From 962d2d7b164d48d0b60c37fd63c4b9414379b891 Mon Sep 17 00:00:00 2001 From: "github-classroom[bot]" <66690702+github-classroom[bot]@users.noreply.github.com> Date: Tue, 17 Sep 2024 10:51:50 +0000 Subject: [PATCH] Initial commit --- README.md | 1 + bayes_net.py | 38 +++++++++++++++++ bn_example.py | 25 +++++++++++ guiao-rc-en.pdf | Bin 0 -> 185237 bytes guiao-rc.pdf | Bin 0 -> 187369 bytes semantic_network.py | 99 ++++++++++++++++++++++++++++++++++++++++++++ sn_example.py | 85 +++++++++++++++++++++++++++++++++++++ sof2018h.py | 8 ++++ tests/__init__.py | 7 ++++ tests/test_aula6.py | 79 +++++++++++++++++++++++++++++++++++ tests/test_aula7.py | 63 ++++++++++++++++++++++++++++ tests/test_aula8.py | 92 ++++++++++++++++++++++++++++++++++++++++ tests/test_aula9.py | 21 ++++++++++ 13 files changed, 518 insertions(+) create mode 100644 README.md create mode 100755 bayes_net.py create mode 100755 bn_example.py create mode 100644 guiao-rc-en.pdf create mode 100644 guiao-rc.pdf create mode 100755 semantic_network.py create mode 100755 sn_example.py create mode 100644 sof2018h.py create mode 100644 tests/__init__.py create mode 100644 tests/test_aula6.py create mode 100644 tests/test_aula7.py create mode 100644 tests/test_aula8.py create mode 100644 tests/test_aula9.py diff --git a/README.md b/README.md new file mode 100644 index 0000000..79418c1 --- /dev/null +++ b/README.md @@ -0,0 +1 @@ +# iia-ia-guiao-rc diff --git a/bayes_net.py b/bayes_net.py new file mode 100755 index 0000000..289d2eb --- /dev/null +++ b/bayes_net.py @@ -0,0 +1,38 @@ + + +class BayesNet: + + def __init__(self, ldep=None): # Why not ldep={}? See footnote 1. + if not ldep: + ldep = {} + self.dependencies = ldep + + # The network data is stored in a dictionary that + # associates the dependencies to each variable: + # { v1:deps1, v2:deps2, ... } + # These dependencies are themselves given + # by another dictionary that associates conditional + # probabilities to conjunctions of mother variables: + # { mothers1:cp1, mothers2:cp2, ... } + # The conjunctions are frozensets of pairs (mothervar,boolvalue) + def add(self,var,mothers,prob): + self.dependencies.setdefault(var,{})[frozenset(mothers)] = prob + + # Joint probability for a given conjunction of + # all variables of the network + def jointProb(self,conjunction): + prob = 1.0 + for (var,val) in conjunction: + for (mothers,p) in self.dependencies[var].items(): + if mothers.issubset(conjunction): + prob*=(p if val else 1-p) + return prob + + +# Footnote 1: +# Default arguments are evaluated on function definition, +# not on function evaluation. +# This