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| 1 |  |  |  |  |  |  | package Game::Theory::TwoPersonMatrix; | 
| 2 |  |  |  |  |  |  | our $AUTHORITY = 'cpan:GENE'; | 
| 3 |  |  |  |  |  |  |  | 
| 4 |  |  |  |  |  |  | # ABSTRACT: Analyze a 2 person matrix game | 
| 5 |  |  |  |  |  |  |  | 
| 6 | 1 |  |  | 1 |  | 816 | use strict; | 
|  | 1 |  |  |  |  | 3 |  | 
|  | 1 |  |  |  |  | 30 |  | 
| 7 | 1 |  |  | 1 |  | 5 | use warnings; | 
|  | 1 |  |  |  |  | 2 |  | 
|  | 1 |  |  |  |  | 37 |  | 
| 8 |  |  |  |  |  |  |  | 
| 9 |  |  |  |  |  |  | our $VERSION = '0.2205'; | 
| 10 |  |  |  |  |  |  |  | 
| 11 | 1 |  |  | 1 |  | 5 | use Carp; | 
|  | 1 |  |  |  |  | 2 |  | 
|  | 1 |  |  |  |  | 59 |  | 
| 12 | 1 |  |  | 1 |  | 507 | use Algorithm::Combinatorics qw( permutations ); | 
|  | 1 |  |  |  |  | 3616 |  | 
|  | 1 |  |  |  |  | 62 |  | 
| 13 | 1 |  |  | 1 |  | 437 | use Array::Transpose; | 
|  | 1 |  |  |  |  | 405 |  | 
|  | 1 |  |  |  |  | 55 |  | 
| 14 | 1 |  |  | 1 |  | 547 | use List::SomeUtils qw( all zip ); | 
|  | 1 |  |  |  |  | 13157 |  | 
|  | 1 |  |  |  |  | 80 |  | 
| 15 | 1 |  |  | 1 |  | 8 | use List::Util qw( max min sum0 ); | 
|  | 1 |  |  |  |  | 3 |  | 
|  | 1 |  |  |  |  | 52 |  | 
| 16 | 1 |  |  | 1 |  | 447 | use List::Util::WeightedChoice qw( choose_weighted ); | 
|  | 1 |  |  |  |  | 6408 |  | 
|  | 1 |  |  |  |  | 2874 |  | 
| 17 |  |  |  |  |  |  |  | 
| 18 |  |  |  |  |  |  |  | 
| 19 |  |  |  |  |  |  |  | 
| 20 |  |  |  |  |  |  | sub new { | 
| 21 | 38 |  |  | 38 | 1 | 633 | my $class = shift; | 
| 22 | 38 |  |  |  |  | 111 | my %args = @_; | 
| 23 |  |  |  |  |  |  | my $self = { | 
| 24 |  |  |  |  |  |  | 1 => $args{1}, | 
| 25 |  |  |  |  |  |  | 2 => $args{2}, | 
| 26 |  |  |  |  |  |  | payoff => $args{payoff}, | 
| 27 |  |  |  |  |  |  | payoff1 => $args{payoff1}, | 
| 28 |  |  |  |  |  |  | payoff2 => $args{payoff2}, | 
| 29 | 38 |  |  |  |  | 143 | }; | 
| 30 | 38 |  |  |  |  | 78 | bless $self, $class; | 
| 31 | 38 |  |  |  |  | 157 | return $self; | 
| 32 |  |  |  |  |  |  | } | 
| 33 |  |  |  |  |  |  |  | 
| 34 |  |  |  |  |  |  |  | 
| 35 |  |  |  |  |  |  | sub expected_payoff | 
| 36 |  |  |  |  |  |  | { | 
| 37 | 13 |  |  | 13 | 1 | 2051 | my ($self) = @_; | 
| 38 |  |  |  |  |  |  |  | 
| 39 | 13 |  |  |  |  | 21 | my $expected_payoff; | 
| 40 |  |  |  |  |  |  |  | 
| 41 |  |  |  |  |  |  | # For each strategy of player 1... | 
| 42 | 13 |  |  |  |  | 22 | for my $i ( sort keys %{ $self->{1} } ) | 
|  | 13 |  |  |  |  | 84 |  | 
| 43 |  |  |  |  |  |  | { | 
| 44 |  |  |  |  |  |  | # For each strategy of player 2... | 
| 45 | 29 |  |  |  |  | 45 | for my $j ( sort keys %{ $self->{2} } ) | 
|  | 29 |  |  |  |  | 106 |  | 
| 46 |  |  |  |  |  |  | { | 
| 47 | 76 | 100 | 66 |  |  | 213 | if ( $self->{payoff1} && $self->{payoff2} ) | 
| 48 |  |  |  |  |  |  | { | 
| 49 | 8 |  |  |  |  | 34 | $expected_payoff->[0] += $self->{1}{$i} * $self->{2}{$j} * $self->{payoff1}[$i - 1][$j - 1]; | 
| 50 | 8 |  |  |  |  | 23 | $expected_payoff->[1] += $self->{1}{$i} * $self->{2}{$j} * $self->{payoff2}[$i - 1][$j - 1]; | 
| 51 |  |  |  |  |  |  | } | 
| 52 |  |  |  |  |  |  | else { | 
| 53 |  |  |  |  |  |  | # Expected value is the sum of the probabilities of each payoff | 
