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add decision-tree figure, update text
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willieneis committed Feb 27, 2024
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Expand Up @@ -197,16 +197,30 @@ <h2 class="title is-3 has-text-centered">Project Overview</h2>
</p>

<p>
We show the full DeLLMa algorithm in the box below.
We show the full DeLLMa algorithm below:
</p>

<p>
<img src="./static/images/dellma-algorithm.png" alt="DeLLMa Algorithm" width="950">
</p>

<p>
We can illustrate the decision tree used internally by DeLLMa for decision making under
uncertainty. In the following figure, we show this decision tree for our agriculture
planning environment (described below). DeLLMa uses these types of decision trees to
compute and maximize the expected utility of each available action.
</p>

<p>
<img src="./static/images/decision-tree.png" alt="agriculture decision tree" width="950">
</p>


<h3 class="title is-3 has-text-centered">Results</h3>

<p>
We illustrate DeLLMa below on two decision making under uncertainty problems:
agricultural planning (<b>Agriculture</b>) and finance investing (<b>Stocks</b>).
agriculture planning (<b>Agriculture</b>) and finance investing (<b>Stocks</b>).
Both problems involve sizable degrees of uncertainty from diverse sources, and are
representative of different data modalities (natural language and tabular) involved in
decision making
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