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JOB #%-12345X@PJL @PJL SET HOLD=OFF @PJL SET RESOLUTION = 600 @PJL SET BITSPERPIXEL = 2 @PJL SET ECONOMODE = OFF @PJL ENTER LANGUAGE = POSTSCRIPT %!PS-Adobe-3.0 %%Title: Microsoft PowerPoint - Kurtz-amortized_combined.ppt %%Creator: Pscript.dll Version 5.0 %%CreationDate: 4/3/2003 12:45:17 %%BoundingBox: (atend) %%DocumentNeededResources: (atend) %%DocumentSuppliedResources: (atend) %%DocumentData: Clean7Bit %%TargetDevice: (HP LaserJet 4100 ) (3010.107) 0 %%LanguageLevel: 3 % %%EndComments %%BeginDefaults % %%EndDefaults %%BeginProlog %%BeginResource: file Pscript_WinNT_ErrorHandler 5.0 0 /currentpacking where{pop/oldpack currentpacking def/setpacking where{pop false setpacking}if}if/$brkpage 64 dict def $brkpage begin/prnt{dup type/stringtype ne{=string cvs}if dup length 6 mul/tx exch def/ty 10 def currentpoint/toy exch def/tox exch def 1 setgray newpath tox toy 2 sub moveto 0 ty rlineto tx 0 rlineto 0 ty neg rlineto closepath fill tox toy moveto 0 setgray show}bind def /nl{currentpoint exch pop lmargin exch moveto 0 -10 rmoveto}def/=={/cp 0 def typeprint nl}def/typeprint{dup type exec}readonly def/lmargin 72 def/rmargin 72 def/tprint{dup length cp add rmargin gt{nl/cp 0 def}if dup length cp add/cp exch def prnt}readonly def/cvsprint{=string cvs tprint( )tprint}readonly def /integertype{cvsprint}readonly def/realtype{cvsprint}readonly def/booleantype {cvsprint}readonly def/operatortype{(--)tprint =string cvs tprint(-- )tprint} readonly def/marktype{pop(-mark- )tprint}readonly def/dicttype{pop (-dictionary- )tprint}readonly def/nulltype{pop(-null- )tprint}readonly def /filetype{pop(-filestream- )tprint}readonly def/savetype{pop(-savelevel- ) tprint}readonly def/fonttype{pop(-fontid- )tprint}readonly def/nametype{dup xcheck not{(/)tprint}if cvsprint}readonly def/stringtype{dup rcheck{(\()tprint tprint(\))tprint}{pop(-string- )tprint}ifelse}readonly def/arraytype{dup rcheck {dup xcheck{({)tprint{typeprint}forall(})tprint}{([)tprint{typeprint}forall(]) tprint}ifelse}{pop(-array- )tprint}ifelse}readonly def/packedarraytype{dup rcheck{dup xcheck{({)tprint{typeprint}forall(})tprint}{([)tprint{typeprint} forall(])tprint}ifelse}{pop(-packedarray- )tprint}ifelse}readonly def/courier /Courier findfont 10 scalefont def end errordict/handleerror{systemdict begin $error begin $brkpage begin newerror{/newerror false store vmstatus pop pop 0 ne{grestoreall}if showpage initgraphics courier setfont lmargin 720 moveto errorname(VMError)eq{PrtVMMsg}{(ERROR: )prnt errorname prnt nl (OFFENDING COMMAND: )prnt/command load prnt $error/ostack known{nl nl(STACK:) prnt nl nl $error/ostack get aload length{==}repeat}if}ifelse systemdict /showpage get exec(%%[ Error: )print errorname =print(; OffendingCommand: ) print/command load =print( ]%%)= flush}if end end end}dup 0 systemdict put dup 4 $brkpage put bind readonly put/currentpacking where{pop/setpacking where{pop oldpack setpacking}if}if %%EndResource userdict /Pscript_WinNT_Incr 230 dict dup begin put %%BeginResource: file Pscript_FatalError 5.0 0 /FatalErrorIf{{initgraphics findfont 1 index 0 eq{exch pop}{dup length dict begin{1 index/FID ne{def}{pop pop}ifelse}forall/Encoding{ISOLatin1Encoding} stopped{StandardEncoding}if def currentdict end/ErrFont-Latin1 exch definefont} ifelse exch scalefont setfont counttomark 3 div cvi{moveto show}repeat showpage quit}{cleartomark}ifelse}bind def %%EndResource userdict begin/PrtVMMsg{vmstatus exch sub exch pop gt{[ (This job requires more memory than is available in this printer.)100 500 (Try one or more of the following, and then print again:)100 485 (For the output format, choose Optimize For Portability.)115 470 (In the Device Settings page, make sure the Available PostScript Memory is accurate.) 