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epistemic.py
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epistemic.py
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# Epistemic Logic as an extension to BDI (Belief-Desire-Intention) model
# Basic Assumptions: Autoepistemic logic assumes that an agent has some initial beliefs or assumptions about the world.
# Default Rules: Nonmonotonic reasoning in autoepistemic logic involves the use of default rules.
# These rules capture common-sense reasoning and are assumed to hold in the absence of contradictory evidence.
# Adding Information: When new information is added to the agent's knowledge base, it can lead to the reevaluation of previously drawn conclusions.
# Revised Beliefs: Autoepistemic logic allows the agent to revise its beliefs based on the new information while maintaining consistency with its original beliefs.
# Withdrawal of Conclusions: Unlike classical logic, where the addition of new information only expands the set of valid conclusions,
# autoepistemic logic permits the withdrawal of previously drawn conclusions when they conflict with the newly acquired information.
# Reasoning Process: The agent's reasoning process involves iteratively considering default rules and their implications in light of the new information.
# If a contradiction arises, the agent may retract conclusions that were previously drawn based on default rules.
# Python Code Implementation
class AutoepistemicAgent:
def __init__(self, initial_beliefs):
self.beliefs = initial_beliefs
def add_information(self, new_information):
# Update beliefs with new information
self.beliefs.update(new_information)
def revise_beliefs(self):
# Check if any conclusions based on default rules need to be retracted
for belief in list(self.beliefs):
if self.contradicts_new_information(belief):
self.beliefs.remove(belief)
def contradicts_new_information(self, belief):
# Placeholder function to be implemented with actual logic
return False