| 54 | 68 |  |  |  |  | 210 | $expected_payoff += $self->{1}{$i} * $self->{2}{$j} * $self->{payoff}[$i - 1][$j - 1]; | 
| 55 |  |  |  |  |  |  | } | 
| 56 |  |  |  |  |  |  | } | 
| 57 |  |  |  |  |  |  | } | 
| 58 |  |  |  |  |  |  |  | 
| 59 | 13 |  |  |  |  | 119 | return $expected_payoff; | 
| 60 |  |  |  |  |  |  | } | 
| 61 |  |  |  |  |  |  |  | 
| 62 |  |  |  |  |  |  |  | 
| 63 |  |  |  |  |  |  | sub s_expected_payoff | 
| 64 |  |  |  |  |  |  | { | 
| 65 | 4 |  |  | 4 | 1 | 1353 | my ($self) = @_; | 
| 66 |  |  |  |  |  |  |  | 
| 67 | 4 |  |  |  |  | 7 | my $expected_payoff; | 
| 68 |  |  |  |  |  |  |  | 
| 69 |  |  |  |  |  |  | # For each strategy of player 1... | 
| 70 | 4 |  |  |  |  | 5 | for my $i ( sort keys %{ $self->{1} } ) | 
|  | 4 |  |  |  |  | 20 |  | 
| 71 |  |  |  |  |  |  | { | 
| 72 |  |  |  |  |  |  | # For each strategy of player 2... | 
| 73 | 8 |  |  |  |  | 13 | for my $j ( sort keys %{ $self->{2} } ) | 
|  | 8 |  |  |  |  | 20 |  | 
| 74 |  |  |  |  |  |  | { | 
| 75 | 16 | 100 | 66 |  |  | 52 | if ( $self->{payoff1} && $self->{payoff2} ) | 
| 76 |  |  |  |  |  |  | { | 
| 77 | 8 |  |  |  |  | 27 | $expected_payoff->[0] .= " + $self->{1}{$i} * $self->{2}{$j} * $self->{payoff1}[$i - 1][$j - 1]"; | 
| 78 | 8 |  |  |  |  | 24 | $expected_payoff->[1] .= " + $self->{1}{$i} * $self->{2}{$j} * $self->{payoff2}[$i - 1][$j - 1]"; | 
| 79 |  |  |  |  |  |  | } | 
| 80 |  |  |  |  |  |  | else { | 
| 81 |  |  |  |  |  |  | # Expected value is the sum of the probabilities of each payoff | 
| 82 | 8 |  |  |  |  | 31 | $expected_payoff .= " + $self->{1}{$i} * $self->{2}{$j} * $self->{payoff}[$i - 1][$j - 1]"; | 
| 83 |  |  |  |  |  |  | } | 
| 84 |  |  |  |  |  |  | } | 
| 85 |  |  |  |  |  |  | } | 
| 86 |  |  |  |  |  |  |  | 
| 87 |  |  |  |  |  |  | my $deplus = sub | 
| 88 |  |  |  |  |  |  | { | 
| 89 | 6 |  |  | 6 |  | 12 | my ($string) = @_; | 
| 90 | 6 |  |  |  |  | 36 | $string =~ s/^ \+ (.+)$/$1/; | 
| 91 | 6 |  |  |  |  | 14 | return $string; | 
| 92 | 4 |  |  |  |  | 17 | }; | 
| 93 |  |  |  |  |  |  |  | 
| 94 | 4 | 100 | 66 |  |  | 14 | if ( $self->{payoff1} && $self->{payoff2} ) | 
| 95 |  |  |  |  |  |  | { | 
| 96 | 2 |  |  |  |  | 5 | $expected_payoff->[0] = $deplus->($expected_payoff->[0]); | 
| 97 | 2 |  |  |  |  | 5 | $expected_payoff->[1] = $deplus->($expected_payoff->[1]); | 
| 98 |  |  |  |  |  |  | } | 
| 99 |  |  |  |  |  |  | else { | 
| 100 | 2 |  |  |  |  | 5 | $expected_payoff = $deplus->($expected_payoff); | 
| 101 |  |  |  |  |  |  | } | 
| 102 |  |  |  |  |  |  |  | 
| 103 | 4 |  |  |  |  | 29 | return $expected_payoff; | 
| 104 |  |  |  |  |  |  | } | 
| 105 |  |  |  |  |  |  |  | 
| 106 |  |  |  |  |  |  |  | 
| 107 |  |  |  |  |  |  | sub counter_strategy | 
| 108 |  |  |  |  |  |  | { | 
| 109 | 3 |  |  | 3 | 1 | 681 | my ( $self, $player ) = @_; | 
| 110 |  |  |  |  |  |  |  | 
| 111 | 3 |  |  |  |  | 7 | my $counter_strategy = []; | 
| 112 | 3 |  |  |  |  | 6 | my %seen; | 
| 113 |  |  |  |  |  |  |  | 
| 114 | 3 | 100 |  |  |  | 8 | my $opponent = $player == 1 ? 2 : 1; | 
| 115 |  |  |  |  |  |  |  | 
| 116 | 3 |  |  |  |  | 7 | my @keys = 1 .. keys %{ $self->{$player} }; | 
|  | 3 |  |  |  |  | 12 |  | 
