Research on Application of Naive Bayes Algorithm Based on Attribute Correlation to Unmanned Driving Ethical Dilemma

<table class="table-group" id="tab4"><tr><td><table class="table"><tr><td class="thead-hr" colspan="1"><hr/></td></tr><tr class="thead"><td class="align_left">ACNB algorithm</td></tr><tr><td class="thead-hr" colspan="1"><hr/></td></tr><tr><td class="align_left">Input: Training set data D</td></tr><tr><td class="align_left">Output: ACNB network G</td></tr><tr><td class="align_left">(1) calculating the prior probability p(xi|Cj) between attribute xi and class cj</td></tr><tr><td class="align_left">(2) calculating correlation coefficient between attributes and constructing correlation coefficient matrix.</td></tr><tr><td class="align_left">(3) solving maximum correlation coefficient between attributes in a test dilemma.</td></tr><tr><td class="align_left">(4) solving the posterior probability of the straight being protector or sacrificer by NB and multiplied by the maximum correlation coefficient in the test dilemma</td></tr><tr><td class="align_left">(5) making a decision by comparing the products of posterior probability and correlation coefficient.</td></tr><tr class="table-tr"><td colspan="1"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

Mathematical Problems in Engineering

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Table 4: Research on Application of Naive Bayes Algorithm Based on Attribute Correlation to Unmanned Driving Ethical Dilemma 