%2multibyte Version: 5.50.0.2953 CodePage: 1252 \documentclass{article} %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% \usepackage{amssymb} \usepackage{graphicx} \usepackage{amsmath} \setcounter{MaxMatrixCols}{10} %TCIDATA{OutputFilter=LATEX.DLL} %TCIDATA{Version=5.50.0.2953} %TCIDATA{Codepage=1252} %TCIDATA{} %TCIDATA{BibliographyScheme=Manual} %TCIDATA{Created=Sunday, November 21, 1999 18:11:39} %TCIDATA{LastRevised=Friday, August 22, 2008 12:29:21} %TCIDATA{} %TCIDATA{} %TCIDATA{} %TCIDATA{Language=American English} %TCIDATA{CSTFile=Math with theorems suppressed.cst} %TCIDATA{PageSetup=72,72,72,72,0} %TCIDATA{AllPages= %F=36,\PARA{038

\hfill \thepage} %} \newtheorem{theorem}{Theorem} \newtheorem{acknowledgement}[theorem]{Acknowledgement} \newtheorem{algorithm}[theorem]{Algorithm} \newtheorem{axiom}[theorem]{Axiom} \newtheorem{case}[theorem]{Case} \newtheorem{claim}[theorem]{Claim} \newtheorem{conclusion}[theorem]{Conclusion} \newtheorem{condition}[theorem]{Condition} \newtheorem{conjecture}[theorem]{Conjecture} \newtheorem{corollary}[theorem]{Corollary} \newtheorem{criterion}[theorem]{Criterion} \newtheorem{definition}[theorem]{Definition} \newtheorem{example}[theorem]{Example} \newtheorem{exercise}[theorem]{Exercise} \newtheorem{lemma}[theorem]{Lemma} \newtheorem{notation}[theorem]{Notation} \newtheorem{problem}[theorem]{Problem} \newtheorem{proposition}[theorem]{Proposition} \newtheorem{remark}[theorem]{Remark} \newtheorem{solution}[theorem]{Solution} \newtheorem{summary}[theorem]{Summary} \newenvironment{proof}[1][Proof]{\textbf{#1.} }{\ \rule{0.5em}{0.5em}} \input{tcilatex} \begin{document} \section{Exam} \subsubsection{Comment} I detta exempel testar vi studentens kunskaper i grundl\"{a}ggande sannolikhetsl\"{a}ra. \subsubsection{Text} \section{Sannolikhetsl\"{a}ra} Eftersom uppgifterna r\"{a}ttas av en dator \"{a}r det viktigt att du skriver p\aa\ samma s\"{a}tt som i boken. Vid betingning anv\"{a}nds symbolen $\mid $ och den erh\aa lls via CTRL+mid. \subsection{Comment} seed:=12345 \subsection{Setup} Errors: report Choices: No Break Title: Probability Submit:Click to Grade $\limfunc{nplaces}(x,n)=1.0\left\lfloor 10^{n}x+0.5\right\rfloor /10^{n}$ \section{Part} \section{Text} \section{Teoridel} \section{Question} \subsection{Setup} Select: 5 \subsection{Variant} \subsubsection{Setup} Choices: Check, Break \subsubsection{Statement} Vilka av f\"{o}ljande p\aa st\aa enden \"{a}r en del av Komogorovs axiomsystem? \subsubsection{Choices} \begin{itemize} \item[1] $P\left( \Omega \right) =1$ \item[-1] F\"{o}r alla delm\"{a}ngder g\"{a}ller att deras sannolikhet ligger mellan $0$ och $1$. \item[1] Om sannolikheter f\"{o}r tv\aa\ disjunkta delm\"{a}ngder adderas s% \aa\ erh\aa lls sannolikheten f\"{o}r det gemensamma. \end{itemize} \subsubsection{Solution} \begin{enumerate} \item \"{A}r en del av axiomsystemet. \item Sannolikheter kan anta v\"{a}rdena $0$ och $1$, som texten \"{a}r formulerad ing\aa r inte dessa v\"{a}rden. \item \"{A}r en del av axiomsystemet. \end{enumerate} \subsection{Variant} \subsubsection{Setup} $\limfunc{svar}:=P\left( A\cup B\right) =P\left( A\right) +P\left( B\right) -P\left( A\cap B\right) $ Points: 3 \subsubsection{Statement} Ange formeln f\"{o}r de allm\"{a}nna additionssatsen. \subsubsection{Choices} InputField(MATH) GradeProc: givecredit($\limfunc{response}=\limfunc{svar}$) \subsection{Variant} \subsubsection{Setup} $\limfunc{svar}:=P\left( A\cup B\right) =P\left( A\right) +P\left( B\right) $ Points: 3 \subsubsection{Statement} Ange formeln f\"{o}r den speciella additionssatsen. \subsubsection{Choices} InputField(MATH) GradeProc: givecredit($\limfunc{response}=\limfunc{svar}$) \subsection{Variant} \subsubsection{Setup} $\limfunc{svar}:=P\left( A\cap B\right) =P\left( A\mid B\right) P\left( B\right) $ Points: 3 \subsubsection{Statement} Ange formeln f\"{o}r den allm\"{a}na multiplikationssatsen. \subsubsection{Choices} InputField(MATH) GradeProc: givecredit($\limfunc{response}=\limfunc{svar}$) \subsection{Variant} \subsubsection{Setup} $\limfunc{svar}:=P\left( A\cap B\right) =P\left( A\right) P\left( B\right) $ Points: 3 \subsubsection{Statement} Ange formeln f\"{o}r den speciella multiplikationssatsen. \subsubsection{Choices} InputField(MATH) GradeProc: givecredit($\limfunc{response}=\limfunc{svar}$) \subsection{Variant} \subsubsection{Setup} $\limfunc{svar}:=P\left( \complement A\right) =1-P\left( A\right) $ Points: 3 \subsubsection{Statement} Ange formeln f\"{o}r komplementsatsen. \subsubsection{Choices} InputField(MATH) GradeProc: givecredit($\limfunc{response}=\limfunc{svar}$) \subsection{Variant} \subsubsection{Setup} $\limfunc{svar}:=P\left( A_{i}\mid A\right) =\frac{P\left( A\mid A_{i}\right) P\left( A_{i}\right) }{\sum_{i=1}^{n}P\left( A\mid A_{i}\right) P\left( A_{i}\right) }$ Points: 3 \subsubsection{Statement} Ange formeln i Bayes sats. \subsubsection{Choices} InputField(MATH) GradeProc: givecredit($\limfunc{response}=\limfunc{svar}$) \subsection{Variant} \subsubsection{Setup} $\limfunc{svar}:=p=\frac{g}{m}$ Points: 3 \subsubsection{Statement} Hur ser den klassiska sannolikhetsdefinitionen ut (anv\"{a}nd bokst\"{a}% verna $p$, $g$ och $m$)? \subsubsection{Choices} InputField(MATH) GradeProc: givecredit($\limfunc{response}=\limfunc{svar}$) \subsection{Variant} \subsubsection{Setup} $\limfunc{svar}:=P\left( A\mid B\right) =P\left( A\right) $ Points: 3 \subsubsection{Statement} Ange den "naturliga" definitionen av oberoende f\"{o}r tv\aa\ m\"{a}ngder $A$ och $B$. \subsubsection{Choices} InputField(MATH) GradeProc: givecredit($\limfunc{response}=\limfunc{svar}$) \subsection{Variant} \subsubsection{Setup} $\limfunc{svar}:=P\left( A\cap B\right) =P\left( A\right) P\left( B\right) $ Points: 3 \subsubsection{Statement} Ange den utvidgningsbara definitionen av oberoende f\"{o}r tv\aa\ m\"{a}% ngder $A$ och $B$. \subsubsection{Choices} InputField(MATH) GradeProc: givecredit($\limfunc{response}=\limfunc{svar}$) \subsection{Variant} \subsubsection{Setup} $\limfunc{svar}:=P\left( A\mid B\right) =\frac{P\left( A\cap B\right) }{% P\left( B\right) }$ Points: 3 \subsubsection{Statement} Hur lyder definitionen av betingning f\"{o}r tv\aa\ m\"{a}ngder $A$ och $B$. \subsubsection{Choices} InputField(MATH) GradeProc: givecredit($\limfunc{response}=\limfunc{svar}$) \subsection{Variant} \subsubsection{Setup} $\limfunc{svar}:=\sum_{i=1}^{n}P\left( A_{i}\right) $ Points: 3 \subsubsection{Statement} Vad \"{a}r sannolikheten f\"{o}r h\"{a}ndelsen $A_{1}\cup A_{2}\cup \cdots \cup A_{n}$ n\"{a}r alla ing\aa ende h\"{a}ndelser \"{a}r parvis disjunkta? \subsubsection{Choices} InputField(MATH) GradeProc: givecredit($\limfunc{response}=\limfunc{svar}$) \subsection{Variant} \subsubsection{Setup} Choices: Check, Break \subsubsection{Statement} Bocka f\"{o}r de p\aa st\aa enden som \"{a}r korrekta. \subsubsection{Choices} \begin{itemize} \item[-2] Med unionen av tv\aa\ m\"{a}ngder menas det som \"{a}r gemensamt f% \"{o}r dem. \item[1] Med snittet av tv\aa\ m\"{a}ngder menas det som \"{a}r gemensamt f% \"{o}r dem. \item[1] Differensen, $A\setminus B$, mellan tv\aa\ m\"{a}ngder $A$ och $B$ \"{a}r det som finns i $A$ men inte i $B$. \item[-2] Tv\aa\ m\"{a}ngder som \"{a}r disjunkta \"{a}r ocks\aa\ oberoende. \item[1] M\"{a}ngden av alla m\"{o}jliga utfall kallas utfallsrum. \item[-2] Sannolikheten f\"{o}r den tomma m\"{a}ngden \"{a}r st\"{o}rre \"{a}% n noll. \item[1] Det finns fyra m\"{a}ngder som \"{a}r parvis oberoende men \"{a}% ndock ej oberoende? \end{itemize} \section{Part} \section{Text} \section{Problemdel} \section{Question} \subsection{Comment} Klassisk sannolikhetsdefinition \subsection{Variant} \subsubsection{Setup} $\limfunc{svar}:=\left( \frac{5}{36},\frac{1}{6},\frac{1}{36},\frac{5}{18},% \frac{1}{9},\frac{5}{36}\right) $ \subsubsection{Statement} Tv\aa\ symmetriska sexsidiga t\"{a}rningar kastas och deras summa ber\"{a}% knas. S\"{a}tt \begin{align*} A& =\text{ summan \"{a}r }8 \\ B& =\text{de tv\aa\ t\"{a}rningarna visar samma resultat} \end{align*}% Ber\"{a}kna f\"{o}ljande sannolikheter (svara p\aa\ formen $\frac{p}{q}$): \paragraph{Substatement} $P\left( A\right) $ \paragraph{Choices} InputField(MATH) GradeProc: givecredit($\limfunc{response}=\limfunc{svar}_{1}$) \paragraph{Substatement} $P\left( B\right) $ \paragraph{Choices} InputField(MATH) GradeProc: givecredit($\limfunc{response}=\limfunc{svar}_{2}$) \paragraph{Substatement} $P\left( A\cup B\right) $ \paragraph{Choices} InputField(MATH) GradeProc: givecredit($\limfunc{response}=\limfunc{svar}_{3}$) \paragraph{Substatement} $P\left( A\cap B\right) $ \paragraph{Choices} InputField(MATH) GradeProc: givecredit($\limfunc{response}=\limfunc{svar}_{4}$) \paragraph{Substatement} $P\left( A\setminus B\right) $ \paragraph{Choices} InputField(MATH) GradeProc: givecredit($\limfunc{response}=\limfunc{svar}_{5}$) \paragraph{Substatement} $P\left( B\setminus A\right) $ \paragraph{Choices} InputField(MATH) GradeProc: givecredit($\limfunc{response}=\limfunc{svar}_{6}$) \subsubsection{Solution} Av figur f\"{o}ljer att% \begin{eqnarray*} P\left( A\right) &=&\frac{5}{36} \\ P\left( B\right) &=&\frac{6}{36} \\ P\left( A\cap B\right) &=&\frac{1}{36} \end{eqnarray*}% detta ger oss% \begin{eqnarray*} P\left( A\cup B\right) &=&P\left( A\right) +P\left( B\right) -P\left( A\cap B\right) \\ &=&\frac{5}{36}+\frac{6}{36}-\frac{1}{36}=\frac{10}{36} \\ P\left( A\setminus B\right) &=&P\left( A\right) -P\left( A\cap B\right) \\ &=&\frac{5}{36}-\frac{1}{36}=\frac{4}{36} \\ P\left( B\setminus A\right) &=&P\left( B\right) -P\left( A\cap B\right) \\ &=&\frac{6}{36}-\frac{1}{36}=\frac{5}{36} \end{eqnarray*} \subsection{Variant} \subsubsection{Setup} $\limfunc{svar}:=\left( \frac{1}{16},\frac{1}{4},\frac{3}{8},\frac{1}{4},% \frac{1}{16}\right) $ \subsubsection{Statement} Ett symmetrisk mynt kastas 4 g\aa nger. Best\"{a}m sannolikheterna f\"{o}r att erh\aa lla $0$, $1$, $2$, $3$ och $4$ krona (svara p\aa\ formen $\frac{p% }{q}$) \paragraph{Substatement} $P\left( \text{noll krona}\right) $ \paragraph{Choices} InputField(MATH) GradeProc: givecredit($\limfunc{response}=\limfunc{svar}_{1}$) \paragraph{Substatement} $P\left( \text{en krona}\right) $ \paragraph{Choices} InputField(MATH) GradeProc: givecredit($\limfunc{response}=\limfunc{svar}_{2}$) \paragraph{Substatement} $P\left( \text{tv\aa\ krona}\right) $ \paragraph{Choices} InputField(MATH) GradeProc: givecredit($\limfunc{response}=\limfunc{svar}_{3}$) \paragraph{Substatement} $P\left( \text{tre krona}\right) $ \paragraph{Choices} InputField(MATH) GradeProc: givecredit($\limfunc{response}=\limfunc{svar}_{4}$) \paragraph{Substatement} $P\left( \text{fyra krona}\right) $ \paragraph{Choices} InputField(MATH) GradeProc: givecredit($\limfunc{response}=\limfunc{svar}_{5}$) \subsubsection{Solution} Ett mynt kan visa antingen krona eller klave och om vi betecknar mynt $k$:s resultat med $A_{k}$ kan den beskrivna situationen skrivas som $\left( A_{1},A_{2},A_{3},A_{4}\right) $. Det totala antalet m\"{o}jliga utfall blir d\aa\ enligt multiplikationsprincipen $2\times 2\times 2\times 2=2^{4}$. De gynnsamma utfallen f\"{o}r att f\aa\ $0$ krona erh\aa lls d\aa\ alla $A_{i}$ blir klave dvs det finns ett s\aa dant fall -- $\left( kl,kl,kl,kl\right) $. De gynnsamma utfallen f\"{o}r att f\aa\ $1$ krona erh\aa lls d\aa\ alla utom ett $A_{i}$ blir klave och dessa \"{a}r $\left( kr,kl,kl,kl\right) $, $% \left( kl,kr,kl,kl\right) $, $\left( kl,kl,kr,kl\right) $ och $\left( kl,kl,kl,kr\right) $ dvs $4$ gynnsamma utfall. P\aa\ samma s\"{a}tt erh\aa % ller vi att de gynnsamma utfallen f\"{o}r $2$ krona \"{a}r $6$, f\"{o}r tre krona \"{a}r $4$ och f\"{o}r $4$ krona $1$. De s\"{o}kta sannolikheterna kan d\"{a}rf\"{o}r skrivas% \begin{align*} P\left( 0\text{ krona}\right) & =\frac{1}{16} \\ P\left( 1\text{ krona}\right) & =\frac{4}{16} \\ P\left( 2\text{ krona}\right) & =\frac{6}{16} \\ P\left( 3\text{ krona}\right) & =\frac{4}{16} \\ P\left( 4\text{ krona}\right) & =\frac{1}{16} \end{align*}% Ett alternativt s\"{a}tt att finna de gynnsamma utfallen \"{a}r att utnyttja den diskreta matematiken som s\"{a}ger att antalet m\"{o}jligheter att ta $k$ element ur $4$ \"{a}r $\binom{4}{k}$ och d\"{a}refter konstatera att% \begin{equation*} P\left( k\text{ krona}\right) =\frac{\binom{4}{k}}{2^{4}} \end{equation*} \subsection{Variant} \subsubsection{Setup} $\limfunc{svar}:=\frac{3}{4}$ \subsubsection{Statement} Vid kast med tv\aa\ symmetriska mynt erh\aa lls utfallsrummet \begin{equation*} \Omega =\left\{ \left( G,G\right) ,\left( G,K\right) ,\left( K,G\right) ,\left( K,K\right) \right\} \end{equation*}% d\"{a}r G=gubbe och K=krona. F\"{o}r var och en av de m\"{o}jliga paren erh% \aa lls d\"{a}rf\"{o}r sannolikheten $\frac{1}{4}$. S\"{a}tt \begin{align*} E& =\left\{ \left( G,G\right) ,\left( G,K\right) \right\} \\ F& =\left\{ \left( G,G\right) ,\left( K,G\right) \right\} \end{align*}% Best\"{a}m $P\!\left( E\cup F\right) $ (svara p\aa\ formen $\frac{p}{q}$). \paragraph{Choices} InputField(MATH) GradeProc: givecredit($\limfunc{response}=\limfunc{svar}$) \subsubsection{Solution} Det finns tv\aa\ s\"{a}tt att resonera \begin{enumerate} \item $P\left( E\cup F\right) =P\left( E\right) +P\left( F\right) -P\left( E\cap F\right) =\frac{2}{4}+\frac{2}{4}-\frac{1}{4}$ \item $E\cup F=\left\{ \left( G,G\right) ,\left( G,K\right) ,\left( K,G\right) \right\} $ varav $P\left( E\cup F\right) =\frac{3}{4}$ \end{enumerate} \section{Question} \subsection{Comment} Kolmogorovs axiom \subsection{Variant} \subsubsection{Setup} Choices: permute $p:=\limfunc{nplaces}\left( \func{rand}\left( 0,1000\right) /1000,1\right) $ $q:=\limfunc{nplaces}\left( \func{rand}\left( 0,1000\right) /1000,1\right) $ $I:=\left\{ \begin{array}{ccc} 1 & if & p+q\leq 1 \\ 2 & if & p+q>1% \end{array}% \right. $ $\limfunc{svar}:=(\func{ja},\func{nej})$ \subsubsection{Statement} Tv\aa\ h\"{a}ndelser $A$ och $B$ har sannolikheterna $% %TCIMACRO{\FORMULA{p}{p}{evaluatenum}}% %BeginExpansion p% %EndExpansion $ respektive $% %TCIMACRO{\FORMULA{q}{q}{evaluate}}% %BeginExpansion q% %EndExpansion $ att intr\"{a}ffa. Kan h\"{a}ndelserna vara disjunkta? \paragraph{Choices} \begin{itemize} \item $% %TCIMACRO{% %\FORMULA{\limfunc{svar}_{(I\func{mod}2)+1}}{\left( \limfunc{svar}\right) \left[ I+1\right] }{evaluate}}% %BeginExpansion \left( \limfunc{svar}\right) \left[ I+1\right] % %EndExpansion $ \item $% %TCIMACRO{% %\FORMULA{\limfunc{svar}_{I}}{\limfunc{svar}\left( I\right) }{evaluate}}% %BeginExpansion \limfunc{svar}\left( I\right) % %EndExpansion $\correctchoice{} \end{itemize} \subsubsection{Solution} Det g\"{a}ller att \begin{equation*} P\left( A\cup B\right) =P\left( A\right) +P\left( B\right) -P\left( A\cap B\right) \end{equation*}% och om h\"{a}ndelserna \"{a}r disjunkta g\"{a}ller \"{a}ven \begin{equation*} P\left( A\cap B\right) =\varnothing \end{equation*}% H\"{a}rav f\"{o}ljer att \begin{equation*} P\left( A\cup B\right) =% %TCIMACRO{\FORMULA{p+q}{p+q}{evaluate}}% %BeginExpansion p+q% %EndExpansion \end{equation*}% vilket \"{a}r om\"{o}jligt. \subsection{Variant} \subsubsection{Setup} $\limfunc{svar}:=\frac{1}{4}$ \subsubsection{Statement} Visa att sannolikheten att exakt en av h\"{a}ndelserna $A$ och $B$ ($% A\triangle B$) intr\"{a}ffar \"{a}r \begin{equation*} P\left( A\triangle B\right) =P\left( A\right) +P\left( B\right) -2P\left( A\cap B\right) \end{equation*}% samt best\"{a}m denna sannolikhet n\"{a}r tv\aa\ symmetriska sexsidiga t\"{a}% rningar kastas och \begin{align*} A& =\text{ summan \"{a}r }8\text{,} \\ B& =\text{de tv\aa\ t\"{a}rningarna visar samma resultat.