Autoencoders as Pattern Filters
Machine Learning
2023-02-28 v1
Authors:
M. Andrecut
Abstract
We discuss a simple approach to transform autoencoders into "pattern filters". Besides filtering, we show how this simple approach can be used also to build robust classifiers, by learning to filter only patterns of a given class.
Cite
@article{arxiv.2302.13393,
title = {Autoencoders as Pattern Filters},
author = {M. Andrecut},
journal= {arXiv preprint arXiv:2302.13393},
year = {2023}
}
Comments
10 pages, 5 figures
Related papers
View all related →
Machine Learning · Computer Science
A Showcase of the Use of Autoencoders in Feature Learning Applications
David Charte, Francisco Charte, María J. del Jesus, Francisco Herrera
2020-05-12
Machine Learning · Computer Science
Autoencoders
Dor Bank, Noam Koenigstein, Raja Giryes
2021-04-06
Machine Learning · Computer Science
Generative Autoencoding of Dropout Patterns
Shunta Maeda
2024-07-01
Computer Vision and Pattern Recognition · Computer Science
Learning Discriminative Features with Class Encoder
Hailin Shi, Xiangyu Zhu, Zhen Lei, Shengcai Liao +1
2016-05-10
Machine Learning · Statistics
Autoencoding topology
Eric O. Korman
2018-03-02
Neural and Evolutionary Computing · Computer Science
Autoencoding with a Classifier System
Richard J. Preen, Stewart W. Wilson, Larry Bull
2022-12-05
Information Retrieval · Computer Science
An Explainable Autoencoder For Collaborative Filtering Recommendation
Pegah Sagheb Haghighi, Olurotimi Seton, Olfa Nasraoui
2020-01-14
Information Retrieval · Computer Science
Towards Large Scale Training Of Autoencoders For Collaborative Filtering
Abdallah Moussawi
2018-10-24
Machine Learning · Computer Science
An Introduction to Variational Autoencoders
Diederik P. Kingma, Max Welling
2019-12-12
High Energy Physics - Phenomenology · Physics
Adversarially-trained autoencoders for robust unsupervised new physics searches
Andrew Blance, Michael Spannowsky, Philip Waite
2019-10-21
Information Retrieval · Computer Science
Learning the Structure of Auto-Encoding Recommenders
Farhan Khawar, Leonard Kin Man Poon, Nevin Lianwen Zhang
2020-08-19
Machine Learning · Computer Science
An analysis on the use of autoencoders for representation learning: fundamentals, learning task case studies, explainability and challenges
David Charte, Francisco Charte, María J. del Jesus, Francisco Herrera
2020-05-22
Audio and Speech Processing · Electrical Eng. & Systems
An Auto Encoder For Audio Dolphin Communication
Daniel Kohlsdorf, Denise Herzing, Thad Starner
2020-05-18
Machine Learning · Computer Science
Autoencoder based Randomized Learning of Feedforward Neural Networks for Regression
Grzegorz Dudek
2021-07-06
Machine Learning · Computer Science
MADE: Masked Autoencoder for Distribution Estimation
Mathieu Germain, Karol Gregor, Iain Murray, Hugo Larochelle
2015-06-08
Computational Geometry · Computer Science
Using topological autoencoders as a filtering function for global and local topology
Filip Cornell
2021-02-05
Computer Vision and Pattern Recognition · Computer Science
Improving Image Tracing with Convolutional Autoencoders by High-Pass Filter Preprocessing
Zineddine Bettouche, Andreas Fischer
2023-06-16
Audio and Speech Processing · Electrical Eng. & Systems
Adversarially Trained Autoencoders for Parallel-Data-Free Voice Conversion
Orhan Ocal, Oguz H. Elibol, Gokce Keskin, Cory Stephenson +2
2019-05-13
Machine Learning · Computer Science
Learning Discriminative Features using Encoder-Decoder type Deep Neural Nets
Vishwajeet Singh, Killamsetti Ravi Kumar, K Eswaran
2016-07-06
Neural and Evolutionary Computing · Computer Science
EvoAAA: An evolutionary methodology for automated \neural autoencoder architecture search
Francisco Charte, Antonio J. Rivera, Francisco Martínez, María J. del Jesus
2023-01-18
Computer Vision and Pattern Recognition · Computer Science
Sets of autoencoders with shared latent spaces
Vasily Morzhakov
2018-11-07
Robotics · Computer Science
Handcrafted Feature Selection Techniques for Pattern Recognition: A Survey
Alysson Ribeiro da Silva, Camila Guedes Silveira
2022-09-08
Applications · Statistics
Fusing Climate Data Products using a Spatially Varying Autoencoder
Jacob A. Johnson, Matthew J. Heaton, William F. Christensen, Lynsie R. Warr +1
2024-03-13
Machine Learning · Statistics
Training Deep AutoEncoders for Collaborative Filtering
Oleksii Kuchaiev, Boris Ginsburg
2017-10-12
Machine Learning · Computer Science
Learning Priors for Adversarial Autoencoders
Hui-Po Wang, Wen-Hsiao Peng, Wei-Jan Ko
2019-09-11