BlackJack: Black Jack Hybrid Decision Network
In nutterb/HydeNet: Hybrid Bayesian Networks Using R and JAGS
Description
Usage
Format
Examples
Description
An object of class HydeNetwork establishing a graphical model for a game
of Black Jack.
Usage
1
Format
A HydeNetwork object constructed using the code shown in
the example. The network has seven random nodes, three ten deterministic
nodes, three decision nodes, and one utility node. This is (almost) the same
network used in 'vignette("DecisionNetworks", package="HydeNet")'.
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## Not run:
BlackJack <-
HydeNetwork(~ initialAces | card1*card2
+ initialPoints | card1*card2
+ highUpcard | dealerUpcard
+ hit1 | initialPoints*highUpcard
+ acesAfterCard3 | initialAces*card3
+ pointsAfterCard3 | card1*card2*card3*acesAfterCard3
+ hit2 | pointsAfterCard3*highUpcard
+ acesAfterCard4 | acesAfterCard3*card4
+ pointsAfterCard4 | card1*card2*card3*card4*acesAfterCard4
+ hit3 | pointsAfterCard4*highUpcard
+ acesAfterCard5 | acesAfterCard4*card5
+ pointsAfterCard5 | card1*card2*card3*card4*card5*acesAfterCard5
+ playerFinalPoints | initialPoints*hit1*pointsAfterCard3
*hit2*pointsAfterCard4*hit3*pointsAfterCard5
+ dealerFinalPoints | dealerUpcard
+ payoff | playerFinalPoints*dealerFinalPoints)
cardProbs <- c(rep(1/13,8), 4/13, 1/13) # probs. for 2, 3, ..., 9, (10-K), A
BlackJack <- setNode(BlackJack, card1, nodeType="dcat",
pi=vectorProbs(p=cardProbs, card1))
BlackJack <- setNode(BlackJack, card2, nodeType="dcat",
pi=vectorProbs(p=cardProbs, card2))
BlackJack <- setNode(BlackJack, card3, nodeType="dcat",
pi=vectorProbs(p=cardProbs, card3))
BlackJack <- setNode(BlackJack, card4, nodeType="dcat",
pi=vectorProbs(p=cardProbs, card4))
BlackJack <- setNode(BlackJack, card5, nodeType="dcat",
pi=vectorProbs(p=cardProbs, card5))
BlackJack <- setNode(BlackJack, dealerUpcard, nodeType="dcat",
pi=vectorProbs(p=cardProbs, dealerUpcard))
#Note: node dealerFinalPoints will be defined below, following some discussion
# about its conditional probability distribution.
#####################################
# Deterministic Nodes
#####################################
BlackJack <- setNode(BlackJack, highUpcard,
"determ", define=fromFormula(),
nodeFormula = highUpcard ~ ifelse(dealerUpcard > 8, 1, 0))
BlackJack <- setNode(BlackJack, initialAces,
"determ", define=fromFormula(),
nodeFormula = initialAces ~ ifelse(card1==10,1,0) +
ifelse(card2==10,1,0))
BlackJack <- setNode(BlackJack, acesAfterCard3,
"determ", define=fromFormula(),
nodeFormula = acesAfterCard3 ~ initialAces + ifelse(card3==10,1,0))
BlackJack <- setNode(BlackJack, acesAfterCard4,
"determ", define=fromFormula(),
nodeFormula = acesAfterCard4 ~ acesAfterCard3 + ifelse(card4==10,1,0))
BlackJack <- setNode(BlackJack, acesAfterCard5,
"determ", define=fromFormula(),
nodeFormula = acesAfterCard5 ~ acesAfterCard4 + ifelse(card5==10,1,0))
BlackJack <- setNode(BlackJack, initialPoints,
"determ", define=fromFormula(),
nodeFormula = initialPoints ~ card1+card2+2)
BlackJack <- setNode(BlackJack, pointsAfterCard3, "determ", define=fromFormula(),
nodeFormula = pointsAfterCard3 ~
ifelse(acesAfterCard3 == 3,
13,
ifelse(acesAfterCard3 == 2,
card1 + card2 + card3 + 3 - 10,
ifelse(acesAfterCard3 == 1,
ifelse(card1 + card2 + card3 + 3 > 22,
card1 + card2 + card3 + 3 - 10,
card1 + card2 + card3 + 3),
card1 + card2 + card3 + 3
)
)
)
)
BlackJack <- setNode(BlackJack, pointsAfterCard4, "determ", define=fromFormula(),
nodeFormula = pointsAfterCard4 ~
ifelse(acesAfterCard4 == 4,
14,
ifelse(acesAfterCard4 == 3,