| 117 | 3 |  |  |  |  | 8 | my @pure = ( 1, (0) x ( @keys - 1 ) ); | 
| 118 |  |  |  |  |  |  |  | 
| 119 | 3 |  |  |  |  | 13 | my $i = permutations( \@pure ); | 
| 120 |  |  |  |  |  |  |  | 
| 121 | 3 |  |  |  |  | 154 | while ( my $strategies = $i->next ) | 
| 122 |  |  |  |  |  |  | { | 
| 123 | 10 | 100 |  |  |  | 154 | next if $seen{"@$strategies"}++; | 
| 124 |  |  |  |  |  |  |  | 
| 125 |  |  |  |  |  |  | my $g = Game::Theory::TwoPersonMatrix->new( | 
| 126 |  |  |  |  |  |  | $player   => { zip @keys, @$strategies }, | 
| 127 |  |  |  |  |  |  | $opponent => $self->{$opponent}, | 
| 128 | 7 |  | 66 |  |  | 83 | payoff    => $self->{payoff} || $self->{"payoff$player"}, | 
| 129 |  |  |  |  |  |  | ); | 
| 130 |  |  |  |  |  |  |  | 
| 131 | 7 |  |  |  |  | 20 | push @$counter_strategy, $g->expected_payoff; | 
| 132 |  |  |  |  |  |  | } | 
| 133 |  |  |  |  |  |  |  | 
| 134 | 3 |  |  |  |  | 51 | return $counter_strategy; | 
| 135 |  |  |  |  |  |  | } | 
| 136 |  |  |  |  |  |  |  | 
| 137 |  |  |  |  |  |  |  | 
| 138 |  |  |  |  |  |  | sub saddlepoint | 
| 139 |  |  |  |  |  |  | { | 
| 140 | 5 |  |  | 5 | 1 | 1683 | my ($self) = @_; | 
| 141 |  |  |  |  |  |  |  | 
| 142 | 5 |  |  |  |  | 7 | my $saddlepoint; | 
| 143 |  |  |  |  |  |  |  | 
| 144 | 5 |  |  |  |  | 10 | my $rsize = @{ $self->{payoff} } - 1; | 
|  | 5 |  |  |  |  | 10 |  | 
| 145 | 5 |  |  |  |  | 10 | my $csize = @{ $self->{payoff}[0] } - 1; | 
|  | 5 |  |  |  |  | 9 |  | 
| 146 |  |  |  |  |  |  |  | 
| 147 | 5 |  |  |  |  | 63 | for my $row ( 0 .. $rsize ) | 
| 148 |  |  |  |  |  |  | { | 
| 149 |  |  |  |  |  |  | # Get the minimum value of the current row | 
| 150 | 14 |  |  |  |  | 21 | my $min = min @{ $self->{payoff}[$row] }; | 
|  | 14 |  |  |  |  | 37 |  | 
| 151 |  |  |  |  |  |  |  | 
| 152 |  |  |  |  |  |  | # Inspect each column given the row | 
| 153 | 14 |  |  |  |  | 23 | for my $col ( 0 .. $csize ) | 
| 154 |  |  |  |  |  |  | { | 
| 155 |  |  |  |  |  |  | # Get the payoff | 
| 156 | 36 |  |  |  |  | 59 | my $val = $self->{payoff}[$row][$col]; | 
| 157 |  |  |  |  |  |  |  | 
| 158 |  |  |  |  |  |  | # Is the payoff also the row minimum? | 
| 159 | 36 | 100 |  |  |  | 74 | if ( $val == $min ) | 
| 160 |  |  |  |  |  |  | { | 
| 161 |  |  |  |  |  |  | # Gather the column values for each row | 
| 162 | 16 |  |  |  |  | 26 | my @col; | 
| 163 | 16 |  |  |  |  | 23 | for my $r ( 0 .. $rsize ) | 
| 164 |  |  |  |  |  |  | { | 
| 165 | 50 |  |  |  |  | 92 | push @col, $self->{payoff}[$r][$col]; | 
| 166 |  |  |  |  |  |  | } | 
| 167 |  |  |  |  |  |  | # Get the maximum value of the columns | 
| 168 | 16 |  |  |  |  | 33 | my $max = max @col; | 
| 169 |  |  |  |  |  |  |  | 
| 170 |  |  |  |  |  |  | # Is the payoff also the column maximum? | 
| 171 | 16 | 100 |  |  |  | 34 | if ( $val == $max ) | 
| 172 |  |  |  |  |  |  | { | 
| 173 | 5 |  |  |  |  | 22 | $saddlepoint->{"$row,$col"} = $val; | 
| 174 |  |  |  |  |  |  | } | 
| 175 |  |  |  |  |  |  | } | 
| 176 |  |  |  |  |  |  | } | 
| 177 |  |  |  |  |  |  | } | 
| 178 |  |  |  |  |  |  |  | 
| 179 | 5 |  |  |  |  | 31 | return $saddlepoint; | 
| 180 |  |  |  |  |  |  | } | 
| 181 |  |  |  |  |  |  |  | 
| 182 |  |  |  |  |  |  |  | 
