Search Results for author: Youzhi Liang

Found 9 papers, 1 papers with code

BPDec: Unveiling the Potential of Masked Language Modeling Decoder in BERT pretraining

no code implementations29 Jan 2024 Wen Liang, Youzhi Liang

DeBERTa introduced an enhanced decoder adapted for BERT's encoder model for pretraining, proving to be highly effective.

Language Modelling Masked Language Modeling +1

A Review of Hybrid and Ensemble in Deep Learning for Natural Language Processing

no code implementations9 Dec 2023 Jianguo Jia, Wen Liang, Youzhi Liang

This review presents a comprehensive exploration of hybrid and ensemble deep learning models within Natural Language Processing (NLP), shedding light on their transformative potential across diverse tasks such as Sentiment Analysis, Named Entity Recognition, Machine Translation, Question Answering, Text Classification, Generation, Speech Recognition, Summarization, and Language Modeling.

Language Modelling Machine Translation +8

AlphaZero Gomoku

no code implementations4 Sep 2023 Wen Liang, Chao Yu, Brian Whiteaker, Inyoung Huh, Hua Shao, Youzhi Liang

In the past few years, AlphaZero's exceptional capability in mastering intricate board games has garnered considerable interest.

Game of Go

Cross-Attribute Matrix Factorization Model with Shared User Embedding

no code implementations14 Aug 2023 Wen Liang, Zeng Fan, Youzhi Liang, Jianguo Jia

A direct and intuitive approach to address this issue is by leveraging the features and attributes of the items and users themselves.

Attribute Collaborative Filtering +3

MiAMix: Enhancing Image Classification through a Multi-stage Augmented Mixed Sample Data Augmentation Method

no code implementations5 Aug 2023 Wen Liang, Youzhi Liang, Jianguo Jia

Despite substantial progress in the field of deep learning, overfitting persists as a critical challenge, and data augmentation has emerged as a particularly promising approach due to its capacity to enhance model generalization in various computer vision tasks.

Computational Efficiency Image Augmentation +1

ResWCAE: Biometric Pattern Image Denoising Using Residual Wavelet-Conditioned Autoencoder

no code implementations23 Jul 2023 Youzhi Liang, Wen Liang

The utilization of biometric authentication with pattern images is increasingly popular in compact Internet of Things (IoT) devices.

Image Denoising

Structural Vibration Signal Denoising Using Stacking Ensemble of Hybrid CNN-RNN

no code implementations11 Mar 2023 Youzhi Liang, Wen Liang, Jianguo Jia

Vibration signals have been increasingly utilized in various engineering fields for analysis and monitoring purposes, including structural health monitoring, fault diagnosis and damage detection, where vibration signals can provide valuable information about the condition and integrity of structures.

Denoising

A Multi-Variate Triple-Regression Forecasting Algorithm for Long-Term Customized Allergy Season Prediction

no code implementations10 May 2020 Xiaoyu Wu, Zeyu Bai, Jianguo Jia, Youzhi Liang

In this paper, we propose a novel multi-variate algorithm using a triple-regression methodology to predict the airborne-pollen allergy season that can be customized for each patient in the long term.

regression Time Series Analysis

Mental Task Classification Using Electroencephalogram Signal

1 code implementation2 Oct 2019 Zeyu Bai, Ruizhi Yang, Youzhi Liang

As for the mixed LSTM model with CNN decoder, validation accuracy of 75% and testing accuracy of 70% are obtained.

Classification EEG +2

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