Showing 3 open source projects for "decision analysis"

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  • 1
    EconML

    EconML

    Python Package for ML-Based Heterogeneous Treatment Effects Estimation

    EconML is a Python package for estimating heterogeneous treatment effects from observational data via machine learning. This package was designed and built as part of the ALICE project at Microsoft Research with the goal of combining state-of-the-art machine learning techniques with econometrics to bring automation to complex causal inference problems. One of the biggest promises of machine learning is to automate decision-making in a multitude of domains. At the core of many data-driven...
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  • 2

    TimeSleuth - Temporal Rule Discovery

    Temporal and Causal Decision Rules

    TimeSleuth discovers temporal decision rules. It also judges the (a)causality of the rules. TimeSleuth can discover rules that involve time: {if (rainy_yesterday = true) then rainy_today = true}, or {if (rainy_tomorrow = true) then rainy_today = true}.
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  • 3
    Arnowa Analytics Platform

    Arnowa Analytics Platform

    Arnowa Analytics Platform Advanced IoT and AI for Smart Infrastructure

    ..., multi-site access, and auto-mapping for efficient GHG accounting. The machine learning tools and customizable visualizations support proactive performance analysis, stakeholder engagement, and emissions reduction. Backed by sustainability experts, Arnowa empowers organizations to drive sustainable practices, optimize costs, and foster long-term climate action. Arnowa Analytics offers a single source for sustainability data, supporting strategic decision-making and streamlined reporting.
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