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Add LAAI2 propositional logic
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\usepackage{acro}
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\usepackage{subcaption}
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\usepackage{eurosym}
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\usepackage{bussproofs} % Deductive tree
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\geometry{ margin=3cm, lmargin=1.5cm, rmargin=4.5cm, marginparwidth=3cm }
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\hypersetup{ colorlinks, citecolor=black, filecolor=black, linkcolor=black, urlcolor=black, linktoc=all }
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src/languages-and-algorithms-for-ai/module2/ainotes.cls
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src/languages-and-algorithms-for-ai/module2/ainotes.cls
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../../ainotes.cls
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src/languages-and-algorithms-for-ai/module2/main.tex
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src/languages-and-algorithms-for-ai/module2/main.tex
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\documentclass[11pt]{ainotes}
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\title{Languages and Algorithms for\\Artificial Intelligence\\(Module 2)}
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\date{2023 -- 2024}
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\begin{document}
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\makenotesfront
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\include{sections/_propositional_logic.tex}
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\end{document}
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\chapter{Propositional logic}
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\section{Syntax}
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\begin{description}
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\item[Syntax] \marginnote{Syntax}
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Rules and symbols to define well formed sentences.
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\end{description}
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The symbols of propositional logic are:
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\begin{descriptionlist}
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\item[Proposition symbols] $p_0$, $p_1$, \dots
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\item[Connectives] $\land$, $\vee$, $\rightarrow$, $\lnot$, $\leftrightarrow$, $\bot$
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\item[Auxiliary symbols] $($ and $)$
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\end{descriptionlist}
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\begin{description}
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\item[Well-formed formula] \marginnote{Well-formed formula}
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The definition of a well-formed formula is recursive:
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\begin{itemize}
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\item An atomic proposition is a well-formed formula.
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\item If $S$ is well-formed, $\lnot S$ is well-formed.
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\item If $S_1$ and $S_2$ are well-formed, $S_1 \land S_2$ is well-formed.
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\item If $S_1$ and $S_2$ are well-formed, $S_1 \vee S_2$ is well-formed.
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\end{itemize}
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Note that the implication $S_1 \rightarrow S_2$ can be written as $\lnot S_1 \vee S_2$.
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\end{description}
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\subsection{Propositional logic BNF}
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\[
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\begin{split}
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\texttt{<formula>} :=\,\, &\texttt{atomic\_proposition} \,|\,\\
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&\lnot \texttt{<formula>} \,|\, \\
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&\texttt{<formula>} \land \texttt{<formula>} \,|\, \\
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&\texttt{<formula>} \vee \texttt{<formula>} \,|\, \\
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&\texttt{<formula>} \rightarrow \texttt{<formula>} \,|\, \\
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&\texttt{<formula>} \leftrightarrow \texttt{<formula>} \,|\, \\
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&(\texttt{<formula>}) \\
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\end{split}
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\]
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\section{Semantics}
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\begin{description}
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\item[Semantics] \marginnote{Semantics}
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Rules to associate a meaning to well formed sentences.
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\begin{descriptionlist}
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\item[Model theory] What is true.
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\item[Proof theory] What is provable.
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\end{descriptionlist}
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\end{description}
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\begin{description}
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\item[Interpretation] \marginnote{Interpretation}
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Given a propositional formula $F$ of $n$ atoms $ \{ A_1, \dots, A_n \}$,
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an interpretation $I$ of $F$ is an assignment of truth values to $\{ A_1, \dots, A_n \}$.
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Note: given a formula $F$ of $n$ distinct atoms, there are $2^n$ district interpretations.
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\begin{description}
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\item[Model] \marginnote{Model}
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If $F$ is true under the interpretation $I$,
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we say that $I$ is a model of $F$ ($I \models F$).
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\end{description}
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\item[Truth table] \marginnote{Truth table}
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Useful to define the semantics of connectives.
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\begin{itemize}
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\item $\lnot S$ is true iff $S$ is false.
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\item $S_1 \land S_2$ is true iff $S_1$ is true and $S_2$ is true.
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\item $S_1 \vee S_2$ is true iff $S_1$ is true or $S_2$ is true.
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\item $S_1 \rightarrow S_2$ is true iff $S_1$ is false or $S_2$ is true.
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\item $S_1 \leftrightarrow S_2$ is true iff $S_1 \rightarrow S_2$ is true and $S_1 \leftarrow S_2$ is true.
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\end{itemize}
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\item[Evaluation] \marginnote{Evaluation order}
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The connectives of a propositional formula are evaluated in the order:
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\[ \leftrightarrow, \rightarrow, \vee, \land, \lnot \]
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Formulas in parenthesis have higher priority.
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\item[Valid formula] \marginnote{Valid formula}
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A formula $F$ is valid (tautology) iff it is true in all the possible interpretations.
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It is denoted as $\models F$.