} \end{align*}% (svara p\aa\ formen $\frac{p}{q}$): \paragraph{Choices} InputField(MATH) GradeProc: givecredit($\limfunc{response}=\limfunc{svar}$) \subsubsection{Solution} H\"{a}ndelsen \textquotedblright exakt en av h\"{a}ndelserna $A$ och $B$% \textquotedblright\ kan skrivas $\left( A\setminus B\right) \cup \left( B\setminus A\right) $ varav f\"{o}ljer \begin{align*} P\left( \left( A\setminus B\right) \cup \left( B\setminus A\right) \right) & =P\left( A\setminus B\right) +P\left( B\setminus A\right) \\ & =P\left( A\right) -P\left( A\cap B\right) +P\left( B\right) -P\left( A\cap B\right) \\ & =P\left( A\right) +P\left( B\right) -2P\left( A\cap B\right) \end{align*} \subsection{Variant} \subsubsection{Setup} Choices: permute \subsubsection{Statement} Tv\aa\ disjunkta h\"{a}ndelser $A$ och $B$ har sannolikheter skilda fr\aa n noll. Kan de vara oberoende? \paragraph{Choices} \begin{itemize} \item Ja \item Nej\correctchoice{} \end{itemize} \subsubsection{Solution} Att h\"{a}ndelserna \"{a}r disjunkta medf\"{o}r att $P\left( A\cap B\right) =0$ men eftersom sannolikheterna \"{a}r st\"{o}rre \"{a}n noll g\"{a}ller \begin{equation*} P\left( A\right) P\left( B\right) >0 \end{equation*}% och s\aa ledes kan det ej g\"{a}lla att $P\left( A\cap B\right) =P\left( A\right) P\left( B\right) $. \subsection{Variant} \subsubsection{Setup} $p_{1}:=\limfunc{nplaces}\left( \func{rand}\left( 100,200\right) /1000,2\right) $ $p_{2}:=\limfunc{nplaces}\left( \func{rand}\left( 50,100\right) /1000,2\right) $ $p_{12}:=\limfunc{nplaces}\left( \func{rand}\left( 10,30\right) /1000,2\right) $ $\limfunc{svar}:=\left( \limfunc{nplaces}\left( p_{1}+p_{2}-p_{12},2\right) ,% \limfunc{nplaces}\left( 1-p_{1}-p_{2}+p_{12},2\right) ,\limfunc{nplaces}% \left( p_{1}+p_{2}-2p_{12},2\right) \right) $ \subsubsection{Statement} Vid tillverkning av apelsinf\"{a}rgade klinkers kan tv\aa\ fel uppst\aa\ vid br\"{a}nningen: Fel av typ 1 best\aa r av att plattan f\aa r \textquotedblright smutsfl\"{a}ckar\textquotedblright\ och detta intr\"{a}% ffar med sannolikheten $% %TCIMACRO{\FORMULA{p_{1}}{p_{1}}{evaluate}}% %BeginExpansion p_{1}% %EndExpansion $. Fel av typ 2 \"{a}r sprickbildning som g\"{o}r att plattan m\aa ste kasseras. Detta fel intr\"{a}ffar med sannolikheten $% %TCIMACRO{\FORMULA{p_{2}}{p_{2}}{evaluate}}% %BeginExpansion p_{2}% %EndExpansion $. Ibland, med sannolikhet $% %TCIMACRO{\FORMULA{p_{12}}{p_{12}}{evaluate}}% %BeginExpansion p_{12}% %EndExpansion $, f\aa r en platta fel av b\aa de typ 1 och 2. Best\"{a}m f\"{o}ljande sannolikheter: En platta \begin{enumerate} \item f\aa r minst ett av felen \item blir felfri \item f\aa r exakt ett av felen \end{enumerate} (svara med 2 decimaler). \paragraph{Substatement} f\aa r minst ett av felen \paragraph{Choices} InputField(MATH) GradeProc: givecredit($\limfunc{response}=\limfunc{svar}_{1}$) \paragraph{Substatement} blir felfri \paragraph{Choices} InputField(MATH) GradeProc: givecredit($\limfunc{response}=\limfunc{svar}_{2}$) \paragraph{Substatement} f\aa r exakt ett av felen \paragraph{Choices} InputField(MATH) GradeProc: givecredit($\limfunc{response}=\limfunc{svar}_{3}$) \subsubsection{Solution} S\"{a}tt \begin{align*} A& =\text{fel av typ 1} \\ B& =\text{fel av typ 2} \end{align*}% det g\"{a}ller d\aa\ \begin{align*} P\left( A\right) & =% %TCIMACRO{\FORMULA{p_{1}}{p_{1}}{evaluate} }% %BeginExpansion p_{1} %EndExpansion \\ P\left( B\right) & =% %TCIMACRO{\FORMULA{p_{2}}{p_{2}}{evaluate} }% %BeginExpansion p_{2} %EndExpansion \\ P\left( A\cap B\right) & =% %TCIMACRO{\FORMULA{p_{12}}{p_{12}}{evaluate}}% %BeginExpansion p_{12}% %EndExpansion \end{align*}% varvid \begin{enumerate} \item \begin{align*} P\left( A\cup B\right) & =P\left( A\right) +P\left( B\right) -P\left( A\cap B\right) \\ & =% %TCIMACRO{\FORMULA{p_{1}}{p_{1}}{evaluate}}% %BeginExpansion p_{1}% %EndExpansion +% %TCIMACRO{\FORMULA{p_{2}}{p_{2}}{evaluate}}% %BeginExpansion p_{2}% %EndExpansion -% %TCIMACRO{\FORMULA{p_{12}}{p_{12}}{evaluate} }% %BeginExpansion p_{12} %EndExpansion \\ & =% %TCIMACRO{% %\FORMULA{\limfunc{svar}_{1}}{\left( \limfunc{svar}\right) 1}{evaluate}}% %BeginExpansion \left( \limfunc{svar}\right) 1% %EndExpansion \end{align*} \item \begin{equation*} 1-P\left( A\cup B\right) =% %TCIMACRO{% %\FORMULA{\limfunc{svar}_{2}}{\left( \limfunc{svar}\right) 2}{evaluate}}% %BeginExpansion \left( \limfunc{svar}\right) 2% %EndExpansion \end{equation*} \item \begin{align*} P\left( \left( A\setminus B\right) \cup \left( B\setminus