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@ -168,6 +168,24 @@ title: "Caveatting your data"
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<attribution>Doraiswami et. al., "Using Topological Analysis to Support Event-Guided Exploration in Urban Data"</attribution>
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</section>
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<section>
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<h3>The curse of small data</h3>
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<svg data-src="graphics/2022-02-16/small_data.svg"/>
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</section>
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<section>
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<h3>Right now...</h3>
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<ul>
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<li class="fragment">Retain only a complete subset.</li>
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<li class="fragment">Impute the data.</li>
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<li class="fragment">Let the dataset users figure it out.</li>
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</ul>
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<p class="fragment">Small datasets must trade off between utility and trustworthiness.</p>
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</section>
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<section>
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<img src="graphics/2022-02-16/montoya.jpeg" height="400px">
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</section>
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@ -198,7 +216,7 @@ title: "Caveatting your data"
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</ul></li>
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<li>Metadata describing the source of the error. <ul style="font-size: 70%;">
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<li>The experiment hasn't been run yet.</li>
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<li>Combining data from mis-aligned buckets.</li>
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<li>Alignment issues between datasets $A$ and $B$.</li>
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</ul></li>
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</ol>
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</section>
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@ -207,4 +225,10 @@ title: "Caveatting your data"
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</section>
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<section>
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<h3>How is Incomplete Data used?</h3>
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</section>
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</section>
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src/talks/graphics/2022-02-16/small_data.svg
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src/talks/graphics/2022-02-16/small_data.svg
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