ifelse(card1 + card2 + card3 + card4 + 4 > 38,
card1 + card2 + card3 + card4 + 4 - 30,
card1 + card2 + card3 + card4 + 4 - 20
),
ifelse(acesAfterCard4 > 0,
ifelse(card1 + card2 + card3 + card4 + 4 > 22,
card1 + card2 + card3 + card4 + 4 - 10,
card1 + card2 + card3 + card4 + 4
),
card1 + card2 + card3 + card4 + 4
)
)
)
)
BlackJack <-
setNode(BlackJack, pointsAfterCard5, "determ", define=fromFormula(),
nodeFormula = pointsAfterCard5 ~
ifelse(acesAfterCard5 == 5,
15,
ifelse(acesAfterCard5 == 4,
ifelse(card1 + card2 + card3 + card4 + card5 + 5 > 51,
card1 + card2 + card3 + card4 + card5 + 5 - 40,
card1 + card2 + card3 + card4 + card5 + 5 - 30
),
ifelse(acesAfterCard5 == 3,
ifelse(card1 + card2 + card3 + card4 + card5 + 5 > 51,
card1 + card2 + card3 + card4 + card5 + 5 - 30,
card1 + card2 + card3 + card4 + card5 + 5 - 20
),
ifelse(acesAfterCard5 == 2,
ifelse(card1 + card2 + card3 + card4 + card5 + 5 > 31,
card1 + card2 + card3 + card4 + card5 + 5 - 20,
card1 + card2 + card3 + card4 + card5 + 5 - 10
),
ifelse(acesAfterCard5 > 0,
ifelse(card1 + card2 + card3 + card4 + card5 + 5 > 22,
card1 + card2 + card3 + card4 + card5 + 5 - 10,
card1 + card2 + card3 + card4 + card5 + 5
),
card1 + card2 + card3 + card4 + card5 + 5
)
)
)
)
)
)
BlackJack <- setNode(BlackJack, playerFinalPoints, "determ", define=fromFormula(),
nodeFormula = playerFinalPoints ~
ifelse(hit1 == 0,
initialPoints,
ifelse(hit2 == 0,
pointsAfterCard3,
ifelse(hit3 == 0, pointsAfterCard4, pointsAfterCard5)
)
)
)
BlackJack <- setDecisionNodes(BlackJack, hit1, hit2, hit3)
BlackJack <- setUtilityNodes(BlackJack, payoff)
## End(Not run)
nutterb/HydeNet documentation built on July 13, 2020, 5:21 p.m.
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Description Usage Format Examples
Description
An object of class HydeNetwork establishing a graphical model for a game
of Black Jack.
Usage
1 |
Format
A HydeNetwork object constructed using the code shown in
the example. The network has seven random nodes, three ten deterministic
nodes, three decision nodes, and one utility node. This is (almost) the same
network used in 'vignette("DecisionNetworks", package="HydeNet")'.
Examples
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 | ## Not run:
BlackJack <-
HydeNetwork(~ initialAces | card1*card2
+ initialPoints | card1*card2
+ highUpcard | dealerUpcard
+ hit1 | initialPoints*highUpcard
+ acesAfterCard3 | initialAces*card3
+ pointsAfterCard3 | card1*card2*card3*acesAfterCard3
+ hit2 | pointsAfterCard3*highUpcard
+ acesAfterCard4 | acesAfterCard3*card4
+ pointsAfterCard4 | card1*card2*card3*card4*acesAfterCard4
+ hit3 | pointsAfterCard4*highUpcard
+ acesAfterCard5 | acesAfterCard4*card5
+ pointsAfterCard5 | card1*card2*card3*card4*card5*acesAfterCard5
+ playerFinalPoints | initialPoints*hit1*pointsAfterCard3
*hit2*pointsAfterCard4*hit3*pointsAfterCard5
+ dealerFinalPoints | dealerUpcard
+ payoff | playerFinalPoints*dealerFinalPoints)
cardProbs <- c(rep(1/13,8), 4/13, 1/13) # probs. for 2, 3, ..., 9, (10-K), A
BlackJack <- setNode(BlackJack, card1, nodeType="dcat",
pi=vectorProbs(p=cardProbs, card1))
BlackJack <- setNode(BlackJack, card2, nodeType="dcat",
pi=vectorProbs(p=cardProbs, card2))
BlackJack <- setNode(BlackJack, card3, nodeType="dcat",
pi=vectorProbs(p=cardProbs, card3))
BlackJack <- setNode(BlackJack, card4, nodeType="dcat",
pi=vectorProbs(p=cardProbs, card4))
BlackJack <- setNode(BlackJack, card5, nodeType="dcat",
pi=vectorProbs(p=cardProbs, card5))
BlackJack <- setNode(BlackJack, dealerUpcard, nodeType="dcat",
pi=vectorProbs(p=cardProbs, dealerUpcard))