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\item[Invalid formula] \marginnote{Invalid formula}
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A formula $F$ is invalid iff it is not valid {\tiny(\texttt{:o})}.
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In other words, there is at least an interpretation where $F$ is false.
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\item[Inconsistent formula] \marginnote{Inconsistent formula}
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A formula $F$ is inconsistent (unsatisfiable) iff it is false in all the possible interpretations.
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\item[Consistent formula] \marginnote{Consistent formula}
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A formula $F$ is consistent (satisfiable) iff it is not inconsistent.
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In other words, there is at least an interpretation where $F$ is true.
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\item[Decidability] \marginnote{Decidability}
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A propositional formula is decidable if there is a terminating method to decide if it is valid.
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\item[Logical consequence] \marginnote{Logical consequence}
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Let $\Gamma = \{F_1, \dots, F_n\}$ be a set of formulas and $G$ a formula.
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$G$ is a logical consequence of $\Gamma$ ($\Gamma \models G$)
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if in all the possible interpretations $I$,
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if $F_1 \land \dots \land F_n$ is true, $G$ is true.
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\item[Logical equivalence] \marginnote{Logical equivalence}
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Two formulas $F$ and $G$ are logically equivalent ($F \equiv G$) iff the truth values of $F$ and $G$
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are the same under the same interpretation.
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In other words, $F \models G$ and $G \models F$.
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Common equivalences are:
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\begin{descriptionlist}
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\item[Commutativity]: $(P \land Q) \equiv (Q \land P)$ and $(P \vee Q) \equiv (Q \vee P)$
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\item[Associativity]: $((P \land Q) \land R) \equiv (P \land (Q \land R))$
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and $((P \vee Q) \vee R) \equiv (P \vee (Q \vee R))$
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\item[Double negation elimination]: $\lnot(\lnot P) \equiv P$
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\item[Contraposition]: $(P \rightarrow Q) \equiv (\lnot Q \rightarrow \lnot P)$
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\item[Implication elimination]: $(P \rightarrow Q) \equiv (\lnot P \vee Q)$
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\item[Biconditional elimination]: $(P \leftrightarrow Q) \equiv ((P \rightarrow Q) \land (Q \rightarrow P))$
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\item[De Morgan]: $\lnot(P \land Q) \equiv (\lnot P \vee \lnot Q)$ and $\lnot(P \vee Q) \equiv (\lnot P \land \lnot Q)$
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\item[Distributivity of $\land$ over $\vee$]: $(P \land (Q \vee R)) \equiv ((P \land Q) \vee (P \land R))$
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\item[Distributivity of $\vee$ over $\land$]: $(P \vee (Q \land R)) \equiv ((P \vee Q) \land (P \vee R))$
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\end{descriptionlist}
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\end{description}
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\begin{theorem}[Deduction] \marginnote{Deduction theorem}
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Given a set of formulas $\{ F_1, \dots, F_n \}$ and a formula $G$:
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\[ (F_1 \land \dots \land F_n) \models G \,\iff\, \models (F_1 \land \dots \land F_n) \rightarrow G \]
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\begin{proof} \phantom{}
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\begin{description}
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\item[$\rightarrow$])
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By hypothesis $(F_1 \land \dots \land F_n) \models G$.
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So, for each interpretation $I$ in which $(F_1 \land \dots \land F_n)$ is true, $G$ is also true.
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Therefore, $I \models (F_1 \land \dots \land F_n) \rightarrow G$.
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Moreover, for each interpretation $I'$ in which $(F_1 \land \dots \land F_n)$ is false,
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$(F_1 \land \dots \land F_n) \rightarrow G$ is true.
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Therefore, $I' \models (F_1 \land \dots \land F_n) \rightarrow G$.
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In conclusion, $\models (F_1 \land \dots \land F_n) \rightarrow G$.
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\item[$\leftarrow$])
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By hypothesis $\models (F_1 \land \dots \land F_n) \rightarrow G$.
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Therefore, for each interpretation where $(F_1 \land \dots \land F_n)$ is true,
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$G$ is also true.
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In conclusion, $(F_1 \land \dots \land F_n) \models G$.
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\end{description}
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\end{proof}
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\end{theorem}
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\begin{theorem}[Refutation] \marginnote{Refutation theorem}
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Given a set of formulas $\{ F_1, \dots, F_n \}$ and a formula $G$:
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\[ (F_1 \land \dots \land F_n) \models G \,\iff\, F_1 \land \dots \land F_n \land \lnot G \text{ is inconsistent} \]
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Note: this theorem is not accepted in intuitionistic logic.
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\begin{proof}
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By definition, $(F_1 \land \dots \land F_n) \models G$ iff for every interpretation where
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$(F_1 \land \dots \land F_n)$ is true, $G$ is also true.
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This requires that there are no interpretations where $(F_1 \land \dots \land F_n)$ is true and $G$ false.
