Research Articles
The Exploration-Exploitation Dilemma in Multi-Objective Hyperparameter Optimization: A Guide for Drug Discovery Researchers
This article provides a comprehensive guide for drug development researchers on balancing exploration and exploitation within Multi-Objective Hyperparameter Optimization (MOHPO) for AI/ML models.
Baird's Rule Explained: Excited-State Aromaticity for Drug Discovery and Advanced Materials Design
This article provides a comprehensive overview of Baird's rule, the foundational theory of excited-state aromaticity and antiaromaticity.
B-Score vs Robust Z-Score: A Comprehensive Guide to Spatial Bias Correction for High-Throughput Screening
This article provides a definitive comparison of B-score and robust Z-score methodologies for spatial bias correction in high-throughput screening (HTS) data.
Beyond the Plateau: Advanced Strategies to Prevent Local Optima in NSGA-II for Drug Discovery
This article provides a comprehensive guide for researchers and drug development professionals on identifying, diagnosing, and overcoming local optima convergence in the NSGA-II multi-objective optimization algorithm.
AssayCorrector vs. Well Correction: A Head-to-Head Comparison for Optimizing High-Throughput Screening Data
This article provides a comprehensive comparison between the emerging AI-powered AssayCorrector platform and traditional Well Correction methods for high-throughput screening (HTS) data analysis.
A Complete Guide to Spatial Bias Correction in Drug Screening: How AssayCorrector R Package Improves HTS and HCS Data Quality
This tutorial provides researchers and drug development professionals with a comprehensive guide to identifying and correcting spatial bias in high-throughput screening (HTS) and high-content screening (HCS) assays using the AssayCorrector...
Batch Reactors in Pharma R&D: A Comprehensive Analysis of Advantages, Disadvantages, and Modern Applications
This article provides a thorough examination of batch reactor systems, the workhorse of pharmaceutical and chemical process development.
Unraveling Carbon Hypercoordination: A Comprehensive AIM Analysis Guide for Drug Discovery Researchers
This article provides a detailed exploration of Quantum Theory of Atoms in Molecules (QTAIM) analysis for the study of carbon hypercoordination—carbon atoms bonded to more than four neighbors.
ACID Plots Demystified: Visualizing Aromaticity for Drug Discovery and Materials Science
This comprehensive guide explores Aromaticity Current-Induced Density (ACID) plots, a powerful computational tool for visualizing electron delocalization and aromatic character in molecules.
96-Well Plate Screening: A Complete Guide to High-Throughput Reaction Optimization
This comprehensive guide details the methodology of 96-well plate reaction screening, a cornerstone technique in modern high-throughput experimentation for drug discovery, enzyme engineering, and chemical synthesis.