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leo-desbureaux-tellae committed Nov 26, 2024
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24 changes: 14 additions & 10 deletions examples/compare-epop2IPF-Bhepop2.ipynb
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"# Comparative Analysis of Epop2-IPF and Bhepop2: A Bayesian Heuristic Approach for High-Dimensional Population Synthesis\n",
"\n",
"\n",
"The purpose of this example is to compare the performance of the IPF and Bhepop2 algorithms to enrich a population. The following graphic describes the principle of this comparison. Starting from a sample of the population, considered as the initial population, an attribute is removed to get the depleted population. Aggregate data for the removed attribute is computed from the original population. Epop2-IPF or Bhepop2 are then carried out to predict the population with the knowledge of the depleted population and the aggregate data. The assessment of the prediction is performed through metrics which compute different distances from the predicted population to the original population."
"The purpose of this example is to compare the performance of the IPF and Bhepop2 algorithms to enrich a population. The graphic below describes the principle of this comparison. \n",
"\n",
"Starting from a sample of the population, considered as the initial population, an attribute is removed to get the depleted population. Aggregate data for the removed attribute is computed from the original population. Epop2-IPF or Bhepop2 are then carried out to predict the population with the knowledge of the depleted population and the aggregate data. \n",
"\n",
"The assessment of the prediction is performed through metrics which compute different distances from the predicted population to the original population."
]
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"Requirement already satisfied: mermaid-py in /home/leo/Documents/Tellae/bhepop2/venv/lib/python3.10/site-packages (0.6.1)\n",
"Requirement already satisfied: requests<3.0.0,>=2.31.0 in /home/leo/Documents/Tellae/bhepop2/venv/lib/python3.10/site-packages (from mermaid-py) (2.31.0)\n",
"Requirement already satisfied: charset-normalizer<4,>=2 in /home/leo/Documents/Tellae/bhepop2/venv/lib/python3.10/site-packages (from requests<3.0.0,>=2.31.0->mermaid-py) (3.3.2)\n",
"Requirement already satisfied: idna<4,>=2.5 in /home/leo/Documents/Tellae/bhepop2/venv/lib/python3.10/site-packages (from requests<3.0.0,>=2.31.0->mermaid-py) (3.6)\n",
"Requirement already satisfied: urllib3<3,>=1.21.1 in /home/leo/Documents/Tellae/bhepop2/venv/lib/python3.10/site-packages (from requests<3.0.0,>=2.31.0->mermaid-py) (2.2.1)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /home/leo/Documents/Tellae/bhepop2/venv/lib/python3.10/site-packages (from requests<3.0.0,>=2.31.0->mermaid-py) (2024.2.2)\n",
"Requirement already satisfied: mermaid-py in /home/leo/Documents/Tellae/eqasim/venv/lib/python3.10/site-packages (0.6.1)\n",
"Requirement already satisfied: requests<3.0.0,>=2.31.0 in /home/leo/Documents/Tellae/eqasim/venv/lib/python3.10/site-packages (from mermaid-py) (2.32.3)\n",
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"Requirement already satisfied: idna<4,>=2.5 in /home/leo/Documents/Tellae/eqasim/venv/lib/python3.10/site-packages (from requests<3.0.0,>=2.31.0->mermaid-py) (3.10)\n",
"Requirement already satisfied: urllib3<3,>=1.21.1 in /home/leo/Documents/Tellae/eqasim/venv/lib/python3.10/site-packages (from requests<3.0.0,>=2.31.0->mermaid-py) (2.2.3)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /home/leo/Documents/Tellae/eqasim/venv/lib/python3.10/site-packages (from requests<3.0.0,>=2.31.0->mermaid-py) (2024.2.2)\n",
"\n",
"\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.3.1\u001b[0m\n",
"\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n"
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