| 183 |  |  |  |  |  |  | sub oddments | 
| 184 |  |  |  |  |  |  | { | 
| 185 | 1 |  |  | 1 | 1 | 3 | my ($self) = @_; | 
| 186 |  |  |  |  |  |  |  | 
| 187 | 1 |  |  |  |  | 1 | my $rsize = @{ $self->{payoff}[0] }; | 
|  | 1 |  |  |  |  | 12 |  | 
| 188 | 1 |  |  |  |  | 2 | my $csize = @{ $self->{payoff} }; | 
|  | 1 |  |  |  |  | 2 |  | 
| 189 | 1 | 50 | 33 |  |  | 8 | carp 'Payoff matrix must be 2x2' unless $rsize == 2 && $csize == 2; | 
| 190 |  |  |  |  |  |  |  | 
| 191 | 1 |  |  |  |  | 2 | my ( $player, $opponent ); | 
| 192 |  |  |  |  |  |  |  | 
| 193 | 1 |  |  |  |  | 2 | my $A = $self->{payoff}[0][0]; | 
| 194 | 1 |  |  |  |  | 2 | my $B = $self->{payoff}[0][1]; | 
| 195 | 1 |  |  |  |  | 1 | my $C = $self->{payoff}[1][0]; | 
| 196 | 1 |  |  |  |  | 2 | my $D = $self->{payoff}[1][1]; | 
| 197 |  |  |  |  |  |  |  | 
| 198 | 1 |  |  |  |  | 2 | my ( $x, $y ); | 
| 199 | 1 |  |  |  |  | 3 | $x = abs( $D - $C ); | 
| 200 | 1 |  |  |  |  | 2 | $y = abs( $A - $B ); | 
| 201 | 1 |  |  |  |  | 2 | my $i = $x / ( $x + $y ); | 
| 202 | 1 |  |  |  |  | 2 | my $j = $y / ( $x + $y ); | 
| 203 | 1 |  |  |  |  | 2 | $player = [ $i, $j ]; | 
| 204 |  |  |  |  |  |  |  | 
| 205 | 1 |  |  |  |  | 2 | $x = abs( $D - $B ); | 
| 206 | 1 |  |  |  |  | 2 | $y = abs( $A - $C ); | 
| 207 | 1 |  |  |  |  | 2 | $i = $x / ( $x + $y ); | 
| 208 | 1 |  |  |  |  | 2 | $j = $y / ( $x + $y ); | 
| 209 | 1 |  |  |  |  | 1 | $opponent = [ $i, $j ]; | 
| 210 |  |  |  |  |  |  |  | 
| 211 | 1 |  |  |  |  | 7 | return [ $player, $opponent ]; | 
| 212 |  |  |  |  |  |  | } | 
| 213 |  |  |  |  |  |  |  | 
| 214 |  |  |  |  |  |  |  | 
| 215 |  |  |  |  |  |  | sub row_reduce | 
| 216 |  |  |  |  |  |  | { | 
| 217 | 2 |  |  | 2 | 1 | 332 | my ($self) = @_; | 
| 218 |  |  |  |  |  |  |  | 
| 219 | 2 |  |  |  |  | 4 | my @spliced; | 
| 220 |  |  |  |  |  |  |  | 
| 221 | 2 |  |  |  |  | 3 | my $rsize = @{ $self->{payoff} } - 1; | 
|  | 2 |  |  |  |  | 5 |  | 
| 222 | 2 |  |  |  |  | 3 | my $csize = @{ $self->{payoff}[0] } - 1; | 
|  | 2 |  |  |  |  | 4 |  | 
| 223 |  |  |  |  |  |  |  | 
| 224 | 2 |  |  |  |  | 5 | for my $row ( 0 .. $rsize ) | 
| 225 |  |  |  |  |  |  | { | 
| 226 |  |  |  |  |  |  | #warn "R:$row = @{ $self->{payoff}[$row] }\n"; | 
| 227 | 7 |  |  |  |  | 14 | for my $r ( 0 .. $rsize ) | 
| 228 |  |  |  |  |  |  | { | 
| 229 | 25 | 100 |  |  |  | 50 | next if $r == $row; | 
| 230 |  |  |  |  |  |  | #warn "\tN:$r = @{ $self->{payoff}[$r] }\n"; | 
| 231 | 18 |  |  |  |  | 27 | my @cmp; | 
| 232 | 18 |  |  |  |  | 28 | for my $x ( 0 .. $csize ) | 
| 233 |  |  |  |  |  |  | { | 
| 234 | 54 | 100 |  |  |  | 109 | push @cmp, ( $self->{payoff}[$row][$x] <= $self->{payoff}[$r][$x] ? 1 : 0 ); | 
| 235 |  |  |  |  |  |  | } | 
| 236 |  |  |  |  |  |  | #warn "\t\tC:@cmp\n"; | 
| 237 | 18 | 100 |  | 30 |  | 54 | if ( all { $_ == 1 } @cmp ) | 
|  | 30 |  |  |  |  | 74 |  | 
| 238 |  |  |  |  |  |  | { | 
| 239 | 3 |  |  |  |  | 19 | push @spliced, $row; | 
| 240 |  |  |  |  |  |  | } | 
| 241 |  |  |  |  |  |  | } | 
| 242 |  |  |  |  |  |  | } | 
| 243 |  |  |  |  |  |  |  | 
| 244 | 2 |  |  |  |  | 9 | $self->_reduce_game( $self->{payoff}, \@spliced, 1 ); | 
| 245 |  |  |  |  |  |  |  | 
| 246 | 2 |  |  |  |  | 15 | return $self->{payoff}; | 
