A C-BiLSTM Approach to Classify Construction Accident Reports

A C-BiLSTM Approach to Classify Construction Accident Reports

The construction sector is widely recognized as having the most hazardous working environment among the various business sectors, and many research studies have focused on injury prevention strategies for use on construction sites. The risk-based theory emphasizes the analysis of accident causes ext...

Full description

Bibliographic Details
Main Authors:	Jinyue Zhang, Lijun Zi, Yuexian Hou, Da Deng, Wenting Jiang, Mingen Wang
Format:	Article
Language:	English
Published:	MDPI AG 2020-08-01
Series:	Applied Sciences
Subjects:	accident reports text classification deep learning CNN BiLSTM
Online Access:	https://www.mdpi.com/2076-3417/10/17/5754

Similar Items

Neural Feedback Text Clustering With BiLSTM-CNN-Kmeans
by: Yang Fan, et al.
Published: (2018-01-01)

Aspect Based Sentiment Analysis With Feature Enhanced Attention CNN-BiLSTM
by: Wei Meng, et al.
Published: (2019-01-01)

Stock Price Prediction Using CNN-BiLSTM-Attention Model
by: Lai, Y., et al.
Published: (2023)

Chinese Event Detection Based on Multi-Feature Fusion and BiLSTM
by: Guixian Xu, et al.
Published: (2019-01-01)

Using BiLSTM Networks for Context-Aware Deep Sensitivity Labelling on Conversational Data
by: Antreas Pogiatzis, et al.
Published: (2020-12-01)

PM2.5 Concentration Prediction Based on CNN-BiLSTM and Attention Mechanism
by: Jinsong Zhang, et al.
Published: (2021-07-01)

A Sentiment Analysis Method of Capsule Network Based on BiLSTM
by: Yongfeng Dong, et al.
Published: (2020-01-01)

Towards Automatic Depression Detection: A BiLSTM/1D CNN-Based Model
by: Lin Lin, et al.
Published: (2020-12-01)

Self-Attention-Based BiLSTM Model for Short Text Fine-Grained Sentiment Classification
by: Jun Xie, et al.
Published: (2019-01-01)

Sentiment Analysis of Comment Texts Based on BiLSTM
by: Guixian Xu, et al.
Published: (2019-01-01)

An Encrypted Speech Retrieval Method Based on Deep Perceptual Hashing and CNN-BiLSTM
by: Qiuyu Zhang, et al.
Published: (2020-01-01)

Multi-Running State Health Assessment of Wind Turbines Drive System Based on BiLSTM and GMM
by: Tao Liang, et al.
Published: (2020-01-01)

Modeling Hourly Soil Temperature Using Deep BiLSTM Neural Network
by: Cong Li, et al.
Published: (2020-07-01)

Implicit Discourse Relation Recognition via a BiLSTM-CNN Architecture With Dynamic Chunk-Based Max Pooling
by: Fengyu Guo, et al.
Published: (2019-01-01)

Sentiment Analysis About Investors and Consumers in Energy Market Based on BERT-BiLSTM
by: Ren Cai, et al.
Published: (2020-01-01)

Named-entity recognition in Czech historical texts : Using a CNN-BiLSTM neural network model
by: Hubková, Helena
Published: (2019)

Short Term Solar Irradiation Forecasting using CEEMDAN Decomposition Based BiLSTM Model Optimized by Genetic Algorithm Approach
by: Gupta, A., et al.
Published: (2022)

SVM-BiLSTM: A Fault Detection Method for the Gas Station IoT System Based on Deep Learning
by: Yao Jiahao, et al.
Published: (2020-01-01)

Open-Circuit Fault Detection and Classification of Modular Multilevel Converters in High Voltage Direct Current Systems (MMC-HVDC) with Long Short-Term Memory (LSTM) Method
by: Qinghua Wang, et al.
Published: (2021-06-01)

Forecasting PM2.5 Concentration Using a Single-Dense Layer BiLSTM Method
by: Aji Teguh Prihatno, et al.
Published: (2021-07-01)

Interpretability Analysis of Heartbeat Classification Based on Heartbeat Activity’s Global Sequence Features and BiLSTM-Attention Neural Network
by: Runchuan Li, et al.
Published: (2019-01-01)

Intent Detection Problem Solving via Automatic DNN Hyperparameter Optimization
by: Jurgita Kapočiūtė-Dzikienė, et al.
Published: (2020-10-01)

PLS-CNN-BiLSTM: An End-to-End Algorithm-Based Savitzky–Golay Smoothing and Evolution Strategy for Load Forecasting
by: Mohamed Massaoudi, et al.
Published: (2020-10-01)

Bi-LSTM Model to Increase Accuracy in Text Classification: Combining Word2vec CNN and Attention Mechanism
by: Beakcheol Jang, et al.
Published: (2020-08-01)

Real-Time Psychological Stress Detection According to ECG Using Deep Learning
by: Pengfei Zhang, et al.
Published: (2021-04-01)

Psychological Stress Detection According to ECG Using a Deep Learning Model with Attention Mechanism
by: Pengfei Zhang, et al.
Published: (2021-03-01)

Emotion Analysis Model of MOOC Course Review Based on BiLSTM
by: Shen Ji, et al.
Published: (2021-04-01)

A Residual BiLSTM Model for Named Entity Recognition
by: Gang Yang, et al.
Published: (2020-01-01)

A Hybrid Deep Learning Model and Comparison for Wind Power Forecasting Considering Temporal-Spatial Feature Extraction
by: Hao Zhen, et al.
Published: (2020-11-01)

Intelligent Question Answering in Restricted Domains Using Deep Learning and Question Pair Matching
by: Lin-Qin Cai, et al.
Published: (2020-01-01)

Shared Representation Generator for Relation Extraction With Piecewise-LSTM Convolutional Neural Networks
by: Danfeng Yan, et al.
Published: (2019-01-01)

Emotion-Semantic-Enhanced Bidirectional LSTM with Multi-Head Attention Mechanism for Microblog Sentiment Analysis
by: Shaoxiu Wang, et al.
Published: (2020-05-01)

A Novel PPA Method for Fluid Pipeline Leak Detection Based on OPELM and Bidirectional LSTM
by: Lei Yang, et al.
Published: (2020-01-01)

Detecting and Classifying Typhoon Information from Chinese News Based on a Neural Network Model
by: Danjie Chen, et al.
Published: (2021-06-01)

Deep Learning Algorithm Classifies Heartbeat Events Based on Electrocardiogram Signals
by: Yongbo Liang, et al.
Published: (2020-10-01)

Identifying diagnosis evidence of cardiogenic stroke from Chinese echocardiograph reports
by: Lu Qin, et al.
Published: (2020-07-01)

A Novel DAS Signal Recognition Method Based on Spatiotemporal Information Extraction With 1DCNNs-BiLSTM Network
by: Huijuan Wu, et al.
Published: (2020-01-01)

Ship Motion Attitude Prediction Based on an Adaptive Dynamic Particle Swarm Optimization Algorithm and Bidirectional LSTM Neural Network
by: Guoyin Zhang, et al.
Published: (2020-01-01)

Toward Arbitrary-Shaped Text Spotting Based on End-to-End
by: Guangcun Wei, et al.
Published: (2020-01-01)

Application Research of BiLSTM in Cross-Site Scripting Detection
by: CHENG Qiqin, WAN Liang
Published: (2020-08-01)

Cannot write session to /tmp/vufind_sessions/sess_196eaubqkr57chto4l0g0ufhad