Neue Daten
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paper/main.tex
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paper/main.tex
@ -249,19 +249,17 @@ Potentially, analyze how the rankings of different similarities look like.
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\end{table}
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\begin{figure}
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\begin{subfigure}{0.5\textwidth}
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\begin{subfigure}{0.31\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_4296426-out/jobs-nodes}
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\caption{Job-S} \label{fig:nodes-job-S}
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\end{subfigure}
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\begin{subfigure}{0.5\textwidth}
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\begin{subfigure}{0.31\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_5024292-out/jobs-nodes}
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\caption{Job-M} \label{fig:nodes-job-M}
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\end{subfigure}
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\begin{subfigure}{0.5\textwidth}
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\begin{subfigure}{0.31\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_7488914-out/jobs-nodes}
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\caption{Job-L} \label{fig:nodes-job-L}
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@ -273,19 +271,17 @@ Potentially, analyze how the rankings of different similarities look like.
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\begin{figure}
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\begin{subfigure}{0.5\textwidth}
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\begin{subfigure}{0.31\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_4296426-out/jobs-elapsed}
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\caption{Job-S} \label{fig:runtime-job-S}
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\end{subfigure}
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\begin{subfigure}{0.5\textwidth}
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\begin{subfigure}{0.31\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_5024292-out/jobs-elapsed}
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\caption{Job-M} \label{fig:runtime-job-M}
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\end{subfigure}
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\begin{subfigure}{0.5\textwidth}
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\begin{subfigure}{0.31\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_7488914-out/jobs-elapsed}
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\caption{Job-L} \label{fig:runtime-job-L}
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@ -295,23 +291,28 @@ Potentially, analyze how the rankings of different similarities look like.
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\label{fig:runtime-job}
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\end{figure}
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Different algorithms ...
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To see how different the algorithms behave, the intersection of two algorithms is computed for the 100 jobs with the highest similarity and visualized in \Cref{fig:heatmap-job}.
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As expected, we can observe that bin\_all and bin\_aggzeros is very similar for all three jobs.
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While there is some reordering, both algorithms lead to a comparable order.
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The hex\_lev and hex\_native algorithms are also exhibiting some overlap particularly for Job-S and Job-L.
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For Job\-M, however, they lead to a different ranking and Top\,100.
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From the analysis, we conclude that one representative from binary quantization is sufficient while the other algorithms identify mostly disjoint behavioral aspects and, therefore, should be considered together.
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One consideration is to identify jobs that meet a rank threshold for all different algorithms.
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\jk{TODO}
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\begin{figure}
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\begin{subfigure}{0.5\textwidth}
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\begin{subfigure}{0.31\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_4296426-out/intersection-heatmap}
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\caption{Job-S} \label{fig:heatmap-job-S}
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\end{subfigure}
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\begin{subfigure}{0.5\textwidth}
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\begin{subfigure}{0.31\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_5024292-out/intersection-heatmap}
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\caption{Job-M} \label{fig:heatmap-job-M}
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\end{subfigure}
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\begin{subfigure}{0.5\textwidth}
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\begin{subfigure}{0.31\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_7488914-out/intersection-heatmap}
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\caption{Job-L} \label{fig:heatmap-job-L}
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@ -325,21 +326,20 @@ Different algorithms ...
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\subsection{Job-S}
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\begin{figure}
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\begin{subfigure}{0.3\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_4296426-out/hex_lev-0.9615-timeseries4297102}
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\includegraphics[width=\textwidth]{job_similarities_4296426-out/hex_lev-0.9615--1timeseries4296288}
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\caption{Rank 2, SIM=0.9615}
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\end{subfigure}
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\begin{subfigure}{0.3\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_4296426-out/hex_lev-0.9017-timeseries4570701}
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\includegraphics[width=\textwidth]{job_similarities_4296426-out/hex_lev-0.9012--15timeseries4296277}
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\caption{Rank 15, SIM=0.9017}
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\end{subfigure}
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\begin{subfigure}{0.3\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_4296426-out/hex_lev-0.7901-timeseries4693267}
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\includegraphics[width=\textwidth]{job_similarities_4296426-out/hex_lev-0.7901--99timeseries4297842}
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\caption{Rank\,100, SIM=0.790}
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\end{subfigure}
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@ -347,21 +347,20 @@ Different algorithms ...
