From 0302e4b6dc44619db4fd22e6e1deaa4dd48076de Mon Sep 17 00:00:00 2001
From: jzsmoreno <42299052+jzsmoreno@users.noreply.github.com>
Date: Fri, 27 Dec 2024 15:37:48 -0600
Subject: [PATCH] Update HMM.ipynb

---
 examples/HMM.ipynb | 36 ++++++++++++++++++------------------
 1 file changed, 18 insertions(+), 18 deletions(-)

diff --git a/examples/HMM.ipynb b/examples/HMM.ipynb
index 2a733ea..c644d84 100644
--- a/examples/HMM.ipynb
+++ b/examples/HMM.ipynb
@@ -192,25 +192,25 @@
      "output_type": "stream",
      "text": [
       "Iteration 90:\n",
-      "Pi: [0.24996993 0.24966814 0.24975448 0.25060746]\n",
+      "Pi: [0.23338131 0.27888252 0.21162046 0.27611571]\n",
       "A:\n",
-      "[[0.41779082 0.47506256 0.08063185 0.02651477]\n",
-      " [0.43302362 0.20388675 0.34632147 0.01676815]\n",
-      " [0.05776522 0.26247905 0.591388   0.08836772]\n",
-      " [0.10993781 0.47557343 0.4036911  0.01079767]]\n",
+      "[[0.47722252 0.31385309 0.1875674  0.021357  ]\n",
+      " [0.28228392 0.57362815 0.01575131 0.12833662]\n",
+      " [0.90456883 0.04170171 0.01372123 0.04000823]\n",
+      " [0.09332683 0.58052383 0.17290992 0.15323943]]\n",
       "B:\n",
-      "[[0.53740562 0.46259438 0.        ]\n",
-      " [0.54518243 0.45481757 0.        ]\n",
-      " [0.5433659  0.4566341  0.        ]\n",
-      " [0.52223023 0.47776977 0.        ]]\n"
+      "[[0.4843363  0.5156637  0.        ]\n",
+      " [0.61405008 0.38594992 0.        ]\n",
+      " [0.50554578 0.49445422 0.        ]\n",
+      " [0.53935327 0.46064673 0.        ]]\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Decoding Accuracy: 20.00%\n",
-      "Best configuration: (3, 2, 100) with accuracy 66.67%\n"
+      "Decoding Accuracy: 53.33%\n",
+      "Best configuration: (3, 3, 100) with accuracy 66.67%\n"
      ]
     }
    ],
@@ -277,12 +277,12 @@
       "Decoding Accuracy (model rebuilt): 66.67%\n",
       "Test Sequence: [0, 1, 0, 0, 1]\n",
       "Predicted States: [1 2 0 1 2]\n",
-      "Probabilities States: [[0.28881071 0.29983091 0.41135838]\n",
-      " [0.39043702 0.4413433  0.16821968]\n",
-      " [0.205372   0.41355892 0.38106908]\n",
-      " [0.20307488 0.42611921 0.37080591]\n",
-      " [0.32762052 0.43253756 0.23984192]]\n",
-      "Total probability: [0.28306303 0.40267798 0.31425899]\n"
+      "Probabilities of hidden states: [[0.30712955 0.29977292 0.39309753]\n",
+      " [0.37621964 0.4167558  0.20702457]\n",
+      " [0.23304322 0.47779674 0.28916004]\n",
+      " [0.2238247  0.43797595 0.33819935]\n",
+      " [0.32160192 0.40645814 0.27193993]]\n",
+      "Total probability: [0.29236381 0.40775191 0.29988428]\n"
      ]
     }
    ],
@@ -298,7 +298,7 @@
     "\n",
     "print(f\"Test Sequence: {test_sequence}\")\n",
     "print(f\"Predicted States: {predicted_states}\")\n",
-    "print(f\"Probabilities States: {smoothed_probs}\")\n",
+    "print(f\"Probabilities of hidden states: {smoothed_probs}\")\n",
     "print(f\"Total probability: {total_prob}\")"
    ]
   },