Dynamic Depth Learning in Stacked AutoEncoders

The effectiveness of deep learning models depends on their architecture and topology. Thus, it is essential to determine the optimal depth of the network. In this paper, we propose a novel approach to learn the optimal depth of a stacked AutoEncoder, called Dynamic Depth for Stacked AutoEncoders (DD...

وصف كامل

التفاصيل البيبلوغرافية
الحاوية / القاعدة:	Applied Sciences
المؤلفون الرئيسيون:	Sarah Alfayez, Ouiem Bchir, Mohamed Maher Ben Ismail
التنسيق:	مقال
اللغة:	الإنجليزية
منشور في:	MDPI AG 2023-10-01
الموضوعات:	dynamic depth learning stacked AutoEncoder unsupervised learning layer pruning
الوصول للمادة أونلاين:	https://www.mdpi.com/2076-3417/13/19/10994

مواد مشابهة

A novel lossy image compression algorithm using multi-models stacked AutoEncoders
حسب: Salam Fraihat, وآخرون
منشور في: (2023-09-01)

Dynamic Relevance-Weighting-Based Width-Adaptive Auto-Encoder
حسب: Malak Almejalli, وآخرون
منشور في: (2025-06-01)

Emotion Recognition using AutoEncoders and Convolutional Neural Networks
حسب: Luis Antonio Beltrán Prieto, وآخرون
منشور في: (2018-06-01)

Cotton Yield Prediction with Gaussian Distribution Sampling and Variational AutoEncoder
حسب: Yaqi Lan, وآخرون
منشور في: (2025-09-01)

A Stacked Multi-Granularity Convolution Denoising Auto-Encoder
حسب: Yun Yang, وآخرون
منشور في: (2019-01-01)

Visual impairment prevention by early detection of diabetic retinopathy based on stacked auto-encoder
حسب: Shagufta Almas, وآخرون
منشور في: (2025-01-01)

An AutoEncoder and LSTM-Based Traffic Flow Prediction Method
حسب: Wangyang Wei, وآخرون
منشور في: (2019-07-01)

Innovative Variational AutoEncoder for an End-to-End Communication System
حسب: Mohamad A. Alawad, وآخرون
منشور في: (2023-01-01)

Conditional Variational AutoEncoder based on Stochastic Attacks
حسب: Gabriel Zaid, وآخرون
منشور في: (2023-03-01)

Dynamic Texture Classification Using AutoEncoder-Based Local Features and Fisher Vector Encoding
حسب: Zhe Li, وآخرون
منشور في: (2024-01-01)

When Low Rank Representation Based Hyperspectral Imagery Classification Meets Segmented Stacked Denoising Auto-Encoder Based Spatial-Spectral Feature
حسب: Cong Wang, وآخرون
منشور في: (2018-02-01)

An effective stacked autoencoder based depth separable convolutional neural network model for face mask detection
حسب: Sundaravadivazhagan Balasubaramanian, وآخرون
منشور في: (2023-09-01)

Combining Contrastive Learning with Auto-Encoder for Out-of-Distribution Detection
حسب: Dawei Luo, وآخرون
منشور في: (2023-12-01)

Electric Load Data Compression and Classification Based on Deep Stacked Auto-Encoders
حسب: Xiaoyao Huang, وآخرون
منشور في: (2019-02-01)

Optimal Dimensionality Reduction using Conditional Variational AutoEncoder
حسب: Sana Boussam, وآخرون
منشور في: (2025-06-01)

Extension of M Dwarf Spectra Based on Adversarial AutoEncoder
حسب: Jiyu Wei, وآخرون
منشور في: (2021-08-01)

Deep Learning with Stacked Denoising Auto-Encoder for Short-Term Electric Load Forecasting
حسب: Peng Liu, وآخرون
منشور في: (2019-06-01)

SVseg: Stacked Sparse Autoencoder-Based Patch Classification Modeling for Vertebrae Segmentation
حسب: Syed Furqan Qadri, وآخرون
منشور في: (2022-03-01)