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\label{fig:job-S-hex-lev}
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\end{figure}
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\begin{figure}
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\begin{subfigure}{0.3\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_4296426-out/hex_native-0.9808-timeseries4567314}
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\includegraphics[width=\textwidth]{job_similarities_4296426-out/hex_native-0.9808--1timeseries4296288}
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\caption{Rank 2, SIM=}
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\end{subfigure}
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\begin{subfigure}{0.3\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_4296426-out/hex_native-0.9375-timeseries4709700}
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\includegraphics[width=\textwidth]{job_similarities_4296426-out/hex_native-0.9375--15timeseries4564296}
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\caption{Rank 15, SIM=}
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\end{subfigure}
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\begin{subfigure}{0.3\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_4296426-out/hex_native-0.9001-timeseries4527630}
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\includegraphics[width=\textwidth]{job_similarities_4296426-out/hex_native-0.8915--99timeseries4296785}
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\caption{Rank\,100, SIM=}
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\end{subfigure}
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@ -369,52 +368,58 @@ Different algorithms ...
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\label{fig:job-S-hex-native}
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\end{figure}
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% \ContinuedFloat
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Hex phases very similar to hex native.
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Komischer JOB zu inspizieren: \verb|job_similarities_4296426-out/hex_phases-0.7429--93timeseries4237860.png|
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Bin aggzeros works quite well here too. The jobs are a bit more diverse.
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\begin{figure}
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\begin{subfigure}{0.3\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_4296426-out/hex_phases-0.9153-timeseries4567314}
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\caption{Rank 2, $SIM=$ (same job as hex native Top1)}
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\includegraphics[width=\textwidth]{job_similarities_4296426-out/bin_aggzeros-0.8462--1timeseries4296280}
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\caption{Rank 2, SIM=}
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\end{subfigure}
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\begin{subfigure}{0.3\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_4296426-out/hex_native-0.9268-timeseries4557849}
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\caption{Rank 15, $SIM=$}
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\includegraphics[width=\textwidth]{job_similarities_4296426-out/bin_aggzeros-0.7778--14timeseries4296191}
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\caption{Rank 15, SIM=}
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\end{subfigure}
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\begin{subfigure}{0.3\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_4296426-out/hex_phases-0.7382-timeseries4693267}
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\caption{Rank\,100, $SIM=$ }
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\includegraphics[width=\textwidth]{job_similarities_4296426-out/bin_aggzeros-0.6923--99timeseries4692693}
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\caption{Rank\,100, SIM=}
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\end{subfigure}
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\caption{Job-S with Hex-Phases, selection of similar jobs}
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\label{fig:job-S-hex-phases}
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\caption{Job-S with bin\_aggzero, selection of similar jobs}
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\label{fig:job-S-bin-aggzeros}
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\end{figure}
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% \ContinuedFloat
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Bin aggzeros works quite well here too.
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\subsection{Job-M}
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Bin aggzero liefert Mist zurück.
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\begin{figure}
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\begin{subfigure}{0.3\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_5024292-out/bin_aggzeros-0.7755-timeseries7907734}
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\includegraphics[width=\textwidth]{job_similarities_5024292-out/bin_aggzeros-0.7755--1timeseries8010306}
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\caption{Rank 2, $SIM=$}
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\end{subfigure}
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\begin{subfigure}{0.3\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_5024292-out/bin_aggzeros-0.7347-timeseries4244400}
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\includegraphics[width=\textwidth]{job_similarities_5024292-out/bin_aggzeros-0.7347--14timeseries7753375}
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\caption{$SIM=$}
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\end{subfigure}
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\begin{subfigure}{0.3\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_5024292-out/bin_aggzeros-0.5306-timeseries8038026}
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\includegraphics[width=\textwidth]{job_similarities_5024292-out/bin_aggzeros-0.5102--99timeseries5120077}
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\caption{$SIM=$ }
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\end{subfigure}
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@ -427,28 +432,187 @@ Bin aggzeros works quite well here too.
