From b6258250e4b0247ca4626fe3dd30924e96b72173 Mon Sep 17 00:00:00 2001 From: Frida Heskebeck <frida.heskebeck@control.lth.se> Date: Fri, 25 Mar 2022 16:12:43 +0100 Subject: [PATCH] Rerun of example. --- MAB_for_BCI_1/MAB_2.png | Bin 63366 -> 58696 bytes MAB_for_BCI_1/MAB_3.png | Bin 20853 -> 22792 bytes MAB_for_BCI_1/MAB_for_BCI_1.ipynb | 61 +++++++++++++++++++----------- MAB_for_BCI_1/accuracys_r | Bin 14153 -> 28153 bytes MAB_for_BCI_1/accuracys_t | Bin 14153 -> 28153 bytes MAB_for_BCI_1/accuracys_u | Bin 14153 -> 28153 bytes MAB_for_BCI_1/actions_r | Bin 3764 -> 7268 bytes MAB_for_BCI_1/actions_t | Bin 3764 -> 7268 bytes MAB_for_BCI_1/actions_u | Bin 3764 -> 7268 bytes MAB_for_BCI_1/rewards_r | Bin 14153 -> 28153 bytes MAB_for_BCI_1/rewards_t | Bin 14153 -> 28153 bytes MAB_for_BCI_1/rewards_u | Bin 14153 -> 28153 bytes 12 files changed, 38 insertions(+), 23 deletions(-) diff --git a/MAB_for_BCI_1/MAB_2.png b/MAB_for_BCI_1/MAB_2.png index 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- "Start of loop 2/5\n", - "Start of loop 3/5\n", - "Start of loop 4/5\n", - "Start of loop 5/5\n", + "Start of loop 1/10\n", + "Start of loop 2/10\n", + "Start of loop 3/10\n", + "Start of loop 4/10\n", + "Start of loop 5/10\n", + "Start of loop 6/10\n", + "Start of loop 7/10\n", + "Start of loop 8/10\n", + "Start of loop 9/10\n", + "Start of loop 10/10\n", "Random policy\n", - "Start of loop 1/5\n", - "Start of loop 2/5\n", - "Start of loop 3/5\n", - "Start of loop 4/5\n", - "Start of loop 5/5\n", + "Start of loop 1/10\n", + "Start of loop 2/10\n", + "Start of loop 3/10\n", + "Start of loop 4/10\n", + "Start of loop 5/10\n", + "Start of loop 6/10\n", + "Start of loop 7/10\n", + "Start of loop 8/10\n", + "Start of loop 9/10\n", + "Start of loop 10/10\n", "UCB policy\n", - "Start of loop 1/5\n", - "Start of loop 2/5\n", - "Start of loop 3/5\n", - "Start of loop 4/5\n", - "Start of loop 5/5\n" + "Start of loop 1/10\n", + "Start of loop 2/10\n", + "Start of loop 3/10\n", + "Start of loop 4/10\n", + "Start of loop 5/10\n", + "Start of loop 6/10\n", + "Start of loop 7/10\n", + "Start of loop 8/10\n", + "Start of loop 9/10\n", + "Start of loop 10/10\n" ] } ], @@ -400,7 +415,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 8, "id": "c7834f0f", "metadata": {}, "outputs": [], @@ -461,13 +476,13 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 9, "id": "f7564b5d", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 480x480 with 2 Axes>" ] @@ -531,13 +546,13 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 10, "id": "bf271392", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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"text/plain": [ "<Figure size 480x480 with 1 Axes>" ] @@ -656,7 +671,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a3b7185e", + "id": "0eb21d9c", "metadata": {}, "outputs": [], "source": [] diff --git a/MAB_for_BCI_1/accuracys_r b/MAB_for_BCI_1/accuracys_r index 4b39e5bec332caa983647fe90273d5a21d1736fa..060fe6ee45b8845f6edcde7735ae4c3499df83f8 100644 GIT binary patch literal 28153 zcmZo*nffl50StOX^Gb6ID)o}{i&FJ+OLIyx6N`!xE2s4E#22L|=jRod6qP2IOqo2T zhZU@FN)LNp3Pj1|Dc%gNQ=A!-rnFB9nxf&&=*{ID$JjO{gSm$_rKGYT6{L$P&0<Pt z2SfpL52MW#KR-XO|NsC02NT{5B~y|*of2{x7;bjXz0o=Mfj!t&4G-<#s&1KnA?}g= zccEL}8Tt?5^uoO@--K?xwoe0tXZCw`gTQ0^qkeCW_`P`o(a!)ihv9|&Mq%rX!qyKV z;tdb&RXr!Ecusm?F9H(Y_!!QIiNov%sZ#NL1=aV+UKr$zg>UUwuL6Nb_S<uBZ_B;? z&R*ttq0I5ZH*j%~=(gPVaD5Q-9>d)WQx6trcw*o8*rM;T#XGq9DEb*5!^K0v;H~|= zyCCouE}o=bmZV<x2rdpbx8V`Qeul^PU~Qpq?P2E5y8#O5r*L_&dMxT-_RP2t=Ty!4 z7OMU!+&q}MFm<r-xnKQ$@ArGR;r7AA!ND#37%mQT4_5axJcX+}CXw7@c<cq757XxY 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