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Annkathrin 2021-10-08 11:52:04 +02:00
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commit 199b9e7662
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201
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\beamer@slide {fig:my_label}{4}
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19
IBC.tex
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@ -60,7 +60,7 @@
\subsection{iBorderCtrl} \subsection{iBorderCtrl}
\begin{frame}{iBorderCtrl} \begin{frame}{iBorderCtrl}
\begin{itemize} \begin{itemize}
\item iBorderCtrl = Intelligent Portable Controll System \item iBorderCtrl = Intelligent Portable Control System
\item Dauer: 2016-2019 \item Dauer: 2016-2019
\item Budget: 4 Mio. € \item Budget: 4 Mio. €
\item 13 EU weite Unternehmen, Forschungs- und Bildungseinrichtungen \item 13 EU weite Unternehmen, Forschungs- und Bildungseinrichtungen
@ -123,7 +123,7 @@
\begin{frame}{Die Geschichte des Lügendetektors - Die Rolle von KI} \begin{frame}{Die Geschichte des Lügendetektors - Die Rolle von KI}
\begin{itemize} \begin{itemize}
\item Versuche Mikroexpressionen und ähnliches mit KI zu klassifizieren, \item Versuche Mikroexpressionen und Ähnliches mit KI zu klassifizieren,
\item Nutzung für die Optimierung von Werbeanzeigen (Facebook), \item Nutzung für die Optimierung von Werbeanzeigen (Facebook),
\item Projekt AVATAR (US-Projekt für Grenzkontrollen) \item Projekt AVATAR (US-Projekt für Grenzkontrollen)
\end{itemize} \end{itemize}
@ -264,17 +264,17 @@ Konzeptionelle Mängel in iBorderControl
\begin{frame}{Bias in iBorderCtrl} \begin{frame}{Bias in iBorderCtrl}
\begin{itemize} \begin{itemize}
\item<1-> \alert<1>{Measurement Bias:} Stress beim Grenzübergang löst u.U. gleiche Symptome wie Lügen aus \item<1-> \alert<1>{Measurement Bias:} Stress beim Grenzübergang löst u.U. gleiche Symptome wie Lügen aus
\item<2-> \alert<2>{Omitted Variable Bias:} Lügen/nicht Lügen zeigt sich in nicht erfassten Phänomenen.Es gibt keine zuverlässigen Theorien dazu, welche physiologischen Prozesse Lügen eindeutig identifizierbar machen. \item<2-> \alert<2>{Omitted Variable Bias:} Lügen/nicht Lügen zeigt sich in nicht erfassten Phänomenen.Es gibt keine zuverlässigen Theorien dazu, welche physiologischen Merkmale Lügen eindeutig identifizierbar machen.
\item<3-> \alert<3>{Representation Bias:} fehlende Diversität in Hautfarbe, Geschlecht, Neurodiversität, Behinderungen, gesundheitlichen Faktoren, Narben etc. \item<3-> \alert<3>{Representation Bias:} fehlende Diversität in Hautfarbe, Geschlecht, Neurodiversität, Behinderungen, gesundheitlichen Faktoren, Narben etc.
\item<4-> \alert<4>{Aggregation Bias:} Reaktionen (z.B. Mikroexpressionen) nicht konsistent. Gleiches Verhalten bei unterschiedlichen Individuen kann Unterschiedliches bedeuten. \item<4-> \alert<4>{Aggregation Bias:} Reaktionen (z.B. Mikroexpressionen) nicht konsistent. Gleiches Verhalten bei unterschiedlichen Individuen/Gruppen kann Unterschiedliches bedeuten.
