:Amelie Royer, Alexander Kolesnikov, Christoph H. Lampert

マーケティング

FDR-Corrected Sparse Canonical Correlation Analysis with Applications to Imaging Genomics
著者:Alexej Gossmann, Pascal Zille, Vince Calhoun, Yu-Ping Wang
Murphy Diagrams: Forecast Evaluation of Expected Shortfall
著者:Johanna F. Ziegel, Fabian Krüger, Alexander Jordan, Fernando Fasciati
Comparing probabilistic predictive models applied to football
著者:Marcio A. Diniz, Rafael Izbicki, Danilo Lopes, Luis Ernesto Salasar
FDR-Corrected Sparse Canonical Correlation Analysis with Applications to Imaging Genomics
著者:Alexej Gossmann, Pascal Zille, Vince Calhoun, Yu-Ping Wang
A local ensemble transform Kalman particle filter for convective scale data assimilation
著者:Sylvain Robert, Daniel Leuenberger, Hans R. Künsch
FDR-Corrected Sparse Canonical Correlation Analysis with Applications to Imaging Genomics
著者:Alexej Gossmann, Pascal Zille, Vince Calhoun, Yu-Ping Wang
Clingcon: The Next Generation
著者:Mutsunori Banbara, Benjamin Kaufmann, Max Ostrowski, Torsten Schaub
A rational analysis of curiosity
著者:Rachit Dubey, Thomas L. Griffiths
A Generative Model of People in Clothing
著者:Christoph Lassner, Gerard Pons-Moll, Peter V. Gehler
Distance-preserving graph contractions
著者:Karl Däubel, Yann Disser, Max Klimm, Torsten Mütze, Frieder Smolny
K-sets+: a Linear-time Clustering Algorithm for Data Points with a Sparse Similarity Measure
著者:Cheng-Shang Chang, Chia-Tai Chang, Duan-Shin Lee, Li-Heng Liou

画像解析

Bayesian Distribution Regression
著者:Ho Chung Leon Law, Dougal J. Sutherland, Dino Sejdinovic, Seth Flaxman
A Cascaded Convolutional Nerual Network for X-ray Low-dose CT Image Denoising
著者:Dufan Wu, Kyungsang Kim, Georges El Fakhri, Quanzheng Li
Adaptive Feature Representation for Visual Tracking
著者:Yuqi Han, Chenwei Deng, Zengshuo Zhang, Jiatong Li, Baojun Zhao
A Feature Embedding Strategy for High-level CNN representations from Multiple ConvNets
著者:Thangarajah Akilan, Q. M. Jonathan Wu, Wei Jiang
A Cascaded Convolutional Nerual Network for X-ray Low-dose CT Image Denoising
著者:Dufan Wu, Kyungsang Kim, Georges El Fakhri, Quanzheng Li
Probabilistic Image Colorization
著者:Amelie Royer, Alexander Kolesnikov, Christoph H. Lampert
SCNet: Learning Semantic Correspondence
著者:Kai Han, Rafael S. Rezende, Bumsub Ham, Kwan-Yee K. Wong, Minsu Cho, Cordelia Schmid, Jean Ponce

音声解析

Predicting Blood Pressure with Deep Bidirectional LSTM Network
著者:Peng Su, Xiaorong Ding, Yuanting Zhang, Ye Li, Ni Zhao
Predicting Blood Pressure with Deep Bidirectional LSTM Network
著者:Peng Su, Xiaorong Ding, Yuanting Zhang, Ye Li, Ni Zhao
Reducing Bias in Production Speech Models
著者:Eric Battenberg, Rewon Child, Adam Coates, Christopher Fougner, Yashesh Gaur, Jiaji Huang, Heewoo Jun, Ajay Kannan, Markus Kliegl, Atul Kumar, Hairong Liu, Vinay Rao, Sanjeev Satheesh, David Seetapun, Anuroop Sriram, Zhenyao Zhu
Detection of irregular QRS complexes using Hermite Transform and Support Vector Machine
著者:Zoja Vulaj, Milos Brajovic, Andjela Draganic, Irena Orovic
Modeling of the Latent Embedding of Music using Deep Neural Network
著者:Zhou Xing, Eddy Baik, Yan Jiao, Nilesh Kulkarni, Chris Li, Gautam Muralidhar, Marzieh Parandehgheibi, Erik Reed, Abhishek Singhal, Fei Xiao, Chris Pouliot

強化学習

Exponential Ergodicity of the Bouncy Particle Sampler
著者:George Deligiannidis, Alexandre Bouchard-Côté, Arnaud Doucet
Optimal fidelity multi-level Monte Carlo for quantification of uncertainty in simulations of cloud cavitation collapse
著者:Jonas Šukys, Ursula Rasthofer, Fabian Wermelinger, Panagiotis Hadjidoukas, Petros Koumoutsakos
Consistency of adjacency spectral embedding for the mixed membership stochastic blockmodel
著者:Patrick Rubin-Delanchy, Carey E. Priebe, Minh Tang
A Deep Reinforced Model for Abstractive Summarization
著者:Romain Paulus, Caiming Xiong, Richard Socher
Complexity and Inapproximability Results for Parallel Task Scheduling and Strip Packing
著者:Sören Henning, Klaus Jansen, Malin Rau, Lars Schmarje
How to answer a small batch of RMQs or LCA queries in practice
著者:Mai Alzamel, Panagiotis Charalampopoulos, Costas S. Iliopoulos, Solon P. Pissis
Distance-preserving graph contractions
著者:Karl Däubel, Yann Disser, Max Klimm, Torsten Mütze, Frieder Smolny
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