creates surprising behaviour when the default argument is mutable. +# See: +# http://docs.python-guide.org/en/latest/writing/gotchas/#mutable-default-arguments + diff --git a/bn_example.py b/bn_example.py new file mode 100755 index 0000000..5598f2f --- /dev/null +++ b/bn_example.py @@ -0,0 +1,25 @@ + +from bayes_net import * + +# Exemplo dos acetatos: + +bn = BayesNet() + +bn.add('r',[],0.001) +bn.add('t',[],0.002) + +bn.add('a',[('r',True ),('t',True )],0.950) +bn.add('a',[('r',True ),('t',False)],0.940) +bn.add('a',[('r',False),('t',True )],0.290) +bn.add('a',[('r',False),('t',False)],0.001) + +bn.add('j',[('a',True )],0.900) +bn.add('j',[('a',False)],0.050) + +bn.add('m',[('a',True )],0.700) +bn.add('m',[('a',False)],0.100) + +conjunction = [('j',True),('m',True),('a',True),('r',False),('t',False)] + +print(bn.jointProb(conjunction)) + diff --git a/guiao-rc-en.pdf b/guiao-rc-en.pdf new file mode 100644 index 0000000000000000000000000000000000000000..ad36c0845a676e5223335a98c44f95504a25fa42 GIT binary patch literal 185237 zcma&NQ?M{Pu&q07+qP}nwr$)0v~AnAZQHhO&%4g4`*!xjPE}HQOe(458$G&76-2~n z8R=M|NavSF)}fdQ7zpf*te|*!py*{x?aW;)2$&eynF;=HgQ6F+v~e+YBA^$uF?2B% zF*UX~F@@segK~CpGBvb?^4M(AkWShfMeMz+>qjhSBAiC{uXKt>rfiA8Rj+paFxXJl zaA*$}1;PecmP-46_1WRwPwbK*O1p;kE-hPFy1O+@*d`TyT&p_#>#wt~)$3NIQ#7qj zX_}ZJQ=C0(S&gW>>~`Sm&?M(C`F9s4^Yv_qzUoe>ogq}V7xu*{Q!wX}F*~zuN}U47 zn^Vzzu_olQV?T)T$!5a8_f4x9GNr0YMs58#$zfOnt=runM}!1%gk18t$tgQnojlMf zr#5=pnhLK)7#v;}OvX;if!+~8)JL7%HJq4+x5>Q19wvjz8s0J?Q(~bg6OSv^13PoG zKEGME2lKW8)y~jBL|sz3O`TQEa;z-n@k6@JezbjEBn$T8f(z2S8{&rdL8QIHpt{DU zKd~UIcEPgmv%ZuD&gG?^PSiA7a?{7GjedbZMhHiQOT!)QZ5U?Ek#DQf+Bthwi8i&N zMDkT|$A@snAh*-0Nusq+&3QE{n7rg^N)3><77}4*RjL^dZxrsz9F~TObFmSSA!V49 zQd?+m;FyJdRfJ5d;i)lYRUd8FE!IzQvv_CMl)`>dR}UA=!nOH6l0_9jhF9HR=+8k_ z=hFN3;aWeVCD&#A{p5zPb=VccG7}l2t3ab@6KUkjep80yMqBkf zR?T$5&>OZx%aQO^BWs@(k&YbM1Y4hw)T7hKcOAHo-|0y$uH4qAU*El*M?JXBmcVw6 z&3UcGc`+pO1&)OKNb}f}1AjGc)>%9y+_t4St+D{>yk9BstR36Ubz>0To7H7T{sliA z6PO$V6d1zw6PQASP8tv{6<7)nAGnG0nfh$yW`L`qW35oPX@(fSEe*x^(QRuc$R20_ zt>Y4xE|P(qq_Q9?kQ*{i(*E{PS>iwylO9jJ00}K+!fE6hU}@sb&i1BVi3ruuE=n*m zRaBIgo*Vpm?Ntzs%@$;^i&~2j?>Or?s_U}N5ZL-kS@nLAOAn3Qs}h)Y84G&BGVyqE z620l@AsVTD@Pr{n_?$2kk<5t-EZkto(Y%dngPjN-f-$*%jUwYZ;jA(g8ZhyoHCItQ?7*?BGMzAZl9o zOcXMl@xmm^lcu@Gc^V$_*_o#~AKd$ zDoGTVYO<|ppVdwy8nNH^x%_YRSPED8S5{3`$1%H-avQ>CRG8f!?igQJq82$*DHcJ8 z19IVZ-eu@{#b`Z}_)o@JYHm89`H1XJfxKjwo2tnN1w=L`co{X307c`P(+QKeMI=tq z;bSsfhQkVE+ZA7ko}5PK+m0K@&02HMtX8WQ#cet6OknDz1j==)jWF%7MvXIJjw%Z3 z%@GYnKTRL2uYb=?I@9bDe)4o=)|``+`w?Hm=BJ;K@FO zGo7<)JgJP?Xa(1sn@zY3*p+{z`YN9BF{DGT(; 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