note test and training set
authorMart Lubbers <mart@martlubbers.net>
Wed, 31 May 2017 09:48:27 +0000 (11:48 +0200)
committerMart Lubbers <mart@martlubbers.net>
Wed, 31 May 2017 09:48:27 +0000 (11:48 +0200)
appendices.tex
methods.tex

index ea59753..4df7cf3 100644 (file)
@@ -1,57 +1,57 @@
 \chapter{Experimental data}\label{app:data}
 \begin{center}
-       \begin{longtable}{cll}
+       \begin{longtable}{clr}
                \toprule
-               Num. & Song & Duration (mm:ss.ss)\\
+               Num. & Song & Duration (hh:mm:ss)\\
                \midrule
                \multicolumn{3}{l}{\bf Cannibal Corpse {-} A Skeletal Domain}\\
-               00 & High Velocity Impact Spatter & 04:06.91\\
-               01 & Sadistic Embodiment & 03:17.31\\
-               02 & Kill or Become & 03:50.67\\
-               03 & A Skeletal Domain & 03:38.77\\
-               04 & Headlong Into Carnage & 03:01.25\\
-               05 & The Murderer's Pact & 05:05.23\\
-               06 & Funeral Cremation & 03:41.89\\
-               07 & Icepick Lobotomy & 03:16.24\\
-               08 & Vector of Cruelty & 03:25.15\\
-               09 & Bloodstained Cement & 03:41.99\\
-               10 & Asphyxiate to Resuscitate & 03:47.40\\
-               11 & Hollowed Bodies & 03:05.80\\
+               00 & High Velocity Impact Spatter & 04:06\\
+               01 & Sadistic Embodiment & 03:17\\
+               02 & Kill or Become & 03:50\\
+               03 & A Skeletal Domain & 03:38\\
+               04 & Headlong Into Carnage & 03:01\\
+               05 & The Murderer's Pact & 05:05\\
+               06 & Funeral Cremation & 03:41\\
+               07 & Icepick Lobotomy & 03:16\\
+               08 & Vector of Cruelty & 03:25\\
+               09 & Bloodstained Cement & 03:41\\
+               10 & Asphyxiate to Resuscitate & 03:47\\
+               11 & Hollowed Bodies & 03:05\\
                \midrule
-               & {\bf Total:} & 43:58.60\\
+               & {\bf Total:} & 43:58\\
                \midrule
                \multicolumn{3}{l}{\bf Disgorge {-} Parallels of Infinite Torture}\\
-               12 & Revealed in Obscurity & 05:13.20\\
-               13 & Enthroned Abominations & 04:05.39\\
-               14 & Atonement & 02:57.36\\
-               15 & Abhorrent Desecration of Thee Iniquity & 04:17.20\\
-               16 & Forgotten Scriptures & 02:01.72\\
-               17 & Descending Upon Convulsive Devourment & 04:38.85\\
-               18 & Condemned to Sufferance & 04:57.59\\
-               19 & Parallels of Infinite Torture & 05:03.33\\
-               20 & Asphyxiation of Thee Oppressed & 05:42.37\\
-               21 & Ominous Sigils of Ungodly Ruin & 04:59.15\\
+               12 & Revealed in Obscurity & 05:13\\
+               13 & Enthroned Abominations & 04:05\\
+               14 & Atonement & 02:57\\
+               15 & Abhorrent Desecration of Thee Iniquity & 04:17\\
+               16 & Forgotten Scriptures & 02:01\\
+               17 & Descending Upon Convulsive Devourment & 04:38\\
+               18 & Condemned to Sufferance & 04:57\\
+               19 & Parallels of Infinite Torture & 05:03\\
+               20 & Asphyxiation of Thee Oppressed & 05:42\\
+               21 & Ominous Sigils of Ungodly Ruin & 04:59\\
                \midrule
-               & {\bf Total:} & 43:56.16\\
+               & {\bf Total:} & 43:56\\
                \bottomrule
                \pagebreak
                \toprule
                \multicolumn{3}{l}{\bf Who Dies In Siberian Slush {-} Bitterness Of The Years That Are Lost}\\
-               22 & Leave Me & 06:35.60\\
-               23 & The Woman We Are Looking For & 06:53.63\\
-               24 & M\"obius Ring & 07:20.56\\
-               25 & Interlude & 04:26.49\\
-               26 & Завещание Гумилёва & 08:46.76\\
-               27 & An Old Road Through The Snow & 02:31.56\\
-               28 & Bitterness Of The Years That Are Lost & 09:10.49\\
+               22 & Leave Me & 06:35\\
+               23 & The Woman We Are Looking For & 06:53\\
+               24 & M\"obius Ring & 07:20\\
+               25 & Interlude & 04:26\\
+               26 & Завещание Гумилёва & 08:46\\
+               27 & An Old Road Through The Snow & 02:31\\
+               28 & Bitterness Of The Years That Are Lost & 09:10\\
                \midrule
-               & {\bf Total:} & 45:45.09\\
+               & {\bf Total:} & 45:45\\
                \midrule
                & {\bf Grand Total:} & 02:13:40\\
                \midrule
                \multicolumn{3}{l}{\bf Alien data}\\
-               \multicolumn{2}{l}{Godless Truth {-} Hatred} & 03:22.73\\
-               \multicolumn{2}{l}{Catacombs {-} Consigned to Flames of War} & 16:21.67\\
+               01 & Godless Truth {-} Hatred & 03:22\\
+               02 & Catacombs {-} Consigned to Flames of War & 16:21\\
                \bottomrule
        \end{longtable}
 \end{center}
index 45b677e..96ee578 100644 (file)
@@ -178,7 +178,8 @@ in Equation~\ref{eq:softmax}.
 
 The data is shuffled before fed to the network to mitigate the risk of
 overfitting on one album. Every model was trained using $10$ epochs and a
-batch size of $32$.
+batch size of $32$. The training set and test set are separated by taking a
+$90\%$ slice of all the data.
 
 \begin{equation}\label{eq:relu}
        f(x) = \left\{\begin{array}{rcl}