\item<5-> \alert<5>{Overfitting:} Trefferquote von 73 Prozent in Testdaten vs 93 Prozent in Trainingsdaten deutet auf Overfitting hin \item<5-> \alert<5>{Overfitting:} Trefferquote von 93 Prozent in Trainingsdaten vs 73 Prozent in Testdaten deutet auf Overfitting hin
\end{itemize} \end{itemize}
\end{frame} \end{frame}
\begin{frame}{Bias in iBorderCtrl} \begin{frame}{Bias in iBorderCtrl}
\begin{itemize} \begin{itemize}
\item<1-> \alert<1>{Evaluation Bias:} Testbedingungen entsprechen nicht den Einsatzbedingungen, zB Licht, Diversität \item<1-> \alert<1>{Evaluation Bias:} Testbedingungen entsprechen nicht den Einsatzbedingungen, zB Lichtverhältnisse
\item<2-> \alert<2>{Bias durch Rückkopplung:} Wenn Einsatzdaten wieder eingespeist werden, dann klassifiziert der Lügendetektor mehr Benachteiligte als lügend, Überprüfungsbeamt*innen bestätigen die Entscheidung und geben die Daten zurück an das System. \item<2-> \alert<2>{Bias durch Rückkopplung:} Verzerrte Einsatzdaten werden von Überprüfungsbeamt*innen bestätigt und wieder in das System eingespeist, wodurch immer mehr Benachteiligte als lügend klassifiziert werden
\end{itemize} \end{itemize}
\end{frame} \end{frame}
@ -317,6 +317,11 @@ Konzeptionelle Mängel in iBorderControl
\begin{frame}{Wie und wofür forschen wir?} \begin{frame}{Wie und wofür forschen wir?}
\begin{itemize} \begin{itemize}
\item Wissenschaft kann instrumentalisiert werden \item Wissenschaft kann instrumentalisiert werden
\begin{itemize}
\item mangelnde Rechenschaft (Argument der Blackbox, des Betriebsgeheimnisses)
\item Transparenzinitiative Johanna Zitt
\item FATML.org, Fairness, Accountability and Transparency in ML
\end{itemize}
\item Wir brauchen mehr kognitive Diversität in Forschungseinrichtungen \item Wir brauchen mehr kognitive Diversität in Forschungseinrichtungen
\item Was ist dein wissenschaftlicher Standard und worauf gründet er? \item Was ist dein wissenschaftlicher Standard und worauf gründet er?
\end{itemize} \end{itemize}

30
IBC.toc
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\beamer@sectionintoc {1}{Was ist iBorderCtrl?}{3}{0}{1} \beamer@sectionintoc {1}{Smart ... was? - Einführung in Smart Borders}{3}{0}{1}
\beamer@subsectionintoc {1}{1}{Akteure und Organisationsstruktur}{3}{0}{1} \beamer@subsectionintoc {1}{1}{Smart Borders Package der EU}{3}{0}{1}
\beamer@subsectionintoc {1}{2}{Silent Talker}{4}{0}{1} \beamer@subsectionintoc {1}{2}{iBorderCtrl}{6}{0}{1}
\beamer@subsectionintoc {1}{3}{Geschichte des Lügendetektor}{6}{0}{1} \beamer@subsectionintoc {1}{3}{Geschichte des Lügendetektor}{9}{0}{1}
\beamer@sectionintoc {2}{Grundlagen KI}{11}{0}{2} \beamer@sectionintoc {2}{Grundlagen KI}{14}{0}{2}
\beamer@subsectionintoc {2}{1}{KI, Algorithmen und maschinelles Lernen}{11}{0}{2} \beamer@subsectionintoc {2}{1}{KI, Algorithmen und maschinelles Lernen}{14}{0}{2}
\beamer@subsectionintoc {2}{2}{Overfitting}{12}{0}{2} \beamer@subsectionintoc {2}{2}{Overfitting}{15}{0}{2}
\beamer@sectionintoc {3}{Grenzen und Risiken von KI}{13}{0}{3} \beamer@sectionintoc {3}{Grenzen und Risiken von KI}{16}{0}{3}
\beamer@subsectionintoc {3}{1}{KI und Interpretierbarkeit}{13}{0}{3} \beamer@subsectionintoc {3}{1}{KI und Interpretierbarkeit}{16}{0}{3}
\beamer@subsectionintoc {3}{2}{KI und Bias}{18}{0}{3} \beamer@subsectionintoc {3}{2}{KI und Bias}{21}{0}{3}
\beamer@sectionintoc {4}{Bias in iBorderCtrl}{25}{0}{4} \beamer@sectionintoc {4}{Bias in iBorderCtrl}{28}{0}{4}
\beamer@sectionintoc {5}{Ausblick und Diskussion}{34}{0}{5} \beamer@sectionintoc {5}{Ausblick und Diskussion}{37}{0}{5}
\beamer@subsectionintoc {5}{1}{Politische Einordnung}{34}{0}{5} \beamer@subsectionintoc {5}{1}{Politische Einordnung}{37}{0}{5}
\beamer@subsectionintoc {5}{2}{Wie und wofür forschen wir?}{35}{0}{5} \beamer@subsectionintoc {5}{2}{Wie und wofür forschen wir?}{39}{0}{5}
\beamer@sectionintoc {6}{Quellen}{40}{0}{6}
\beamer@sectionintoc {7}{Anhang}{41}{0}{7}