Benjamin Datko bdatko

## sdp.ipynb

      
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                bdatko
                / sdp.ipynb
            
            
              Created
              July 3, 2023 01:01
            
              
                same-decision probability using pyAgrum
              
          
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## MPE_and_MAP.ipynb

      
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                bdatko
                / MPE_and_MAP.ipynb
            
            
              Last active
              September 10, 2023 18:25
            
              
                playing around with MPE and MAP queries using pyAgrum
              
          
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## bayesian_network_multinomial.ipynb

      
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                bdatko
                / bayesian_network_multinomial.ipynb
            
            
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              July 1, 2023 22:56
            
              
                Creating a multinomial with a discrete Bayesian network using pyAgrum
              
          
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## sum_to_one_node.ipynb

      
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                bdatko
                / sum_to_one_node.ipynb
            
            
              Created
              July 1, 2023 22:38
            
              
                Show casing a sum-to-one constraint node using a discrete Bayesian network with pyAgrum
              
          
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## factorizing.py
from itertools import permutations

def chain_rule(permutation):
    """Compute factorization for a given permutation of variables."""
    n = len(permutation)
    if n == 1:
        return [f'P({permutation[0]})']
    else:
        conditional = ','.join(permutation[1:])
        return [f'P({permutation[0]}|{conditional})'] + chain_rule(permutation[1:])

## pyAgrum_EM_algorithm.ipynb

      
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                bdatko
                / pyAgrum_EM_algorithm.ipynb
            
            
              Last active
              July 1, 2023 23:37
            
              
                proof of concept for EM algorithm using pyAgrum
              
          
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## beta_reparameterization_coin.ipynb

      
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                bdatko
                / beta_reparameterization_coin.ipynb
            
            
              Last active
              July 18, 2022 01:36
            
              
                pyAgrum inference of the bias of a coin from observed coin flips using a re-parameterization of the Beta distribution
              
          
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## potential_fillWith.ipynb

      
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                bdatko
                / potential_fillWith.ipynb
            
            
              Created
              July 18, 2022 01:15
            
              
                playing around with pyAgrum potentials
              
          
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## filling_cpt_beta.ipynb

      
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                bdatko
                / filling_cpt_beta.ipynb
            
            
              Created
              July 18, 2022 00:14
            
              
                filling conditional probability tables, broadcasting, and tensors
              
          
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## coin_inference_v01.ipynb

      
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                bdatko
                / coin_inference_v01.ipynb
            
            
              Created
              July 17, 2022 01:18
            
              
                updated coin inference in pyAgrum
              
          
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	from itertools import permutations

	def chain_rule(permutation):
	"""Compute factorization for a given permutation of variables."""
	n = len(permutation)
	if n == 1:
	return [f'P({permutation[0]})']
	else:
	conditional = ','.join(permutation[1:])
	return [f'P({permutation[0]}\|{conditional})'] + chain_rule(permutation[1:])