A\right) \right) & =P\left( A\right) -P\left( A\cap B\right) +P\left( B\right) -P\left( B\cap A\right) \\ & =% %TCIMACRO{\FORMULA{p_{1}}{p_{1}}{evaluate}}% %BeginExpansion p_{1}% %EndExpansion +% %TCIMACRO{\FORMULA{p_{2}}{p_{2}}{evaluate}}% %BeginExpansion p_{2}% %EndExpansion -2% %TCIMACRO{\FORMULA{p_{12}}{p_{12}}{evaluate} }% %BeginExpansion p_{12} %EndExpansion \\ & =% %TCIMACRO{% %\FORMULA{\limfunc{svar}_{3}}{\left( \limfunc{svar}\right) 3}{evaluate}}% %BeginExpansion \left( \limfunc{svar}\right) 3% %EndExpansion \end{align*} \end{enumerate} \section{Question} \subsection{Comment} Betingning \subsection{Variant} \subsubsection{Setup} $n:=\func{rand}\left( 10,20\right) $ $k:=\func{rand}(4,n-5)$ $\limfunc{svar}:=\frac{1}{n-k+1}$ \subsubsection{Statement} I en hatt finns $% %TCIMACRO{\FORMULA{n}{n}{evaluate}}% %BeginExpansion n% %EndExpansion $ kort numrerade fr\aa n $1$ till $% %TCIMACRO{\FORMULA{n}{n}{evaluate}}% %BeginExpansion n% %EndExpansion $ och ett av dessa dras. Om vi nu f\aa r den extra informationen att det dragna kortets val\"{o}r \"{a}r \aa tminstone $% %TCIMACRO{\FORMULA{k}{k}{evaluate}}% %BeginExpansion k% %EndExpansion $ vad \"{a}r d\aa\ sannolikheten att det dragna kortet \"{a}r $% %TCIMACRO{\FORMULA{n}{n}{evaluate}}% %BeginExpansion n% %EndExpansion $ (svara p\aa\ formen $\frac{p}{q}$)? \paragraph{Choices} InputField(MATH) GradeProc: givecredit($\limfunc{response}=\limfunc{svar}$) \paragraph{Solution} S\"{a}tt \begin{align*} E& =\text{det dragna kortet \"{a}r }% %TCIMACRO{\FORMULA{n}{n}{evaluate} }% %BeginExpansion n %EndExpansion \\ F& =\text{kortets val\"{o}r \"{a}r \aa tminstone }% %TCIMACRO{\FORMULA{k}{k}{evaluate}}% %BeginExpansion k% %EndExpansion \end{align*}% vi erh\aa ller d\aa \begin{align*} P\left( E\mid F\right) & =\frac{P\left( E\cap F\right) }{P\left( F\right) }=% \frac{P\left( E\right) }{P\left( F\right) }=\frac{\frac{1}{% %TCIMACRO{\FORMULA{n}{n}{evaluate}}% %BeginExpansion n% %EndExpansion }}{\frac{% %TCIMACRO{\FORMULA{n-k+1}{n-k+1}{evaluate}}% %BeginExpansion n-k+1% %EndExpansion }{% %TCIMACRO{\FORMULA{n}{n}{evaluate}}% %BeginExpansion n% %EndExpansion }} \\ & =\frac{1}{% %TCIMACRO{\FORMULA{n-k+1}{n-k+1}{evaluate}}% %BeginExpansion n-k+1% %EndExpansion } \end{align*} \subsection{Variant} \subsubsection{Setup} $n:=\func{rand}(2)$ $k:=\func{rand}(2)$ $\limfunc{svar}:=\frac{1}{3}$ \subsubsection{Statement} En familj har $% %TCIMACRO{\FORMULA{n}{n}{evaluate}}% %BeginExpansion n% %EndExpansion $\ barn. Vad \"{a}r sannolikheten att b\aa da \"{a}r pojkar om \aa tminstone en av dem \"{a}r en pojke? Ledning: Om $n=2$ s\aa\ \"{a}r ett l\"{a}mpligt utfallsrum% \begin{equation*} \Omega =\left\{ \left( p,p\right) ,\left( p,f\right) ,\left( f,p\right) ,\left( f,f\right) \right\} \end{equation*}% d\"{a}r alla utfall \"{a}r lika sannolika (svara p\aa\ formen $\frac{p}{q}$). \paragraph{Choices} InputField(MATH) GradeProc: givecredit($\limfunc{response}=\limfunc{svar}$) \paragraph{Solution} S\"{a}tt \begin{align*} E& =% %TCIMACRO{\FORMULA{k}{k}{evaluate}}% %BeginExpansion k% %EndExpansion \text{ av barnen \"{a}r pojkar} \\ F& =\text{\aa tminstone ett av barnen \"{a}r en pojke} \end{align*}% varav s\"{o}kt sannolikhet erh\aa lls till \begin{align*} P\left( E\mid F\right) & =\frac{P\left( E\cap F\right) }{P\left( F\right) }=% \frac{P\left( \left\{ \left( p,p\right) \right\} \right) }{P\left( \left\{ \left( p,p\right) ,\left( p,f\right) ,\left( f,p\right) \right\} \right) } \\ & =\frac{\frac{1}{4}}{\frac{3}{4}} \\ & =\frac{1}{3} \end{align*} \subsection{Variant} \subsubsection{Setup} $p_{1}:=\limfunc{nplaces}(\func{rand}(100,400)/1000,2)$ $p_{2}:=\limfunc{nplaces}(\func{rand}(400,600)/1000,2)$ $\limfunc{svar}:=p_{1}\times p_{2}$ \subsubsection{Statement} Pia v\"{a}ljer mellan en kurs i objektorienterad programmering och en kurs i teknikhistoria. Om hon v\"{a}ljer den f\"{o}rsta kursen har hon sannolikheten $% %TCIMACRO{\FORMULA{p_{1}}{p_{1}}{evaluate}}% %BeginExpansion p_{1}% %EndExpansion $ att erh\aa lla h\"{o}gsta betyg och motsvarande sannolikhet f\"{o}r den senare kursen \"{a}r en $% %TCIMACRO{\FORMULA{p_{2}}{p_{2}}{evaluate}}% %BeginExpansion p_{2}% %EndExpansion $. Pia:s valmetod \"{a}r slantsingling med ett symmetriskt mynt. Vad \"{a}r sannolikheten att hon f\aa r h\"{o}gsta betyg i objektorienterad programmering (svara med tv\aa\ decimaler)? \paragraph{Choices} InputField(MATH) GradeProc: givecredit($\limfunc{response}=\limfunc{svar}$) \paragraph{Solution} S\"{a}tt \begin{align*} E& =\text{Pia v\"{a}ljer objektorienterad programmering} \\ F& =\text{Pia erh\aa ller h\"{o}gsta betyg} \end{align*}% d\aa\ \"{a}r s\"{o}kt sannolikhet \begin{align*} P\left( E\cap F\right) & =P\left( F\mid E\right) P\left( E\right) \\ & =% %TCIMACRO{\FORMULA{p_{1}}{p_{1}}{evaluate}}% %BeginExpansion p_{1}% %EndExpansion \times %TCIMACRO{\FORMULA{p_{2}}{p_{2}}{evaluate} }% %BeginExpansion p_{2} %EndExpansion \\ & =% %TCIMACRO{\FORMULA{\limfunc{svar}}{\limfunc{svar}}{evaluate}}% %BeginExpansion \limfunc{svar}% %EndExpansion \end{align*} \section{Question} \subsection{Comment} Oberoende \subsection{Variant} \subsubsection{Setup} $\limfunc{svar}:=\frac{1}{8}$ \subsubsection{Statement} Parvis oberoende \"{a}r inte detsamma som oberoende vilket inses av f\"{o}% ljande: En urna inneh\aa ller $4$ bollar numrerade $1,2,3,4$. Tag en av dessa och beteckna med $1$ att boll $1$ valts, med $2$ att boll $2$ valts osv. S\"{a}tt sedan \begin{align*} E& =\left\{ 1,2\right\} \\ F& =\left\{ 1,3\right\} \\ G& =\left\{ 1,4\right\} \end{align*}% Visa att dessa h\"{a}ndelser \"{a}r parvis oberoende men ej oberoende. Ange vad $P\left( E\right) P\left( F\right) P\left( G\right) $ \"{a}r (svara p% \aa\ formen $\frac{p}{q}$). \paragraph{Choices} InputField(MATH) GradeProc: givecredit($\limfunc{response}=\limfunc{svar}$) \paragraph{Solution} Det g\"{a}ller att \begin{align*} P\left( E\cap F\right) & =P\left( \left\{ 1\right\} \right) =\frac{1}{4} \\ P\left( E\right) P\left( F\right) & =\frac{2}{4}\frac{2}{4}=\frac{1}{4} \end{align*}% och s\aa ledes \"{a}r $E$ och $F$ oberoende h\"{a}ndelser. P\aa\ samma s\"{a}% tt visas att \begin{align*} P\left( E\cap G\right) & =P\left( E\right) P\left( G\right) =\frac{1}{4} \\ P\left( F\cap G\right) & =P\left( F\right) P\left( G\right) =\frac{1}{4} \end{align*}% Vidare \"{a}r \begin{align*} P\left( E_{1}\cap E_{2}\cap E_{3}\right) & =\left\{ 1\right\} =\frac{1}{4} \\ P\left( E\right) P\left( F\right) P\left( G\right) & =\frac{1}{8} \end{align*}% men detta betyder att h\"{a}ndelserna f\"{o}rvisso \"{a}r parvis oberoende men alla tillsammans \"{a}r beroende. \subsection{Variant} \subsubsection{Setup} $\limfunc{svar}:=\frac{1}{8}$ \subsubsection{Statement} Vid kast med tv\aa\ perfekt symmetriska t\"{a}rningar bildas h\"{a}ndelserna% \begin{align*} A& =\text{j\"{a}mnt antal prickar t\"{a}rning }1 \\ B& =\text{j\"{a}mnt antal prickar t\"{a}rning }2 \\ C& =\text{t\"{a}rningssumman \"{a}r }7 \end{align*}% Visa att dessa h\"{a}ndelser \"{a}r parvis oberoende men ej oberoende. \paragraph{Choices} \paragraph{Solution} F\"{o}ljande sannolikheter erh\aa lls% \begin{align*} P\left( A\right) & =\frac{3}{6} \\ P\left( B\right) & =\frac{3}{6} \\ P\left( C\right) & =\frac{6}{36} \end{align*}% vilket ger tabellen% \begin{align*} P\left( A\cap B\right) & =\frac{9}{36}=\frac{3}{6}\frac{3}{6}=P\left( A\right) P\left( B\right) \\ P\left( A\cap C\right) & =\frac{3}{36}=\frac{3}{6}\frac{6}{36}=P\left( A\right) P\left( C\right) \\ P\left( B\cap C\right) & =\frac{3}{36}=\frac{3}{6}\frac{6}{36}=P\left( B\right) P\left( C\right) \end{align*}% varf\"{o}r h\"{a}ndelserna \"{a}r parvis oberoende. Men% \begin{equation*} P\left( A\cap B\cap C\right) =0\neq \frac{3}{6}\frac{3}{6}\frac{6}{36}% =P\left( A\right) P\left( B\right) P\left( C\right) \end{equation*}% och d\"{a}rf\"{o}r \"{a}r de tre h\"{a}ndelserna inte oberoende. \subsection{Variant} \subsubsection{Setup} $p_{1}:=\limfunc{nplaces}(\func{rand}(900,900)/1000,2)$ $p_{2}:=\limfunc{nplaces}(\func{rand}(800,800)/1000,2)$ $\limfunc{svar}:=\limfunc{nplaces}\left( p_{1}^{3}+p_{2}^{2}-p_{1}^{3}\times p_{2}^{2},2\right) $ \subsubsection{Statement} Ett signalsystem best\aa r av fem komponenter som \"{a}r kopplade p\aa\ f% \"{o}ljande s\"{a}tt: Komponenterna $1$, $2$ och $3$ \"{a}r liksom komponenterna $4$ och $5$ kopplade i serie. De tv\aa\ serierna \"{a}r sedan parallellkopplade. Antag att komponenterna $1$, $2$ och $3$ alla har sannolikheten $% %TCIMACRO{\FORMULA{p_{1}}{p_{1}}{evaluate}}% %BeginExpansion p_{1}% %EndExpansion $ att fungera samt att komponenterna $4$ och $5$ har funktionssannlikheten $% %TCIMACRO{\FORMULA{p_{2}}{p_{2}}{evaluate}}% %BeginExpansion p_{2}% %EndExpansion $. Komponenterna fungerar oberoende av varandra. Vad \"{a}r sannolikheten f% \"{o}r att systemet fungerar (svara med tv\aa\ decimaler)? \paragraph{Choices} InputField(MATH) GradeProc: givecredit($\limfunc{response}=\limfunc{svar}$) \paragraph{Solution} S\"{a}tt% \begin{equation*} W_{i}=\text{komponent }i\text{ fungerar} \end{equation*}% d\aa\ kan funktionssannolikheterna f\"{o}r de tv\aa\ seriesystemen skrivas% \begin{align*} P\left( W_{1}\cap W_{2}\cap W_{3}\right) & =% %TCIMACRO{\FORMULA{p_{1}}{p_{1}}{evaluate}}% %BeginExpansion p_{1}% %EndExpansion \times %TCIMACRO{\FORMULA{p_{1}}{p_{1}}{evaluate}}% %BeginExpansion p_{1}% %EndExpansion \times %TCIMACRO{\FORMULA{p_{1}}{p_{1}}{evaluate}}% %BeginExpansion p_{1}% %EndExpansion =% %TCIMACRO{\FORMULA{p_{1}\times p_{1}\times p_{1}}{p_{1}^{3}}{evaluate} }% %BeginExpansion p_{1}^{3} %EndExpansion \\ P\left( W_{4}\cap W_{5}\right) & =% %TCIMACRO{\FORMULA{p_{2}}{p_{2}}{evaluate}}% %BeginExpansion p_{2}% %EndExpansion \times %TCIMACRO{\FORMULA{p_{2}}{p_{2}}{evaluate}}% %BeginExpansion p_{2}% %EndExpansion =% %TCIMACRO{\FORMULA{p_{2}\times p_{2}}{p_{2}^{2}}{evaluate}}% %BeginExpansion p_{2}^{2}% %EndExpansion \end{align*}% Hela systemet kan nu skrivas som en parallellkoppling av tv\aa\ komponenter med sannolikheterna $0.729$ och $0.64$ f\"{o}r att fungera. Systemets funktionssannolikhet blir d\"{a}rf\"{o}r% \begin{align*} P\left( \left( W_{1}\cap