Integrating feature engineering, genetic algorithm and tree-based machine learning methods to predict the post-accident disability status of construction workers

A comparative study of decision tree, random forest, and convolutional neural network for spread-F identification

(2020) Ting Lan et al.   ADVANCES IN SPACE RESEARCH

Comparing machine learning algorithms in predicting thermal sensation using ASHRAE Comfort Database II

(2020) Maohui Luo et al.   ENERGY AND BUILDINGS

A Novel PCA-Firefly Based XGBoost Classification Model for Intrusion Detection in Networks Using GPU

(2020) Sweta Bhattacharya et al.   Electronics

Deep learning for site safety: Real-time detection of personal protective equipment

(2020) Nipun D. Nath et al.   AUTOMATION IN CONSTRUCTION

Artificial intelligence in the AEC industry: Scientometric analysis and visualization of research activities

(2020) Amos Darko et al.   AUTOMATION IN CONSTRUCTION

Modelling and interpreting pre-evacuation decision-making using machine learning

(2020) Xilei Zhao et al.   AUTOMATION IN CONSTRUCTION

A deep neural networks based model for uninterrupted marine environment monitoring

(2020) Thippa Reddy G. et al.   COMPUTER COMMUNICATIONS

LR-SMOTE — An improved unbalanced data set oversampling based on K-means and SVM

(2020) X.W. Liang et al.   KNOWLEDGE-BASED SYSTEMS

On the recognition of Devanagari ancient handwritten characters using SIFT and Gabor features

(2020) Sonika Rani Narang et al.   SOFT COMPUTING

ContextPCA: Predicting Context-Aware Smartphone Apps Usage Based On Machine Learning Techniques

(2020) Iqbal H. Sarker et al.   Symmetry-Basel

Maintenance intervention predictions using entity-embedding neural networks

(2020) Zaharah Allah Bukhsh et al.   AUTOMATION IN CONSTRUCTION

Semi-automatic detection of buried rebar in GPR data using a genetic algorithm

(2020) Yanhui Wang et al.   AUTOMATION IN CONSTRUCTION

XGBoost algorithm-based prediction of concrete electrical resistivity for structural health monitoring

(2020) Wei Dong et al.   AUTOMATION IN CONSTRUCTION

An effective feature engineering for DNN using hybrid PCA-GWO for intrusion detection in IoMT architecture

(2020) Swarna Priya R.M. et al.   COMPUTER COMMUNICATIONS

Tree-based nonlinear ensemble technique to predict energy dissipation in stepped spillways

(2020) Ömer Ekmekcioğlu et al.   European Journal of Environmental and Civil Engineering

Construction Safety Success Factors: A Taiwanese Case Study

(2020) Wei Tong Chen et al.   Sustainability

A comparative analysis of gradient boosting algorithms

(2020) Candice Bentéjac et al.   ARTIFICIAL INTELLIGENCE REVIEW

Machine learning-based seismic capability evaluation for school buildings

(2020) Nai-Wen Chi et al.   AUTOMATION IN CONSTRUCTION

AI-based prediction of independent construction safety outcomes from universal attributes

(2020) Henrietta Baker et al.   AUTOMATION IN CONSTRUCTION

Text mining-based construction site accident classification using hybrid supervised machine learning

(2020) Min-Yuan Cheng et al.   AUTOMATION IN CONSTRUCTION

Comparison of wavelet and empirical mode decomposition hybrid models in drought prediction

(2020) Mehmet Özger et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Application of decision tree-based ensemble learning in the classification of breast cancer

(2020) Mohammad M. Ghiasi et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Machine learning-based prediction for compressive and flexural strengths of steel fiber-reinforced concrete

(2020) Min-Chang Kang et al.   CONSTRUCTION AND BUILDING MATERIALS

Fault diagnosis based on extremely randomized trees in wireless sensor networks

(2020) Umer Saeed et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

A comparison of two hybrid ensemble techniques for network anomaly detection in spark distributed environment

(2020) Gagandeep Kaur   Journal of Information Security and Applications

Integrating discrete event simulation and genetic algorithm optimization for bridge maintenance planning

(2020) Mohammad Hosein Nili et al.   AUTOMATION IN CONSTRUCTION

Computer-assisted separation of design-build contract requirements to support subcontract drafting

(2020) Fahad ul Hassan et al.   AUTOMATION IN CONSTRUCTION

Ensemble of optimal trees, random forest and random projection ensemble classification

(2019) Zardad Khan et al.   Advances in Data Analysis and Classification

Data mining approach to construction productivity prediction for cutter suction dredgers

(2019) Shuo Bai et al.   AUTOMATION IN CONSTRUCTION

A neuro-fuzzy risk prediction methodology for falling from scaffold

(2019) Mehdi Jahangiri et al.   SAFETY SCIENCE

Real-time analysis and regulation of EPB shield steering using Random Forest

(2019) Pin Zhang et al.   AUTOMATION IN CONSTRUCTION

Automatic structural design of RC wall-slab buildings using a genetic algorithm with application in BIM environment

(2019) S. Tafraout et al.   AUTOMATION IN CONSTRUCTION

Predicting Business Failure of Construction Contractors Using Long Short-Term Memory Recurrent Neural Network

(2019) Youjin Jang et al.   JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT

An optimization-based decision tree approach for predicting slip-trip-fall accidents at work