| 247 |  |  |  |  |  |  | } | 
| 248 |  |  |  |  |  |  |  | 
| 249 |  |  |  |  |  |  |  | 
| 250 |  |  |  |  |  |  | sub col_reduce | 
| 251 |  |  |  |  |  |  | { | 
| 252 | 3 |  |  | 3 | 1 | 348 | my ($self) = @_; | 
| 253 |  |  |  |  |  |  |  | 
| 254 | 3 |  |  |  |  | 5 | my @spliced; | 
| 255 |  |  |  |  |  |  |  | 
| 256 | 3 |  |  |  |  | 9 | my $transposed = transpose( $self->{payoff} ); | 
| 257 |  |  |  |  |  |  |  | 
| 258 | 3 |  |  |  |  | 106 | my $rsize = @$transposed - 1; | 
| 259 | 3 |  |  |  |  | 5 | my $csize = @{ $transposed->[0] } - 1; | 
|  | 3 |  |  |  |  | 6 |  | 
| 260 |  |  |  |  |  |  |  | 
| 261 | 3 |  |  |  |  | 6 | for my $row ( 0 .. $rsize ) | 
| 262 |  |  |  |  |  |  | { | 
| 263 |  |  |  |  |  |  | #warn "R:$row = @{ $transposed->[$row] }\n"; | 
| 264 | 10 |  |  |  |  | 18 | for my $r ( 0 .. $rsize ) | 
| 265 |  |  |  |  |  |  | { | 
| 266 | 34 | 100 |  |  |  | 92 | next if $r == $row; | 
| 267 |  |  |  |  |  |  | #warn "\tN:$r = @{ $transposed->[$r] }\n"; | 
| 268 | 24 |  |  |  |  | 78 | my @cmp; | 
| 269 | 24 |  |  |  |  | 43 | for my $x ( 0 .. $csize ) | 
| 270 |  |  |  |  |  |  | { | 
| 271 | 72 | 100 |  |  |  | 158 | push @cmp, ( $transposed->[$row][$x] >= $transposed->[$r][$x] ? 1 : 0 ); | 
| 272 |  |  |  |  |  |  | } | 
| 273 |  |  |  |  |  |  | #warn "\t\tC:@cmp\n"; | 
| 274 | 24 | 100 |  | 42 |  | 70 | if ( all { $_ == 1 } @cmp ) | 
|  | 42 |  |  |  |  | 103 |  | 
| 275 |  |  |  |  |  |  | { | 
| 276 | 3 |  |  |  |  | 8 | push @spliced, $row; | 
| 277 |  |  |  |  |  |  | } | 
| 278 |  |  |  |  |  |  | } | 
| 279 |  |  |  |  |  |  | } | 
| 280 |  |  |  |  |  |  |  | 
| 281 | 3 |  |  |  |  | 9 | $self->_reduce_game( $transposed, \@spliced, 2 ); | 
| 282 |  |  |  |  |  |  |  | 
| 283 | 3 |  |  |  |  | 11 | $self->{payoff} = transpose( $transposed ); | 
| 284 |  |  |  |  |  |  |  | 
| 285 | 3 |  |  |  |  | 108 | return $self->{payoff}; | 
| 286 |  |  |  |  |  |  | } | 
| 287 |  |  |  |  |  |  |  | 
| 288 |  |  |  |  |  |  | sub _reduce_game | 
| 289 |  |  |  |  |  |  | { | 
| 290 | 5 |  |  | 5 |  | 45 | my ( $self, $payoff, $spliced, $player ) = @_; | 
| 291 |  |  |  |  |  |  |  | 
| 292 | 5 |  |  |  |  | 8 | my $seen = 0; | 
| 293 | 5 |  |  |  |  | 10 | for my $row ( @$spliced ) | 
| 294 |  |  |  |  |  |  | { | 
| 295 | 6 |  |  |  |  | 10 | $row -= $seen++; | 
| 296 |  |  |  |  |  |  | # Reduce the payoff column | 
| 297 | 6 |  |  |  |  | 13 | splice @$payoff, $row, 1; | 
| 298 |  |  |  |  |  |  | # Eliminate the strategy of the opponent | 
| 299 | 6 | 50 |  |  |  | 32 | delete $self->{$player}{$row + 1} if exists $self->{$player}{$row + 1}; | 
| 300 |  |  |  |  |  |  | } | 
| 301 |  |  |  |  |  |  | } | 
| 302 |  |  |  |  |  |  |  | 
| 303 |  |  |  |  |  |  |  | 
| 304 |  |  |  |  |  |  | sub mm_tally | 
| 305 |  |  |  |  |  |  | { | 
| 306 | 2 |  |  | 2 | 1 | 666 | my ($self) = @_; | 
| 307 |  |  |  |  |  |  |  | 
| 308 | 2 |  |  |  |  | 4 | my $mm_tally; | 
| 309 |  |  |  |  |  |  |  | 
| 310 | 2 | 100 | 66 |  |  | 11 | if ( $self->{payoff1} && $self->{payoff2} ) | 
| 311 |  |  |  |  |  |  | { | 
| 312 |  |  |  |  |  |  | # Find maximum of row minimums for the player | 
| 313 | 1 |  |  |  |  | 3 | $mm_tally = $self->_tally_max( $mm_tally, 1, $self->{payoff1} ); | 
