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QSAR

Model Building And Training

  • ChemSAR: full workflow of building a Structure‑Activity/Property Relationship(SAR/SPR) model (online)
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  • FL-QSAR: an horizontal federated-learning based QSAR platform
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  • Hierarchical-QSAR-Modeling: Implementation of Hierarchical H-QSAR Modeling Approach
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  • mod-QSAR: modular inverse QSAR pipeline
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  • QSAR_toolbox: scripts for QSAR model building and fingerprint generation
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  • qsar-tools: Provides scripts for modeling quantitative structure-activity relationships (QSAR) from 2D chemical data, including creating descriptors and training linear models.
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  • QSPRpred: QSPRpred is open-source software for building Quantitative Structure Property Relationship (QSPR) models, supporting research with a unified interface for different descriptors and machine learning algorithms.
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  • Web 4D-QSAR: Open source web system to generate and validate QSAR modules.
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  • QSAR_toolbox: scripts for QSAR model building and fingerprint generation
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  • CPSign: Open Source Software tool for QSAR modeling using conformal and probabilistic prediction
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  • TopoReg_QSAR: TR provides predictive performance that competes with deep-learning methods
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  • QSARtuna: Automated QSAR Modeling Platform for Molecular Property Prediction in Drug Design
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3D

  • 3D-MIL-QSAR:
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Hyperparameter Optimization

  • QSARTuna: QSARTuna is designed for building predictive QSAR models using hyperparameters optimized by Optuna, with features like Uncertainty Quantification and model explainability.
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RF

  • QSAR Bioactivity Predictor:
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QSAR data completion

  • QComp: Based on pre-existing QSAR models, QComp utilizes the correlation inherent in experimental data to enhance prediction accuracy across various tasks.
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Representation Optimization

  • EvoMPF: EvoMPF is a framework for evolutionary molecular pattern finding using SMARTS.
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Visualisation

  • MolCompass: multi-tool for the navigation in chemical space and visual validation of QSAR/QSPR models
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