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README.md
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license: mit
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This application performs **hierarchical classification** of construction
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1. **Level 1 - Party Classification:** Identifies the main responsible party (e.g., Employer, Contractor, Engineer)
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2. **Level 2 - Stakeholder Classification:** Determines the specific stakeholder role within that party
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This application is based on research from:
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- **Institution:** Department of Civil Engineering, Karadeniz Technical University, Trabzon, Turkey
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- **Authors:** Hayri Burak Altuntaş, Hasan Basri Başağa
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- **Topic:**
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## Technical Details
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- **NLP Pipeline:** Text cleaning, stopword removal, lemmatization
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- **Feature Engineering:** Count vectorization and categorical encoding
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- **Models:** 7 different ML algorithms in soft voting ensemble
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- **Optimization:** Trained on
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The upload limit is 50 MB and 100,000 rows to keep memory usage predictable in a
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Streamlit deployment. Text and category must be selected from different columns.
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title: Automatic Assignment of Project Responsibilities
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license: mit
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# Automatic Assignment of Project Responsibilities to Stakeholders
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This application performs **hierarchical classification** of construction responsibility descriptions. It uses an ensemble of machine learning models to:
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1. **Level 1 - Party Classification:** Identifies the main responsible party (e.g., Employer, Contractor, Engineer)
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2. **Level 2 - Stakeholder Classification:** Determines the specific stakeholder role within that party
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This application is based on research from:
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- **Institution:** Department of Civil Engineering, Karadeniz Technical University, Trabzon, Turkey
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- **Authors:** Hayri Burak Altuntaş, Hasan Basri Başağa
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- **Topic:** Automatic assignment of project responsibilities to stakeholders in BIM information management
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## Technical Details
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- **NLP Pipeline:** Text cleaning, stopword removal, lemmatization
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- **Feature Engineering:** Count vectorization and categorical encoding
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- **Models:** 7 different ML algorithms in soft voting ensemble
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- **Optimization:** Trained on a domain-specific construction responsibility dataset
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The upload limit is 50 MB and 100,000 rows to keep memory usage predictable in a
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Streamlit deployment. Text and category must be selected from different columns.
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