| 314 |  |  |  |  |  |  |  | 
| 315 |  |  |  |  |  |  | # Find minimum of column maximums for the opponent | 
| 316 | 1 |  |  |  |  | 2 | my @m = (); | 
| 317 | 1 |  |  |  |  | 3 | my %s = (); | 
| 318 |  |  |  |  |  |  |  | 
| 319 | 1 |  |  |  |  | 4 | my $transposed = transpose( $self->{payoff2} ); | 
| 320 |  |  |  |  |  |  |  | 
| 321 | 1 |  |  |  |  | 26 | for my $row ( 0 .. @$transposed - 1 ) | 
| 322 |  |  |  |  |  |  | { | 
| 323 | 2 |  |  |  |  | 4 | $s{$row} = min @{ $transposed->[$row] }; | 
|  | 2 |  |  |  |  | 6 |  | 
| 324 | 2 |  |  |  |  | 4 | push @m, $s{$row}; | 
| 325 |  |  |  |  |  |  | } | 
| 326 |  |  |  |  |  |  |  | 
| 327 | 1 |  |  |  |  | 3 | $mm_tally->{2}{value} = max @m; | 
| 328 |  |  |  |  |  |  |  | 
| 329 | 1 |  |  |  |  | 4 | for my $row ( sort keys %s ) | 
| 330 |  |  |  |  |  |  | { | 
| 331 | 2 | 100 |  |  |  | 4 | push @{ $mm_tally->{2}{strategy} }, ( $s{$row} == $mm_tally->{2}{value} ? 1 : 0 ); | 
|  | 2 |  |  |  |  | 7 |  | 
| 332 |  |  |  |  |  |  | } | 
| 333 |  |  |  |  |  |  | } | 
| 334 |  |  |  |  |  |  | else | 
| 335 |  |  |  |  |  |  | { | 
| 336 |  |  |  |  |  |  | # Find maximum of row minimums | 
| 337 | 1 |  |  |  |  | 4 | $mm_tally = $self->_tally_max( $mm_tally, 1, $self->{payoff} ); | 
| 338 |  |  |  |  |  |  |  | 
| 339 |  |  |  |  |  |  | # Find minimum of column maximums | 
| 340 | 1 |  |  |  |  | 2 | my @m = (); | 
| 341 | 1 |  |  |  |  | 2 | my %s = (); | 
| 342 |  |  |  |  |  |  |  | 
| 343 | 1 |  |  |  |  | 21 | my $transposed = transpose( $self->{payoff} ); | 
| 344 |  |  |  |  |  |  |  | 
| 345 | 1 |  |  |  |  | 41 | for my $row ( 0 .. @$transposed - 1 ) | 
| 346 |  |  |  |  |  |  | { | 
| 347 | 4 |  |  |  |  | 4 | $s{$row} = max @{ $transposed->[$row] }; | 
|  | 4 |  |  |  |  | 11 |  | 
| 348 | 4 |  |  |  |  | 9 | push @m, $s{$row}; | 
| 349 |  |  |  |  |  |  | } | 
| 350 |  |  |  |  |  |  |  | 
| 351 | 1 |  |  |  |  | 4 | $mm_tally->{2}{value} = min @m; | 
| 352 |  |  |  |  |  |  |  | 
| 353 | 1 |  |  |  |  | 4 | for my $row ( sort keys %s ) | 
| 354 |  |  |  |  |  |  | { | 
| 355 | 4 | 100 |  |  |  | 5 | push @{ $mm_tally->{2}{strategy} }, ( $s{$row} == $mm_tally->{2}{value} ? 1 : 0 ); | 
|  | 4 |  |  |  |  | 14 |  | 
| 356 |  |  |  |  |  |  | } | 
| 357 |  |  |  |  |  |  | } | 
| 358 |  |  |  |  |  |  |  | 
| 359 | 2 |  |  |  |  | 18 | return $mm_tally; | 
| 360 |  |  |  |  |  |  | } | 
| 361 |  |  |  |  |  |  |  | 
| 362 |  |  |  |  |  |  | sub _tally_max | 
| 363 |  |  |  |  |  |  | { | 
| 364 | 2 |  |  | 2 |  | 5 | my ( $self, $mm_tally, $player, $payoff ) = @_; | 
| 365 |  |  |  |  |  |  |  | 
| 366 | 2 |  |  |  |  | 4 | my @m; | 
| 367 |  |  |  |  |  |  | my %s; | 
| 368 |  |  |  |  |  |  |  | 
| 369 |  |  |  |  |  |  | # Find maximum of row minimums | 
| 370 | 2 |  |  |  |  | 6 | for my $row ( 0 .. @$payoff - 1 ) | 
| 371 |  |  |  |  |  |  | { | 
| 372 | 5 |  |  |  |  | 8 | $s{$row} = min @{ $payoff->[$row] }; | 
|  | 5 |  |  |  |  | 16 |  | 
| 373 | 5 |  |  |  |  | 12 | push @m, $s{$row}; | 
| 374 |  |  |  |  |  |  | } | 
| 375 |  |  |  |  |  |  |  | 
| 376 | 2 |  |  |  |  | 7 | $mm_tally->{$player}{value} = max @m; | 
| 377 |  |  |  |  |  |  |  | 
| 378 | 2 |  |  |  |  | 10 | for my $row ( sort keys %s ) | 