W_{2}\cap W_{3}\right) \cup \left( W_{4}\cap W_{5}\right) \right) & =P\left( W_{1}\cap W_{2}\cap W_{3}\right) \\ & +P\left( W_{4}\cap W_{5}\right) \\ & -P\left( \left( W_{1}\cap W_{2}\cap W_{3}\right) \cap \left( W_{4}\cap W_{5}\right) \right) \\ & =% %TCIMACRO{\FORMULA{p_{1}\times p_{1}\times p_{1}}{p_{1}^{3}}{evaluate}}% %BeginExpansion p_{1}^{3}% %EndExpansion +% %TCIMACRO{\FORMULA{p_{2}\times p_{2}}{p_{2}^{2}}{evaluate}}% %BeginExpansion p_{2}^{2}% %EndExpansion -% %TCIMACRO{\FORMULA{p_{1}\times p_{1}\times p_{1}}{p_{1}^{3}}{evaluate}}% %BeginExpansion p_{1}^{3}% %EndExpansion \times %TCIMACRO{\FORMULA{p_{2}\times p_{2}}{p_{2}^{2}}{evaluate} }% %BeginExpansion p_{2}^{2} %EndExpansion \\ & =% %TCIMACRO{\FORMULA{\limfunc{svar}}{\limfunc{svar}}{evaluate}}% %BeginExpansion \limfunc{svar}% %EndExpansion \end{align*} \subsection{Variant} \subsubsection{Setup} $p_{1}:=\limfunc{nplaces}\left( \func{rand}(10,100)/1000,1\right) $ $p_{2}:=\limfunc{nplaces}\left( \func{rand}(100,200)/1000,1\right) $ $p_{3}:=\limfunc{nplaces}\left( \func{rand}(200,300)/1000,1\right) $ $p_{4}:=\limfunc{nplaces}\left( \func{rand}(300,400)/1000,1\right) $ $\limfunc{svar}:=\limfunc{nplaces}\left( 1-\frac{p_{1}}{1-\left( 1-p_{1}\right) \times \left( 1-p_{2}\right) \times \left( 1-p_{3}\right) \times \left( 1-p_{4}\right) },2\right) $ \subsubsection{Statement} I ett system av fyra seriekopplade komponenter \begin{equation*} \begin{tabular}{ccccccccc} & $% %TCIMACRO{\FORMULA{p_{1}}{p_{1}}{evaluate}}% %BeginExpansion p_{1}% %EndExpansion $ & & $% %TCIMACRO{\FORMULA{p_{2}}{p_{2}}{evaluate}}% %BeginExpansion p_{2}% %EndExpansion $ & & $% %TCIMACRO{\FORMULA{p_{3}}{p_{3}}{evaluate}}% %BeginExpansion p_{3}% %EndExpansion $ & & $% %TCIMACRO{\FORMULA{p_{4}}{p_{4}}{evaluate}}% %BeginExpansion p_{4}% %EndExpansion $ & \\ \cline{2-2}\cline{4-4}\cline{6-6}\cline{8-8} --- & \multicolumn{1}{|c}{1} & \multicolumn{1}{|c}{---} & \multicolumn{1}{|c}{2} & \multicolumn{1}{|c}{---} & \multicolumn{1}{|c}{3} & \multicolumn{1}{|c}{---} & \multicolumn{1}{|c}{4} & \multicolumn{1}{|c}{---} \\ \cline{2-2}\cline{4-4}\cline{6-6}\cline{8-8} \end{tabular}% \ \ \ \end{equation*}% slutar systemet att fungera n\"{a}r en av komponenterna g\aa r s\"{o}nder och dessa upph\"{o}r att fungera oberoende av varandra. F\"{o}r komponenterna g\"{a}ller att $1$ upph\"{o}r att fungera med sannolikheten $% %TCIMACRO{\FORMULA{p_{1}}{p_{1}}{evaluate}}% %BeginExpansion p_{1}% %EndExpansion $, komponent $2$ med sannolikheten $% %TCIMACRO{\FORMULA{p_{2}}{p_{2}}{evaluate}}% %BeginExpansion p_{2}% %EndExpansion $ \fosv. Om systemet har slutat fungera vad \"{a}r sannolikheten f\"{o}r att komponent $1$ ej \"{a}r trasig (svara med 2 decimaler). \paragraph{Choices} InputField(MATH) GradeProc: givecredit($\limfunc{response}=\limfunc{svar}$) \paragraph{Solution} S\"{a}tt \begin{align*} A_{i}& =\text{komponent }i\text{ \"{a}r trasig} \\ B& =\text{systemet fungerar ej} \end{align*}% Vi skall ber\"{a}kna \begin{align*} P\left( \complement A_{1}\mid B\right) & =1-P\left( A_{1}\mid B\right) \\ & =1-\frac{P\left( A_{1}\cap B\right) }{P\left( B\right) } \\ \left\{ \text{ty }A_{1}\subseteq B\right\} & =1-\frac{P\left( A_{1}\right) }{% P\left( B\right) } \end{align*}% Sannolikheten i n\"{a}mnaren erh\aa lls, p\aa\ grund av oberoendet, till% \begin{align*} P\left( B\right) & =1-P\left( \text{systemet fungerar}\right) \\ & =1-P\left( \complement A_{1}\cap \complement A_{2}\cap \complement A_{3}\cap \complement A_{4}\right) \\ & =1-P\left( \complement A_{1}\right) P\left( \complement A_{2}\right) P\left( \complement A_{3}\right) P\left( \complement A_{4}\right) \\ & =1-% %TCIMACRO{\FORMULA{\left( 1-p_{1}\right) }{1-p_{1}}{evaluate}}% %BeginExpansion 1-p_{1}% %EndExpansion \times %TCIMACRO{\FORMULA{\left( 1-p_{2}\right) }{1-p_{2}}{evaluate}}% %BeginExpansion 1-p_{2}% %EndExpansion \times %TCIMACRO{\FORMULA{\left( 1-p_{3}\right) }{1-p_{3}}{evaluate}}% %BeginExpansion 1-p_{3}% %EndExpansion \times %TCIMACRO{\FORMULA{\left( 1-p_{4}\right) }{1-p_{4}}{evaluate} }% %BeginExpansion 1-p_{4} %EndExpansion \\ & =% %TCIMACRO{% %\FORMULA{1-\left( 1-p_{1}\right) \times \left( 1-p_{2}\right) \times \left( 1-p_{3}\right) \times \left( 1-p_{4}\right) }{1-\left( p_{1}-1\right) \left( p_{2}-1\right) \left( p_{3}-1\right) \left( p_{4}-1\right) }{evaluate}}% %BeginExpansion 1-\left( p_{1}-1\right) \left( p_{2}-1\right) \left( p_{3}-1\right) \left( p_{4}-1\right) % %EndExpansion \end{align*}% H\"{a}rav \begin{equation*} P\left( \complement A_{1}\mid B\right) =% %TCIMACRO{\FORMULA{\limfunc{svar}}{\limfunc{svar}}{evaluate}}% %BeginExpansion \limfunc{svar}% %EndExpansion \end{equation*} \section{Question} \subsection{Comment} Bayes sats och lagen om total sannolikhet \subsection{Variant} \subsubsection{Setup} $m:=\func{rand}(5,10)$ $p:=\limfunc{nplaces}\left( \func{rand}(400,600)/1000,1\right) $ $\limfunc{svar}:=\limfunc{nplaces}\left( \frac{p}{1\times p+\frac{1}{m}% \left( 1-p\right) },2\right) $ \subsubsection{Statement} I ett