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\begin{figure}
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\begin{subfigure}{0.3\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_5024292-out/bin_aggzeros-0.7755-timeseries7907734}
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\includegraphics[width=\textwidth]{job_similarities_5024292-out/hex_lev-0.9546--1timeseries7826634}
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\caption{Rank 2, $SIM=$}
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\end{subfigure}
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\begin{subfigure}{0.3\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_5024292-out/bin_aggzeros-0.7347-timeseries4244400}
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\includegraphics[width=\textwidth]{job_similarities_5024292-out/hex_lev-0.9365--2timeseries5240733}
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\caption{Rank 3, $SIM=$}
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\end{subfigure}
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\begin{subfigure}{0.3\textwidth}
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\includegraphics[width=\textwidth]{job_similarities_5024292-out/hex_lev-0.7392--15timeseries7651420}
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\caption{$SIM=$}
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\end{subfigure}
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\begin{subfigure}{0.3\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_5024292-out/bin_aggzeros-0.5306-timeseries8038026}
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\includegraphics[width=\textwidth]{job_similarities_5024292-out/hex_lev-0.7007--99timeseries4371263}
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\caption{$SIM=$ }
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\end{subfigure}
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\caption{Job-M with Bin-Aggzero, selection of similar jobs}
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\label{fig:job-M-bin-aggzero}
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\caption{Job-M with hex\_lev, selection of similar jobs}
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\label{fig:job-M-hex-lev}
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\end{figure}
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\begin{figure}
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\begin{subfigure}{0.3\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_5024292-out/hex_native-0.9878--1timeseries5240733}
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\caption{Rank 2, $SIM=$}
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\end{subfigure}
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\begin{subfigure}{0.3\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_5024292-out/hex_native-0.9651--2timeseries7826634}
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\caption{Rank 3, $SIM=$}
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\end{subfigure}
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\begin{subfigure}{0.3\textwidth}
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\includegraphics[width=\textwidth]{job_similarities_5024292-out/hex_native-0.9084--14timeseries8037817}
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\caption{$SIM=$}
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\end{subfigure}
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\begin{subfigure}{0.3\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_5024292-out/hex_native-0.8838--99timeseries7571967}
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\caption{$SIM=$ }
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\end{subfigure}
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\caption{Job-M with hex\_native, selection of similar jobs}
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\label{fig:job-M-hex-native}
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\end{figure}
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\begin{figure}
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\begin{subfigure}{0.3\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_5024292-out/hex_phases-0.8974--1timeseries4851096}
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\caption{Rank 2, $SIM=$}
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\end{subfigure}
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\begin{subfigure}{0.3\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_5024292-out/hex_phases-0.8974--2timeseries4756527}
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\caption{Rank 3, $SIM=$}
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\end{subfigure}
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\begin{subfigure}{0.3\textwidth}
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\includegraphics[width=\textwidth]{job_similarities_5024292-out/hex_phases-0.7963--14timeseries5240733}
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\caption{$SIM=$}
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\end{subfigure}
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\begin{subfigure}{0.3\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_5024292-out/hex_phases-0.6863--99timeseries8073368}
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\caption{$SIM=$ }
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\end{subfigure}
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\caption{Job-M with hex\_phases, selection of similar jobs}
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\label{fig:job-M-hex-phases}
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\end{figure}
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\subsection{Job-L}
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\begin{figure}
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\begin{subfigure}{0.3\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_7488914-out/bin_aggzeros-0.1671--1timeseries8017954}
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\caption{Rank 2, $SIM=$}
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\end{subfigure}
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\begin{subfigure}{0.3\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_7488914-out/bin_aggzeros-0.1671--2timeseries7869050}