(2019) Sobhan Sarkar et al.   SAFETY SCIENCE

Machine learning predictive model based on national data for fatal accidents of construction workers

(2019) Jongko Choi et al.   AUTOMATION IN CONSTRUCTION

Multi-step ahead forecasting of heat load in district heating systems using machine learning algorithms

(2019) Puning Xue et al.   ENERGY

Predicting types of occupational accidents at construction sites in Korea using random forest model

(2019) Kyungsu Kang et al.   SAFETY SCIENCE

Automated optimization of steel reinforcement in RC building frames using building information modeling and hybrid genetic algorithm

(2018) Mohit Mangal et al.   AUTOMATION IN CONSTRUCTION

Safety leading indicators for construction sites: A machine learning approach

(2018) Clive Q.X. Poh et al.   AUTOMATION IN CONSTRUCTION

Application of optimized machine learning techniques for prediction of occupational accidents

(2018) Sobhan Sarkar et al.   COMPUTERS & OPERATIONS RESEARCH

Fatal Construction Accidents in Hong Kong

(2018) Yat-Hung Chiang et al.   JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT

A comprehensive review of heuristic optimization algorithms for optimal combined heat and power dispatch from economic and environmental perspectives

(2018) M. Nazari-Heris et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Fatal accident patterns of building construction activities in China

(2018) Bo Shao et al.   SAFETY SCIENCE

Fatal Construction Accidents in Hong Kong

(2018) Yat-Hung Chiang et al.   JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT

Automated detection and classification of construction workers' loss of balance events using wearable insole pressure sensors

(2018) Maxwell Fordjour Antwi-Afari et al.   AUTOMATION IN CONSTRUCTION

Detect and charge: Machine learning based fully data-driven framework for computing overweight vehicle fee for bridges

(2018) Osman Erman Gungor et al.   AUTOMATION IN CONSTRUCTION

Tree-based machine learning algorithms identified minimal set of miRNA biomarkers for breast cancer diagnosis and molecular subtyping

(2018) Masih Sherafatian   GENE

Predictive modelling for solar thermal energy systems: A comparison of support vector regression, random forest, extra trees and regression trees

(2018) Muhammad Waseem Ahmad et al.   JOURNAL OF CLEANER PRODUCTION

Wearable insole pressure system for automated detection and classification of awkward working postures in construction workers

(2018) Maxwell Fordjour Antwi-Afari et al.   AUTOMATION IN CONSTRUCTION

Predicting the outcome of construction incidents

(2018) Bilal Umut Ayhan et al.   SAFETY SCIENCE

Construction site accident analysis using text mining and natural language processing techniques

(2018) Fan Zhang et al.   AUTOMATION IN CONSTRUCTION

Occupational risks, accidents on sites and economic performance of construction firms

(2017) Francisco J. Forteza et al.   SAFETY SCIENCE

A genetic algorithm approach to optimizing the distribution of buildings in urban green space

(2016) Ziyu Tong   AUTOMATION IN CONSTRUCTION

Semi-supervised near-miss fall detection for ironworkers with a wearable inertial measurement unit

(2016) Kanghyeok Yang et al.   AUTOMATION IN CONSTRUCTION

Architectural design of apartment buildings using the Implicit Redundant Representation Genetic Algorithm

(2016) Hwayeon Song et al.   AUTOMATION IN CONSTRUCTION

Application of machine learning to construction injury prediction

(2016) Antoine J.-P. Tixier et al.   AUTOMATION IN CONSTRUCTION

Construction safety practices and challenges in a Middle Eastern developing country

(2016) Rita Awwad et al.   SAFETY SCIENCE

Decision tree analysis of construction fall accidents involving roofers

(2015) Gulgun Mistikoglu et al.   EXPERT SYSTEMS WITH APPLICATIONS

Analysis of occupational accidents with agricultural machinery in the period 2008–2010 in Austria

(2015) Kogler Robert et al.   SAFETY SCIENCE

Hybrid safety analysis method based on SVM and RST: An application to carrier landing of aircraft

(2015) Ying Dai et al.   SAFETY SCIENCE

Factors influencing workplace accident costs of building projects

(2015) Yingbin Feng et al.   SAFETY SCIENCE

Physical Human Activity Recognition Using Wearable Sensors

(2015) Ferhat Attal et al.   SENSORS

Psychological Antecedents of Risk-Taking Behavior in Construction

(2014) Antoine J.-P. Tixier et al.   JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT

Occupational risk quantification owing to falling objects

(2014) O.N. Aneziris et al.   SAFETY SCIENCE

Hybrid principal component analysis and support vector machine model for predicting the cost performance of commercial building projects using pre-project planning variables

(2012) Hyojoo Son et al.   AUTOMATION IN CONSTRUCTION

Structural damage recognition by grouped data based on Principal Component Analysis theory

(2011) Wei-ming Li et al.   AUTOMATION IN CONSTRUCTION

Design of an expert system for sorting pistachio nuts through decision tree and fuzzy logic classifier

(2010) Mahmoud Omid   EXPERT SYSTEMS WITH APPLICATIONS

The impact of drywall handling tools on the low back

(2009) Jennifer A. Hess et al.   APPLIED ERGONOMICS

Sentiment analysis: A combined approach

(2009) Rudy Prabowo et al.   Journal of Informetrics

A working guide to boosted regression trees

(2008) J. Elith et al.   JOURNAL OF ANIMAL ECOLOGY