flervalstest k\"{a}nner en student antingen till det korrekt svaret eller s\aa\ gissar han. L\aa t $p$ vara sannolikheten att han kan svaret och $1-p$ att han m\aa ste gissa. Om studenten m\aa ste gissa bland de $m$ alternativen gissar han r\"{a}tt med sannolikheten $\frac{1}{m}$. Om studenten gav r\"{a}tt svar vad \"{a}r d\aa\ sannolikheten att studenten verkligen kunde svaret om $m=% %TCIMACRO{\FORMULA{m}{m}{evaluate}}% %BeginExpansion m% %EndExpansion $ och $p=% %TCIMACRO{\FORMULA{p}{p}{evaluate}}% %BeginExpansion p% %EndExpansion $ (svara med 2 decimaler)? \paragraph{Choices} InputField(MATH) GradeProc: givecredit($\limfunc{response}=\limfunc{svar}$) \paragraph{Solution} S\"{a}tt \begin{align*} E& =\text{studenten svarar korrekt} \\ F& =\text{studenten kan svaret} \end{align*}% d\aa\ erh\aa lls den s\"{o}kta sannolikheten till \begin{align*} P\left( F\mid E\right) & =\frac{P\left( F\cap E\right) }{P\left( E\right) } \\ & =\frac{P\left( E\mid F\right) P\left( F\right) }{P\left( E\mid F\right) P\left( F\right) +P\left( E\mid \complement F\right) P\left( \complement F\right) } \\ & =\frac{1\times %TCIMACRO{\FORMULA{p}{p}{evaluate}}% %BeginExpansion p% %EndExpansion }{1\times %TCIMACRO{\FORMULA{p}{p}{evaluate}}% %BeginExpansion p% %EndExpansion +\frac{1}{% %TCIMACRO{\FORMULA{m}{m}{evaluate}}% %BeginExpansion m% %EndExpansion }\times \left( 1-% %TCIMACRO{\FORMULA{p}{p}{evaluate}}% %BeginExpansion p% %EndExpansion \right) } \\ & =% %TCIMACRO{\FORMULA{\limfunc{svar}}{\limfunc{svar}}{simplify}}% %BeginExpansion \limfunc{svar}% %EndExpansion \end{align*} \subsection{Variant} \subsubsection{Setup} $p:=\left( \limfunc{nplaces}\left( \func{rand}(900,999)/1000,2\right) ,% \limfunc{nplaces}\left( \func{rand}(5,30)/1000,2\right) ,\limfunc{nplaces}% \left( \func{rand}(2,7)/1000,2\right) \right) $ $\limfunc{svar}:=\limfunc{nplaces}\left( \frac{p_{1}\times p_{3}}{% p_{1}\times p_{3}+p_{2}\times \left( 1-p_{3}\right) },2\right) $ \subsubsection{Statement} Ett blodprovstest uppt\"{a}cker med sannolikheten $% %TCIMACRO{\FORMULA{p_{1}}{p_{1}}{evaluate}}% %BeginExpansion p_{1}% %EndExpansion $ en sjukdom om den testade personen har sjukdomen. Med sannolikheten $% %TCIMACRO{\FORMULA{p_{2}}{p_{2}}{evaluate}}% %BeginExpansion p_{2}% %EndExpansion $ s\"{a}ger testet att personen har sjukdomen n\"{a}r s\aa\ inte \"{a}r fallet. Andelen individer i befolkningen som har sjukdomen \"{a}r $% %TCIMACRO{\FORMULA{p_{3}}{p_{3}}{evaluate}}% %BeginExpansion p_{3}% %EndExpansion $. Vad \"{a}r sannolikheten att en person har sjukdomen givet att testet s% \"{a}ger s\aa\ (svara med tv\aa\ decimaler)? \paragraph{Choices} InputField(MATH) GradeProc: givecredit($\limfunc{response}=\limfunc{svar}$) \subsubsection{Solution} S\"{a}tt \begin{align*} E& =\text{testresultatet \"{a}r positivt} \\ F& =\text{personen har sjukdomen} \end{align*}% d\aa\ erh\aa lls den s\"{o}kta sannolikheten till \begin{align*} P\left( F\mid E\right) & =\frac{P\left( F\cap E\right) }{P\left( E\right) } \\ & =\frac{P\left( E\mid F\right) P\left( F\right) }{P\left( E\mid F\right) P\left( F\right) +P\left( E\mid \complement F\right) P\left( \complement F\right) } \\ & =\frac{% %TCIMACRO{\FORMULA{p_{1}}{p_{1}}{simplify}}% %BeginExpansion p_{1}% %EndExpansion \times %TCIMACRO{\FORMULA{p_{3}}{p_{3}}{simplify}}% %BeginExpansion p_{3}% %EndExpansion }{% %TCIMACRO{\FORMULA{p_{1}}{p_{1}}{simplify}}% %BeginExpansion p_{1}% %EndExpansion \times %TCIMACRO{\FORMULA{p_{3}}{p_{3}}{simplify}}% %BeginExpansion p_{3}% %EndExpansion +% %TCIMACRO{\FORMULA{p_{2}}{p_{2}}{simplify}}% %BeginExpansion p_{2}% %EndExpansion \times \left( 1-% %TCIMACRO{\FORMULA{p_{3}}{p_{3}}{simplify}}% %BeginExpansion p_{3}% %EndExpansion \right) } \\ & =% %TCIMACRO{\FORMULA{\limfunc{svar}}{\limfunc{svar}}{simplify}}% %BeginExpansion \limfunc{svar}% %EndExpansion \end{align*} \subsection{Variant} \subsubsection{Setup} $\limfunc{svar}:=\frac{1-p_{1}}{3-p_{1}}$ \subsubsection{Statement} Du letar efter ett brev fr\aa n skattemyndigheterna och vet att det med lika sannolikhet skall ligga i en av tre mappar. Antag att du vid en snabb genomg% \aa ng av en mapp har sannolikheten $p_{i}$ att hitta brevet om det verkligen ligger i mapp $i$. Om du snabbs\"{o}ker i mapp $1$ och ej finner brevet d\"{a}r vad \"{a}r sannolikheten att brevet faktiskt finns i mapp $1$ (svara p\aa\ formen $\frac{p}{q}$)? \paragraph{Choices} InputField(MATH) GradeProc: givecredit($\limfunc{response}=\limfunc{svar}$) \subsubsection{Solution} S\"{a}tt \begin{align*} F_{i}& =\text{brevet finns i mapp }i\quad i=1,2,3 \\ E& =\text{en snabbs\"{o}kning av mapp }1\text{ ger ej n\aa got brev} \end{align*}% d\aa\ erh\aa lls s\"{o}kt sannolikhet till \begin{align*} P\left( F_{1}\mid E\right) & =\frac{P\left( E\mid F_{1}\right) P\left( F_{1}\right) }{\sum_{i=1}^{3}P\left( E\mid F_{i}\right) P\left( F_{i}\right) } \\ & =\frac{\left( 1-p_{1}\right) \frac{1}{3}}{\left( 1-p_{1}\right) \frac{1}{3}% +1\times \frac{1}{3}+1\times \frac{1}{3}} \\ & =\frac{1-p_{1}}{3-p_{1}} \end{align*} \end{document}