From 5670699fb3ca8475ca06c8a9c3b3e962df195ebd Mon Sep 17 00:00:00 2001
From: Oliver <okennedy@buffalo.edu>
Date: Tue, 22 Feb 2022 18:12:51 -0500
Subject: [PATCH] More materials

---
 src/talks/2022-02-16-MaterialsDB.erb         |  26 +-
 src/talks/graphics/2022-02-16/small_data.svg | 267 +++++++++++++++++++
 2 files changed, 292 insertions(+), 1 deletion(-)
 create mode 100644 src/talks/graphics/2022-02-16/small_data.svg

diff --git a/src/talks/2022-02-16-MaterialsDB.erb b/src/talks/2022-02-16-MaterialsDB.erb
index c81de41d..73de4c64 100644
--- a/src/talks/2022-02-16-MaterialsDB.erb
+++ b/src/talks/2022-02-16-MaterialsDB.erb
@@ -168,6 +168,24 @@ title: "Caveatting your data"
     <attribution>Doraiswami et. al., "Using Topological Analysis to Support Event-Guided Exploration in Urban Data"</attribution>
   </section>
 
+  <section>
+    <h3>The curse of small data</h3>
+
+    <svg data-src="graphics/2022-02-16/small_data.svg"/>
+  </section>
+
+  <section>
+    <h3>Right now...</h3>
+
+    <ul>
+      <li class="fragment">Retain only a complete subset.</li>
+      <li class="fragment">Impute the data.</li>
+      <li class="fragment">Let the dataset users figure it out.</li>
+    </ul>
+
+    <p class="fragment">Small datasets must trade off between utility and trustworthiness.</p>
+  </section>
+
   <section>
     <img src="graphics/2022-02-16/montoya.jpeg" height="400px">
   </section>
@@ -198,7 +216,7 @@ title: "Caveatting your data"
       </ul></li>
       <li>Metadata describing the source of the error. <ul style="font-size: 70%;">
         <li>The experiment hasn't been run yet.</li>
-        <li>Combining data from mis-aligned buckets.</li>
+        <li>Alignment issues between datasets $A$ and $B$.</li>
       </ul></li>
     </ol>
   </section>
@@ -207,4 +225,10 @@ title: "Caveatting your data"
     
   </section>
 
+  <section>
+    <h3>How is Incomplete Data used?</h3>
+
+
+  </section>
+
 </section>
diff --git a/src/talks/graphics/2022-02-16/small_data.svg b/src/talks/graphics/2022-02-16/small_data.svg
new file mode 100644
index 00000000..231acfcd
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+++ b/src/talks/graphics/2022-02-16/small_data.svg
@@ -0,0 +1,267 @@
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