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#decision-analysis News & Analysis

2 articles tagged with #decision-analysis. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AINeutralarXiv – CS AI · Jun 84/10
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TOPSIS-RAD: Ranking According to Desires

TOPSIS-RAD is a proposed improvement to the traditional TOPSIS decision-making algorithm that incorporates decision-maker-defined reference points to prevent ranking misalignments and sensitivity to outliers. The method introduces Vetoed Performance Levels (VPL) to exclude non-viable alternatives and Desired Performance Levels (DPL) to anchor rankings in explicit aspirations rather than dataset extremes.

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AINeutralarXiv – CS AI · Mar 174/10
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Circuit Representations of Random Forests with Applications to XAI

Researchers developed a new method for converting random forest classifiers into circuit representations that enables more efficient computation of decision explanations. The approach provides tools for computing robustness metrics and identifying ways to alter classifier decisions, with applications in explainable AI (XAI).