Concrete Autoencoders for Differentiable Feature Selection and Reconstruction

27 January 2019

Papers citing "Concrete Autoencoders for Differentiable Feature Selection and Reconstruction"

41 / 91 papers shown

Title
Sequential Attention for Feature Selection T. Yasuda M. Bateni Lin Chen Matthew Fahrbach Gang Fu Vahab Mirrokni 39 11 0 29 Sep 2022
Deep Feature Selection Using a Novel Complementary Feature Mask Yiwen Liao J. Rivoir Raphael Latty Bin Yang 26 2 0 25 Sep 2022
MarkerMap: nonlinear marker selection for single-cell studies Nabeel Sarwar Wilson Gregory George A. Kevrekidis Soledad Villar Bianca Dumitrascu 11 4 0 28 Jul 2022
UDRN: Unified Dimensional Reduction Neural Network for Feature Selection and Feature Projection Z. Zang Yongjie Xu Linyan Lu Yu Geng Senqiao Yang Stan Z. Li 30 13 0 08 Jul 2022
Information Entropy Initialized Concrete Autoencoder for Optimal Sensor Placement and Reconstruction of Geophysical Fields Nikita A. Turko A. Lobashev K. Ushakov M. Kaurkin R. Ibrayev 35 1 0 28 Jun 2022
Multi-Omic Data Integration and Feature Selection for Survival-based Patient Stratification via Supervised Concrete Autoencoders Pedro H. C. Avelar R. Laddach S. Karagiannis Min-Ying Wu S. Tsoka 17 2 0 21 Jun 2022
Condensing Graphs via One-Step Gradient Matching Wei Jin Xianfeng Tang Haoming Jiang Zheng Li Danqing Zhang Jiliang Tang Bin Ying DD 40 99 0 15 Jun 2022
PSNet: Fast Data Structuring for Hierarchical Deep Learning on Point Cloud Luyang Li Ligang He Jinjin Gao Xie Han 3DPC 21 20 0 30 May 2022
Deep Feature Screening: Feature Selection for Ultra High-Dimensional Data via Deep Neural Networks Kexuan Li Fangfang Wang Lingli Yang Ruiqi Liu 35 33 0 04 Apr 2022
Sparse Centroid-Encoder: A Nonlinear Model for Feature Selection T. Ghosh Michael Kirby 20 0 0 30 Jan 2022
Head2Toe: Utilizing Intermediate Representations for Better Transfer Learning Utku Evci Vincent Dumoulin Hugo Larochelle Michael C. Mozer 30 83 0 10 Jan 2022
Deep Unsupervised Feature Selection by Discarding Nuisance and Correlated Features Uri Shaham Ofir Lindenbaum Jonathan Svirsky Y. Kluger 14 24 0 11 Oct 2021
A Review of the Gumbel-max Trick and its Extensions for Discrete Stochasticity in Machine Learning Iris A. M. Huijben W. Kool Max B. Paulus Ruud J. G. van Sloun 28 94 0 04 Oct 2021
Optimizing model-agnostic Random Subspace ensembles V. A. Huynh-Thu Pierre Geurts 21 2 0 07 Sep 2021
Differentiable Feature Selection, a Reparameterization Approach Jérémie Donà Patrick Gallinari OOD 22 9 0 21 Jul 2021
Learning Semantic Segmentation of Large-Scale Point Clouds with Random Sampling Qingyong Hu Bo Yang Linhai Xie Stefano Rosa Yulan Guo Zhihua Wang Niki Trigoni Andrew Markham 3DPC 20 178 0 06 Jul 2021
Few-shot Learning for Unsupervised Feature Selection Atsutoshi Kumagai Tomoharu Iwata Yasuhiro Fujiwara SSL 13 3 0 02 Jul 2021
Locally Sparse Neural Networks for Tabular Biomedical Data Junchen Yang Ofir Lindenbaum Y. Kluger 32 33 0 11 Jun 2021
Top- $k$ Regularization for Supervised Feature Selection Xinxing Wu Q. Cheng 57 1 0 04 Jun 2021