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\caption{Rank 3, $SIM=$}
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\end{subfigure}
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\begin{subfigure}{0.3\textwidth}
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\includegraphics[width=\textwidth]{job_similarities_7488914-out/bin_aggzeros-0.1521--14timeseries8375617}
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\caption{$SIM=$}
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\end{subfigure}
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\begin{subfigure}{0.3\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_7488914-out/bin_aggzeros-0.1097--99timeseries5129989}
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\caption{$SIM=$ }
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\end{subfigure}
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\caption{Job-L with bin\_aggzero, selection of similar jobs}
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\label{fig:job-L-bin-aggzero}
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\end{figure}
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\begin{figure}
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\begin{subfigure}{0.3\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_7488914-out/hex_lev-0.9386--1timeseries7266845}
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\caption{Rank 2, $SIM=$}
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\end{subfigure}
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\begin{subfigure}{0.3\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_7488914-out/hex_lev-0.9375--2timeseries7214657}
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\caption{Rank 3, $SIM=$}
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\end{subfigure}
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\begin{subfigure}{0.3\textwidth}
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\includegraphics[width=\textwidth]{job_similarities_7488914-out/hex_lev-0.7251--14timeseries4341304}
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\caption{$SIM=$}
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\end{subfigure}
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\begin{subfigure}{0.3\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_7488914-out/hex_lev-0.1657--99timeseries8036223}
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\caption{$SIM=$ (30s)}
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\end{subfigure}
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\caption{Job-L with hex\_lev, selection of similar jobs}
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\label{fig:job-L-hex-phases}
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\end{figure}
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\begin{figure}
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\begin{subfigure}{0.3\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_7488914-out/hex_native-0.9390--1timeseries7266845}
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\caption{Rank 2, $SIM=$}
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\end{subfigure}
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\begin{subfigure}{0.3\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_7488914-out/hex_native-0.9333--2timeseries7214657}
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\caption{Rank 3, $SIM=$}
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\end{subfigure}
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\begin{subfigure}{0.3\textwidth}
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\includegraphics[width=\textwidth]{job_similarities_7488914-out/hex_native-0.8708--14timeseries4936553}
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\caption{$SIM=$}
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\end{subfigure}
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\begin{subfigure}{0.3\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_7488914-out/hex_native-0.1695--99timeseries4365829}
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\caption{$SIM=$ }
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\end{subfigure}
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\caption{Job-L with hex\_native, selection of similar jobs}
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\label{fig:job-L-hex-native}
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\end{figure}
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\begin{figure}
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\begin{subfigure}{0.3\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_7488914-out/hex_phases-1.0000--1timeseries4400632}
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\caption{Rank 2, $SIM=$}
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\end{subfigure}
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\begin{subfigure}{0.3\textwidth}
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\centering
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\includegraphics[width=\textwidth]{job_similarities_7488914-out/hex_phases-1.0000--2timeseries4454488}
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\caption{Rank 3, $SIM=$}
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\end{subfigure}
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\begin{subfigure}{0.3\textwidth}
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\includegraphics[width=\textwidth]{job_similarities_7488914-out/hex_phases-1.0000--14timeseries4395405}
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\caption{$SIM=$}
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\end{subfigure}
|
||||
\begin{subfigure}{0.3\textwidth}
|
||||
\centering
|
||||
\includegraphics[width=\textwidth]{job_similarities_7488914-out/hex_phases-1.0000--99timeseries4526720}
|
||||
\caption{$SIM=$ }
|
||||
\end{subfigure}
|
||||
|
||||
\caption{Job-L with hex\_phases, selection of similar jobs}
|
||||
\label{fig:job-L-hex-phases}
|
||||
\end{figure}
|
||||
|
||||
|
||||
|
||||
|
||||
\section{Conclusion}
|
||||
|
||||
Loading…
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Reference in New Issue
Block a user