| 379 |  |  |  |  |  |  | { | 
| 380 | 5 | 100 |  |  |  | 9 | push @{ $mm_tally->{$player}{strategy} }, ( $s{$row} == $mm_tally->{$player}{value} ? 1 : 0 ); | 
|  | 5 |  |  |  |  | 16 |  | 
| 381 |  |  |  |  |  |  | } | 
| 382 |  |  |  |  |  |  |  | 
| 383 | 2 |  |  |  |  | 7 | return $mm_tally; | 
| 384 |  |  |  |  |  |  | } | 
| 385 |  |  |  |  |  |  |  | 
| 386 |  |  |  |  |  |  |  | 
| 387 |  |  |  |  |  |  | sub pareto_optimal | 
| 388 |  |  |  |  |  |  | { | 
| 389 | 4 |  |  | 4 | 1 | 339 | my ($self) = @_; | 
| 390 |  |  |  |  |  |  |  | 
| 391 | 4 |  |  |  |  | 6 | my $pareto_optimal; | 
| 392 |  |  |  |  |  |  |  | 
| 393 | 4 |  |  |  |  | 7 | my $rsize = @{ $self->{payoff1} } - 1; | 
|  | 4 |  |  |  |  | 9 |  | 
| 394 | 4 |  |  |  |  | 6 | my $csize = @{ $self->{payoff1}[0] } - 1; | 
|  | 4 |  |  |  |  | 8 |  | 
| 395 |  |  |  |  |  |  |  | 
| 396 |  |  |  |  |  |  | # Compare each row & column with every other | 
| 397 | 4 |  |  |  |  | 9 | for my $row ( 0 .. $rsize ) | 
| 398 |  |  |  |  |  |  | { | 
| 399 | 8 |  |  |  |  | 16 | for my $col ( 0 .. $csize ) | 
| 400 |  |  |  |  |  |  | { | 
| 401 |  |  |  |  |  |  | #warn "RC:$row,$col = ($self->{payoff1}[$row][$col],$self->{payoff2}[$row][$col])\n"; | 
| 402 |  |  |  |  |  |  |  | 
| 403 |  |  |  |  |  |  | # Find all pairs to compare against | 
| 404 | 16 |  |  |  |  | 23 | my %seen; | 
| 405 | 16 |  |  |  |  | 26 | for my $r ( 0 .. $rsize ) | 
| 406 |  |  |  |  |  |  | { | 
| 407 | 32 |  |  |  |  | 52 | for my $c ( 0 .. $csize ) | 
| 408 |  |  |  |  |  |  | { | 
| 409 | 64 | 100 | 100 |  |  | 267 | next if ( $r == $row && $c == $col ) || $seen{"$r,$c"}++; | 
|  |  |  | 66 |  |  |  |  | 
| 410 |  |  |  |  |  |  |  | 
| 411 | 48 |  |  |  |  | 82 | my $p = $self->{payoff1}[$row][$col]; | 
| 412 | 48 |  |  |  |  | 66 | my $q = $self->{payoff2}[$row][$col]; | 
| 413 |  |  |  |  |  |  | #warn "\trc:$r,$c = ($self->{payoff1}[$r][$c],$self->{payoff2}[$r][$c])\n"; | 
| 414 |  |  |  |  |  |  |  | 
| 415 | 48 | 100 | 100 |  |  | 146 | if ( $p >= $self->{payoff1}[$r][$c] && $q >= $self->{payoff2}[$r][$c] ) | 
| 416 |  |  |  |  |  |  | { | 
| 417 |  |  |  |  |  |  | #warn "\t\t$row,$col > $r,$c at ($p,$q)\n"; | 
| 418 |  |  |  |  |  |  | # XXX We exploit the unique key feature of perl hashes | 
| 419 | 8 |  |  |  |  | 33 | $pareto_optimal->{ "$row,$col" } = [ $p, $q ]; | 
| 420 |  |  |  |  |  |  | } | 
| 421 |  |  |  |  |  |  | } | 
| 422 |  |  |  |  |  |  | } | 
| 423 |  |  |  |  |  |  | } | 
| 424 |  |  |  |  |  |  | } | 
| 425 |  |  |  |  |  |  |  | 
| 426 | 4 |  |  |  |  | 25 | return $pareto_optimal; | 
| 427 |  |  |  |  |  |  | } | 
| 428 |  |  |  |  |  |  |  | 
| 429 |  |  |  |  |  |  |  | 
| 430 |  |  |  |  |  |  | sub nash | 
| 431 |  |  |  |  |  |  | { | 
| 432 | 7 |  |  | 7 | 1 | 2397 | my ($self) = @_; | 
| 433 |  |  |  |  |  |  |  | 
| 434 | 7 |  |  |  |  | 12 | my $nash; | 
| 435 |  |  |  |  |  |  |  | 
| 436 | 7 |  |  |  |  | 12 | my $rsize = @{ $self->{payoff1} } - 1; | 
|  | 7 |  |  |  |  | 15 |  | 
| 437 | 7 |  |  |  |  | 12 | my $csize = @{ $self->{payoff1}[0] } - 1; | 
|  | 7 |  |  |  |  | 11 |  | 
| 438 |  |  |  |  |  |  |  | 
| 439 |  |  |  |  |  |  | # Find all row & column max pairs | 
| 440 | 7 |  |  |  |  | 19 | for my $row ( 0 .. $rsize ) | 