Feature Selection for Imbalanced Data with Deep Sparse Autoencoders Ensemble M. Massi F. Ieva Francesca Gasperoni A. Paganoni 11 7 0 22 Mar 2021
Adversarial Examples can be Effective Data Augmentation for Unsupervised Machine Learning Chia-Yi Hsu Pin-Yu Chen Songtao Lu Sijia Liu Chia-Mu Yu AAML 21 9 0 02 Mar 2021
End-to-end learnable EEG channel selection for deep neural networks with Gumbel-softmax Thomas Strypsteen Alexander Bertrand 33 50 0 11 Feb 2021
Robusta: Robust AutoML for Feature Selection via Reinforcement Learning Xiaoyang Sean Wang Bo-wen Li Yibo Jacky Zhang B. Kailkhura Klara Nahrstedt 18 3 0 15 Jan 2021
E2E-FS: An End-to-End Feature Selection Method for Neural Networks Brais Cancela V. Bolón-Canedo Amparo Alonso-Betanzos 18 9 0 14 Dec 2020
Quick and Robust Feature Selection: the Strength of Energy-efficient Sparse Training for Autoencoders Zahra Atashgahi Ghada Sokar T. Lee Elena Mocanu Decebal Constantin Mocanu Raymond N. J. Veldhuis Mykola Pechenizkiy 19 37 0 01 Dec 2020
Parameterized Explainer for Graph Neural Network Dongsheng Luo Wei Cheng Dongkuan Xu Wenchao Yu Bo Zong Haifeng Chen Xiang Zhang 53 542 0 09 Nov 2020
Feature Selection Using Batch-Wise Attenuation and Feature Mask Normalization Yiwen Liao Raphael Latty Binh Yang CVBM 13 22 0 26 Oct 2020
Fractal Autoencoders for Feature Selection Xinxing Wu Q. Cheng 12 19 0 19 Oct 2020
Algorithmic Stability and Generalization of an Unsupervised Feature Selection Algorithm Xinxing Wu Q. Cheng MLT 188 7 0 19 Oct 2020
Differentiable Unsupervised Feature Selection based on a Gated Laplacian Ofir Lindenbaum Uri Shaham Jonathan Svirsky Erez Peterfreund Y. Kluger 10 6 0 09 Jul 2020
Set Based Stochastic Subsampling Bruno Andreis Seanie Lee A. Nguyen Juho Lee Eunho Yang Sung Ju Hwang BDL 17 0 0 25 Jun 2020
Permutation Matters: Anisotropic Convolutional Layer for Learning on Point Clouds Zhongpai Gao Guangtao Zhai Junchi Yan Xiaokang Yang 3DPC 27 2 0 27 May 2020
Learning to Ask Medical Questions using Reinforcement Learning Uri Shaham Tom Zahavy C. Caraballo S. Mahajan D. Massey H. Krumholz OOD 24 1 0 31 Mar 2020
FsNet: Feature Selection Network on High-dimensional Biological Data Dinesh Singh Héctor Climente-González Mathis Petrovich Eiryo Kawakami M. Yamada 31 46 0 23 Jan 2020
RandLA-Net: Efficient Semantic Segmentation of Large-Scale Point Clouds Qingyong Hu Bo Yang Linhai Xie Stefano Rosa Yulan Guo Zhihua Wang A. Trigoni Andrew Markham 3DPC 24 1,473 0 25 Nov 2019
Feature Selection and Extraction for Graph Neural Networks D. Acharya Huaming Zhang 18 28 0 23 Oct 2019
Learning Sparse Nonparametric DAGs Xun Zheng Chen Dan Bryon Aragam Pradeep Ravikumar Eric Xing CML 119 257 0 29 Sep 2019
Feature Gradients: Scalable Feature Selection via Discrete Relaxation Rishit Sheth Nicolò Fusi 19 3 0 27 Aug 2019
LassoNet: A Neural Network with Feature Sparsity Ismael Lemhadri Feng Ruan L. Abraham Robert Tibshirani 29 122 0 29 Jul 2019
Input Selection for Bandwidth-Limited Neural Network Inference Stefan Oehmcke Fabian Gieseke 13 0 0 11 Jun 2019
Efficient Wrapper Feature Selection using Autoencoder and Model Based Elimination Sharan Ramjee Aly El Gamal 24 5 0 28 May 2019