115 455(Reduce the number of fonts in the document.)115 440 (Print the document in parts.)115 425 12/Times-Roman showpage (%%[ PrinterError: Low Printer VM ]%%)= true FatalErrorIf}if}bind def end version cvi 2016 ge{/VM?{pop}bind def}{/VM? 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(Start with empty stack)[148 74 119 89 74 66 193 74 73 134 67 118 207 134 74 133 66 104 74 119 119 0]xS F0SE9 Ji 651 2873 M <96>S 839 2873 M (Stack can be no larger than O\(n\))[130 65 103 103 117 58 103 103 117 58 117 103 58 117 117 58 65 103 78 116 103 78 58 65 117 103 117 58 168 79 117 0]xS 651 3210 M <96>S 839 3210 M (So a )[130 117 58 103 0]xS 1306 3210 M (multipop )[180 117 65 65 64 117 117 117 0]xS 2206 3210 M (operation could have complexity O\(n\))[117 117 103 78 103 64 65 117 117 58 103 117 116 65 117 57 117 103 117 103 58 103 117 180 118 65 103 117 65 64 117 58 168 78 117 0]xS 651 3546 M <96>S 839 3546 M (Since there are n operations, an upper bound on )[130 65 117 103 103 58 65 117 103 78 103 58 103 78 103 58 117 58 117 117 104 78 103 65 65 117 116 91 58 58 103 117 58 117 117 117 103 78 58 117 117 116 117 117 58 117 117 0]xS 839 3827 M (complexity is O\(n)[103 117 180 117 65 103 117 65 64 117 58 65 91 58 168 78 0]xS /F0S9E F0 [158 0 0 -158 0 0 ] mFS F0S9E Ji 2522 3760 M (2)S F0SE9 Ji 2601 3827 M (\))S F0S10B Ji 351 4201 M <95>S 576 4201 M (Although this is a valid upper bound, it grossly )[193 74 74 133 134 133 133 133 67 74 134 74 104 67 74 104 66 119 66 134 119 74 73 134 66 134 133 133 119 89 66 134 133 133 134 133 66 67 74 74 67 133 88 134 104 104 74 134 0]xS 576 4521 M (overestimates the upper bound)[134 133 119 89 119 104 74 73 208 119 74 119 104 67 73 134 118 67 133 134 133 119 89 66 133 133 134 133 0]xS LH (%%[Page: 3]%%) = % %%PageTrailer %%EndPageComments %%BeginPageSetup /DeviceRGB dup setcolorspace /colspABC exch def mysetup concat colspRefresh % %%EndPageSetup /DeviceGray dup setcolorspace /colspABC exch def : N 191 191 6000 4500 rp C 1 0 scol L ; 0 0 scol F0S16F Ji 1449 701 M (An Amortized Analysis)[265 184 91 264 285 184 122 102 102 162 163 183 92 264 183 163 102 184 143 101 0]xS F0S10B Ji 351 1178 M <95>S 576 1178 M (Claim )[178 74 119 74 208 0]xS 1295 1178 M (-)S F1S10B Ji 1450 1178 M (any)[133 134 0]xS F0S10B Ji 1903 1178 M (sequence of push, pop, )[104 118 133 134 118 134 119 118 67 133 89 66 134 133 104 134 67 66 133 134 133 67 0]xS 4407 1178 M (multipop )[208 134 74 73 74 133 133 133 0]xS 5436 1178 M (has )[134 119 104 0]xS 576 1498 M (at most worst case complexity of O\(n\))[119 74 67 207 134 104 74 66 193 134 89 104 73 67 119 119 103 119 67 118 134 207 134 74 118 134 74 74 133 67 133 89 66 192 89 133 0]xS F0SE9 Ji 651 1843 M <96>S 839 1843 M (each object can be popped at most one time for each )[103 103 103 117 58 117 117 65 103 103 65 58 103 103 117 58 117 103 58 117 117 117 117 103 117 58 103 65 58 181 117 91 65 58 117 117 103 58 64 64 180 104 58 78 117 78 58 103 103 104 117 0]xS 839 2123 M (time it is pushed)[65 65 180 103 58 65 65 58 65 91 58 117 117 91 117 103 0]xS 651 2460 M <96>S 839 2460 M (the number of push operations is O\(n\) at most)[65 117 103 58 117 117 180 117 103 78 58 117 