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In other words, it requires that $(F_1 \land \dots \land F_n \land \lnot G)$ is inconsistent.
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\end{proof}
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\end{theorem}
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\subsection{Normal forms}
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\begin{description}
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\item[Negation normal form (NNF)] \marginnote{Negation normal form}
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A formula is in negation normal form iff negations appears only in front of atoms (i.e. not parenthesis).
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\item[Conjunctive normal form (CNF)] \marginnote{Conjunctive normal form}
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A formula $F$ is in conjunctive normal form iff
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\begin{itemize}
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\item it is in negation normal form;
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\item it has the form $F := F_1 \land F_2 \dots \land F_n$, where each $F_i$ (clause) is a disjunction of literals.
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\end{itemize}
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\begin{example} \phantom{}\\
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$(\lnot P \vee Q) \land (\lnot P \vee R)$ is in CNF.\\
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$\lnot(P \vee Q) \land (\lnot P \vee R)$ is not in CNF (not in NNF).
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\end{example}
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\item[Disjunctive normal form (DNF)] \marginnote{Disjunctive normal form}
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A formula $F$ is in disjunctive normal form iff
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\begin{itemize}
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\item it is in negation normal form;
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\item it has the form $F := F_1 \vee F_2 \dots \vee F_n$, where each $F_i$ is a conjunction of literals.
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\end{itemize}
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\end{description}
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\section{Natural deduction}
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\begin{description}
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\item[Proof theory] \marginnote{Proof theory}
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Set of rules that allows to derive conclusions from premises by exploiting syntactic manipulations.
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\item[Natural deduction] \marginnote{Natural deduction for propositional logic}
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Set of rules to introduce or eliminate connectives.
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We consider a subset $\{ \land, \rightarrow, \bot \}$ of functionally complete connectives.
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Natural deduction can be represented using a tree like structure:
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\begin{prooftree}
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\AxiomC{[hypothesis]}
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\noLine
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\UnaryInfC{\vdots}
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\noLine
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\UnaryInfC{premise}
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\RightLabel{rule name}\UnaryInfC{conclusion}
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\end{prooftree}
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The conclusion is true when the hypothesis are able to prove the premise.
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Another tree can be built on top of premises to prove them.
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\begin{descriptionlist}
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\item[Introduction] \marginnote{Introduction rules}
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Usually used to prove the conclusion by splitting it.\\
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\begin{minipage}{.4\linewidth}
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\begin{prooftree}
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\AxiomC{$\psi$}
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\AxiomC{$\varphi$}
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\RightLabel{$\land$I}\BinaryInfC{$\varphi \land \psi$}
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\end{prooftree}
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\end{minipage}
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\begin{minipage}{.4\linewidth}
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\begin{prooftree}
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\AxiomC{[$\varphi$]}
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\noLine
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\UnaryInfC{\vdots}
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\noLine
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\UnaryInfC{$\psi$}
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\RightLabel{$\rightarrow$I}\UnaryInfC{$\varphi \rightarrow \psi$}
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\end{prooftree}
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\end{minipage}
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\item[Elimination] \marginnote{Elimination rules}
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Usually used to exploit hypothesis and derive a conclusion.\\
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\begin{minipage}{.25\linewidth}
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\begin{prooftree}
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\AxiomC{$\varphi \land \psi$}
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\RightLabel{$\land$E}\UnaryInfC{$\varphi$}
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\end{prooftree}
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\end{minipage}
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\begin{minipage}{.25\linewidth}
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\begin{prooftree}
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\AxiomC{$\varphi \land \psi$}
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\RightLabel{$\land$E}\UnaryInfC{$\psi$}
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\end{prooftree}
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\end{minipage}
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\begin{minipage}{.3\linewidth}
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\begin{prooftree}
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\AxiomC{$\varphi$}
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\AxiomC{$\varphi \rightarrow \psi$}
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\RightLabel{$\rightarrow$E}\BinaryInfC{$\psi$}
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\end{prooftree}
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\end{minipage}
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\item[Ex falso sequitur quodlibet] \marginnote{Ex falso sequitur quodlibet}
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From contradiction, anything follows.
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This can be used when we have two contradicting hypothesis.
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\begin{prooftree}
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\AxiomC{$\bot$}
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\RightLabel{$\bot$}\UnaryInfC{$\varphi$}
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\end{prooftree}
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\item[Reductio ad absurdum] \marginnote{Reductio ad absurdum}
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Assume the opposite and prove a contradiction (not accepted in intuitionistic logic).
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\begin{prooftree}
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\AxiomC{[$\lnot \varphi$]}
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\noLine
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\UnaryInfC{\vdots}
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\noLine
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\UnaryInfC{$\bot$}
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\RightLabel{RAA}\UnaryInfC{$\varphi$}
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\end{prooftree}
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\end{descriptionlist}
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\end{description}
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