From 221668adb3a22c6504a81770a350427e6d47050a Mon Sep 17 00:00:00 2001 From: Olivier Francon Date: Fri, 22 Sep 2023 11:57:04 -0700 Subject: [PATCH] #47 Describe predictions, prescriptions, robojudge, ensembling and demo --- README_ELUC.md | 32 ++++++++++++++++++++++++++++++++ 1 file changed, 32 insertions(+) diff --git a/README_ELUC.md b/README_ELUC.md index f9403ba..ee2a021 100644 --- a/README_ELUC.md +++ b/README_ELUC.md @@ -7,6 +7,8 @@ The tools should help decisions makers with their choices: made to reduce CO2 emissions? - What will be the long term CO2 impact of changing the land usage in a particular way? +It is possible to learn from historical decisions made by decision makers all around the world if they can be compared. + ## Data ### ELUC @@ -140,8 +142,38 @@ the percentage of land that was change. In other words decision makers have to: ### Predictions +Given **context** and **actions** -> predict **outcomes** + +This is a prediction problem. + +Anyone can contribute a prediction model, as long as it complies with the `predict` interface +and its inputs and outputs. + +TODO: point to code that trains predictor models + ### Prescriptions +Given **context** -> prescribe **actions** that optimize **outcomes** + +This is an optimization problem. +Anyone can contribute a prescription model, as long as it complies with the `prescribe` interface +and its inputs and outputs. + +## Robojudge + +"Robojudge" is an interactive tool that can be used to compare predictors. +Some models perform better depending on the evaluation metric, the countries or the years on which they are evaluated. + +## Ensembling + +Ensemble models can be constructed from predicition models. + +## Demo + +A user interface for decision makers is available here: https://landuse.evolution.ml/ + +TODO: point to the demo code + ## References ELUC data provided by the BLUE model [(BLUE: Bookkeeping of land use emissions)](https://doi.org/10.1002/2014GB004997)