#Note: node dealerFinalPoints will be defined below, following some discussion
# about its conditional probability distribution.
#####################################
# Deterministic Nodes
#####################################
BlackJack <- setNode(BlackJack, highUpcard,
"determ", define=fromFormula(),
nodeFormula = highUpcard ~ ifelse(dealerUpcard > 8, 1, 0))
BlackJack <- setNode(BlackJack, initialAces,
"determ", define=fromFormula(),
nodeFormula = initialAces ~ ifelse(card1==10,1,0) +
ifelse(card2==10,1,0))
BlackJack <- setNode(BlackJack, acesAfterCard3,
"determ", define=fromFormula(),
nodeFormula = acesAfterCard3 ~ initialAces + ifelse(card3==10,1,0))
BlackJack <- setNode(BlackJack, acesAfterCard4,
"determ", define=fromFormula(),
nodeFormula = acesAfterCard4 ~ acesAfterCard3 + ifelse(card4==10,1,0))
BlackJack <- setNode(BlackJack, acesAfterCard5,
"determ", define=fromFormula(),
nodeFormula = acesAfterCard5 ~ acesAfterCard4 + ifelse(card5==10,1,0))
BlackJack <- setNode(BlackJack, initialPoints,
"determ", define=fromFormula(),
nodeFormula = initialPoints ~ card1+card2+2)
BlackJack <- setNode(BlackJack, pointsAfterCard3, "determ", define=fromFormula(),
nodeFormula = pointsAfterCard3 ~
ifelse(acesAfterCard3 == 3,
13,
ifelse(acesAfterCard3 == 2,
card1 + card2 + card3 + 3 - 10,
ifelse(acesAfterCard3 == 1,
ifelse(card1 + card2 + card3 + 3 > 22,
card1 + card2 + card3 + 3 - 10,
card1 + card2 + card3 + 3),
card1 + card2 + card3 + 3
)
)
)
)
BlackJack <- setNode(BlackJack, pointsAfterCard4, "determ", define=fromFormula(),
nodeFormula = pointsAfterCard4 ~
ifelse(acesAfterCard4 == 4,
14,
ifelse(acesAfterCard4 == 3,
ifelse(card1 + card2 + card3 + card4 + 4 > 38,
card1 + card2 + card3 + card4 + 4 - 30,
card1 + card2 + card3 + card4 + 4 - 20
),
ifelse(acesAfterCard4 > 0,
ifelse(card1 + card2 + card3 + card4 + 4 > 22,
card1 + card2 + card3 + card4 + 4 - 10,
card1 + card2 + card3 + card4 + 4
),
card1 + card2 + card3 + card4 + 4
)
)
)
)
BlackJack <-
setNode(BlackJack, pointsAfterCard5, "determ", define=fromFormula(),
nodeFormula = pointsAfterCard5 ~
ifelse(acesAfterCard5 == 5,
15,
ifelse(acesAfterCard5 == 4,
ifelse(card1 + card2 + card3 + card4 + card5 + 5 > 51,
card1 + card2 + card3 + card4 + card5 + 5 - 40,
card1 + card2 + card3 + card4 + card5 + 5 - 30
),
ifelse(acesAfterCard5 == 3,
ifelse(card1 + card2 + card3 + card4 + card5 + 5 > 51,
card1 + card2 + card3 + card4 + card5 + 5 - 30,
card1 + card2 + card3 + card4 + card5 + 5 - 20
),
ifelse(acesAfterCard5 == 2,
ifelse(card1 + card2 + card3 + card4 + card5 + 5 > 31,
card1 + card2 + card3 + card4 + card5 + 5 - 20,
card1 + card2 + card3 + card4 + card5 + 5 - 10
),
ifelse(acesAfterCard5 > 0,
ifelse(card1 + card2 + card3 + card4 + card5 + 5 > 22,
card1 + card2 + card3 + card4 + card5 + 5 - 10,
card1 + card2 + card3 + card4 + card5 + 5
),
card1 + card2 + card3 + card4 + card5 + 5
)
)
)
)
)
)
BlackJack <- setNode(BlackJack, playerFinalPoints, "determ", define=fromFormula(),
nodeFormula = playerFinalPoints ~
ifelse(hit1 == 0,
initialPoints,
ifelse(hit2 == 0,
pointsAfterCard3,
ifelse(hit3 == 0, pointsAfterCard4, pointsAfterCard5)
)
)
)
BlackJack <- setDecisionNodes(BlackJack, hit1, hit2, hit3)
BlackJack <- setUtilityNodes(BlackJack, payoff)
## End(Not run)
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