Fault diagnosis of mind-used transformer based on stacked sparse auto-encoder
حسب: XU Qianwen, وآخرون
منشور في: (2018-10-01)

Detecting Social Media Bots with Variational AutoEncoder and k-Nearest Neighbor
حسب: Xiujuan Wang, وآخرون
منشور في: (2021-06-01)

A multi-information fusion anomaly detection model based on convolutional neural networks and AutoEncoder
حسب: Zhongnan Zhao, وآخرون
منشور في: (2024-07-01)

Stacked Auto-Encoder Modeling of an Ultra-Supercritical Boiler-Turbine System
حسب: Hao Zhang, وآخرون
منشور في: (2019-10-01)

Stacked Denoising Autoencoder With Density-Grid Based Clustering Method for Detecting Outlier of Wind Turbine Components
حسب: Zexian Sun, وآخرون
منشور في: (2019-01-01)

An AutoEncoder enhanced light gradient boosting machine method for credit card fraud detection
حسب: Lianhong Ding, وآخرون
منشور في: (2024-10-01)

On the Quality of Deep Representations for Kepler Light Curves Using Variational Auto-Encoders
حسب: Francisco Mena, وآخرون
منشور في: (2021-10-01)

A Novel Stacked Auto Encoders Sparse Filter Rotating Component Comprehensive Diagnosis Network for Extracting Domain Invariant Features
حسب: Rui Ding, وآخرون
منشور في: (2020-09-01)

Status Recognition of Marine Centrifugal Pumps Based on a Stacked Sparse Auto-Encoder
حسب: Yi He, وآخرون
منشور في: (2024-02-01)

A Product Quality Monitor Model With the Digital Twin Model and the Stacked Auto Encoder
حسب: Shizheng Zhang, وآخرون
منشور في: (2020-01-01)

A Transformer-Based Hierarchical Variational AutoEncoder Combined Hidden Markov Model for Long Text Generation
حسب: Kun Zhao, وآخرون
منشور في: (2021-09-01)

Visualized Stacked Denoising Auto-Encoder Model for Extracting and Evaluating the State Features of Rolling Bearings
حسب: Qing Zhang, وآخرون
منشور في: (2022-09-01)

SAR Target Recognition with Feature Fusion Based on Stacked Autoencoder
حسب: Kang Miao, وآخرون
منشور في: (2017-04-01)

Enhanced Face Recognition in Crowded Environments with 2D/3D Features and Parallel Hybrid CNN-RNN Architecture with Stacked Auto-Encoder
حسب: Samir Elloumi, وآخرون
منشور في: (2025-07-01)

Reliable Fault Diagnosis of Bearings Using an Optimized Stacked Variational Denoising Auto-Encoder
حسب: Xiaoan Yan, وآخرون
منشور في: (2021-12-01)

Data-driven power system reliability evaluation based on stacked denoising auto-encoders
حسب: Ziheng Dong, وآخرون
منشور في: (2022-04-01)

Deep Belief Network and Auto-Encoder for Face Classification
حسب: Nassih Bouchra, وآخرون
منشور في: (2019-06-01)

Deep Embedded Auto-encoder for End-to-End Unsupervised Image Anomaly Detection
حسب: Xuan Huang, وآخرون
منشور في: (2025-06-01)

An Evasion Attack against Stacked Capsule Autoencoder
حسب: Jiazhu Dai, وآخرون
منشور في: (2022-01-01)

Semi-2DCAE: a semi-supervision 2D-CNN AutoEncoder model for feature representation and classification of encrypted traffic
حسب: Jun Cui, وآخرون
منشور في: (2023-11-01)

Wear state recognition of mechanical equipment based on stacked denoised auto-encoding network
حسب: FAN Hongwei, وآخرون
منشور في: (2020-11-01)

Auto encoder-guided Feature Extraction for Pneumonia Identification from Chest X-ray Images
حسب: Rana Neeta, وآخرون
منشور في: (2024-01-01)