| 441 |  |  |  |  |  |  | { | 
| 442 | 15 |  |  |  |  | 24 | my $rmax = max @{ $self->{payoff2}[$row] }; | 
|  | 15 |  |  |  |  | 39 |  | 
| 443 |  |  |  |  |  |  |  | 
| 444 | 15 |  |  |  |  | 28 | for my $col ( 0 .. $csize ) | 
| 445 |  |  |  |  |  |  | { | 
| 446 |  |  |  |  |  |  | #warn "RC:$row,$col = ($self->{payoff1}[$row][$col],$self->{payoff2}[$row][$col])\n"; | 
| 447 |  |  |  |  |  |  |  | 
| 448 | 36 |  |  |  |  | 53 | my @col; | 
| 449 | 36 |  |  |  |  | 58 | for my $r ( 0 .. $rsize ) | 
| 450 |  |  |  |  |  |  | { | 
| 451 | 84 |  |  |  |  | 134 | push @col, $self->{payoff1}[$r][$col]; | 
| 452 |  |  |  |  |  |  | } | 
| 453 | 36 |  |  |  |  | 70 | my $cmax = max @col; | 
| 454 |  |  |  |  |  |  |  | 
| 455 | 36 |  |  |  |  | 53 | my $p = $self->{payoff1}[$row][$col]; | 
| 456 | 36 |  |  |  |  | 55 | my $q = $self->{payoff2}[$row][$col]; | 
| 457 |  |  |  |  |  |  |  | 
| 458 | 36 | 100 | 100 |  |  | 100 | if ( $p == $cmax && $q == $rmax ) | 
| 459 |  |  |  |  |  |  | { | 
| 460 |  |  |  |  |  |  | #warn "\t$p == $cmax && $q == $rmax\n"; | 
| 461 | 10 |  |  |  |  | 42 | $nash->{"$row,$col"} = [ $p, $q ]; | 
| 462 |  |  |  |  |  |  | } | 
| 463 |  |  |  |  |  |  | } | 
| 464 |  |  |  |  |  |  | } | 
| 465 |  |  |  |  |  |  |  | 
| 466 | 7 |  |  |  |  | 44 | return $nash; | 
| 467 |  |  |  |  |  |  | } | 
| 468 |  |  |  |  |  |  |  | 
| 469 |  |  |  |  |  |  |  | 
| 470 |  |  |  |  |  |  | sub play | 
| 471 |  |  |  |  |  |  | { | 
| 472 | 4 |  |  | 4 | 1 | 671 | my ( $self, %strategies ) = @_; | 
| 473 |  |  |  |  |  |  |  | 
| 474 | 4 |  |  |  |  | 9 | my $play; | 
| 475 |  |  |  |  |  |  |  | 
| 476 |  |  |  |  |  |  | # Allow for alternate strategies | 
| 477 | 4 |  |  |  |  | 16 | $self->{$_} = $strategies{$_} for keys %strategies; | 
| 478 |  |  |  |  |  |  |  | 
| 479 | 4 |  |  |  |  | 20 | my $rplay = $self->_player_move(1); | 
| 480 | 4 |  |  |  |  | 269 | my $cplay = $self->_player_move(2); | 
| 481 |  |  |  |  |  |  |  | 
| 482 |  |  |  |  |  |  | $play->{ "$rplay,$cplay" } = exists $self->{payoff} && $self->{payoff} | 
| 483 |  |  |  |  |  |  | ? $self->{payoff}[$rplay - 1][$cplay - 1] | 
| 484 | 4 | 100 | 66 |  |  | 199 | : [ $self->{payoff1}[$rplay - 1][$cplay - 1], $self->{payoff2}[$rplay - 1][$cplay - 1] ]; | 
| 485 |  |  |  |  |  |  |  | 
| 486 | 4 |  |  |  |  | 25 | return $play; | 
| 487 |  |  |  |  |  |  | } | 
| 488 |  |  |  |  |  |  |  | 
| 489 |  |  |  |  |  |  | sub _player_move { | 
| 490 | 8 |  |  | 8 |  | 18 | my ( $self, $player ) = @_; | 
| 491 |  |  |  |  |  |  |  | 
| 492 | 8 |  |  |  |  | 13 | my $keys    = [ sort keys %{ $self->{$player} } ]; | 
|  | 8 |  |  |  |  | 36 |  | 
| 493 | 8 |  |  |  |  | 22 | my $weights = [ map { $self->{$player}{$_} } @$keys ]; | 
|  | 16 |  |  |  |  | 36 |  | 
| 494 |  |  |  |  |  |  |  | 
| 495 |  |  |  |  |  |  | # Handle the [0, 0, ...] edge case | 
| 496 | 8 | 50 |  |  |  | 34 | $weights = [ (1) x @$weights ] if 0 == sum0 @$weights; | 
| 497 |  |  |  |  |  |  |  | 
| 498 | 8 |  |  |  |  | 26 | return choose_weighted( $keys, $weights ); | 
| 499 |  |  |  |  |  |  | } | 
| 500 |  |  |  |  |  |  |  | 
| 501 |  |  |  |  |  |  | 1; | 
| 502 |  |  |  |  |  |  |  | 
| 503 |  |  |  |  |  |  | __END__ |