78 58 117 117 91 117 58 116 117 103 78 103 65 65 117 116 91 58 64 91 58 168 78 117 78 58 103 65 59 180 117 91 0]xS 651 2796 M <96>S 839 2796 M (so the number of pops, either from pop or )[91 117 58 65 117 103 58 117 117 180 117 103 78 58 117 78 58 117 117 116 91 58 58 103 65 65 117 103 78 58 78 78 117 180 58 117 117 117 58 117 78 0]xS 4791 2796 M (multipop)[180 117 65 65 65 117 117 0]xS 5634 2796 M (, is )[58 58 64 91 0]xS 839 3077 M (at most O\(n\))[103 65 58 180 117 91 65 58 168 79 117 0]xS 651 3413 M <96>S 839 3413 M (the overall complexity is O\(n\))[65 117 103 58 117 117 103 78 103 65 64 58 103 117 180 117 65 103 117 65 65 117 58 65 91 58 168 78 117 0]xS F0S10B Ji 351 3787 M <95>S 576 3787 M (The amortized cost is O\(n\)/n = O\(1\))[163 134 118 67 118 208 133 89 74 74 119 118 134 67 118 133 104 74 67 74 104 67 193 88 134 88 74 134 66 151 66 193 88 134 0]xS 351 4171 M <95>S 576 4171 M (Question )[193 134 119 104 74 73 134 133 0]xS 1607 4171 M (-)S 1763 4171 M (would this still be true if we had a )[192 133 134 74 133 66 74 134 74 104 67 104 74 74 74 74 66 134 119 67 73 89 133 119 67 73 88 67 193 119 66 134 118 134 67 118 0]xS 576 4491 M (multipush )[208 134 74 73 74 133 134 103 134 0]xS 1710 4491 M (and a )[118 133 134 67 118 0]xS 2346 4491 M (multipop)[208 134 74 73 74 133 133 0]xS 3308 4491 M (?)S LH (%%[Page: 4]%%) = % %%PageTrailer %%EndPageComments %%BeginPageSetup /DeviceRGB dup setcolorspace /colspABC exch def mysetup concat colspRefresh % %%EndPageSetup /DeviceGray dup setcolorspace /colspABC exch def : N 191 191 6000 4500 rp C 1 0 scol L ; 0 0 scol F0S16F Ji 950 701 M (Incrementing Binary Numbers)[122 184 163 121 162 285 163 184 102 102 183 184 92 245 101 184 162 122 184 91 265 183 285 184 163 122 0]xS : : N 3432 741 2635 3050 irp C 1 0 scol O ; 1640 1898 1 205 2635 3050 3432 741 F F 3 [ 0 ] F X 0 0 Y JcE+WJcE+WJcE+WJcE+WJcE+WJcE+WJcE+WJcE+WJcE+WJcE+WJcE+WJcE+WJcE+WJcE+WJcE+W JcE+WJcE+WJcE+WJcE+WJcE+WJcE+WJcE+WJcE+WJcE+WJcE+WJcE+WJcE+WJcE+WJcE+WJcE+W JcE+WJcE+WJcE+WJcE+WJcE+WJcE+WJcE+WJcE+WJcE+WJcE+WJcE+WJcE+WJcE+WJcE+WJcE+W 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1396 M (k)S 1112 1864 M (i)S 2034 1531 M (i)S /F1SED F1 [237.527 0 0 -237.527 F1SED Ji 0 0 ] mFS 0 0 ] mFS 0 0 ] mFS 0 0 ] mFS 0 0 ] mFS 0 0 ] mFS 1597 1637 M (i)S 1392 1637 M (A)S 738 1637 M (x)S F0SE9 Ji 251 2147 M <95>S 476 2147 M (Incrementing starting from 0)[78 117 103 78 103 181 103 117 65 64 117 117 58 91 65 103 78 64 65 117 116 58 78 78 117 181 58 0]xS 251 3974 M <95>S 476 3974 M (The diagram to the right counts the number of bit flips; )[142 117 103 58 117 65 103 117 78 103 181 58 65 117 58 65 117 103 58 78 65 117 117 65 58 103 117 116 117 65 91 57 65 117 103 58 117 117 180 117 103 78 58 117 78 58 117 65 65 58 78 65 65 116 91 65 0]xS 476 4226 M (for the first 16 numbers the total cost is 31; in general, for ) [78 117 78 58 65 117 103 58 78 65 78 90 65 58 117 117 58 117 117 180 117 103 78 91 58 65 117 103 58 65 117 65 102 65 58 103 117 91 65 58 64 91 58 117 116 65 58 65 117 58 117 103 117 103 78 102 65 58 58 78 117 78 0]xS 476 4478 M (n increments, what will the complexity be?)[117 58 65 117 103 78 103 180 104 117 65 91 58 58 168 117 103 65 58 168 65 65 65 58 65 117 103 58 103 116 180 117 65 103 117 65 65 117 58 116 103 0]xS LH (%%[Page: 5]%%) = % %%PageTrailer %%EndPageComments %%BeginPageSetup /DeviceRGB dup setcolorspace /colspABC exch def mysetup concat colspRefresh % %%EndPageSetup /DeviceGray dup setcolorspace /colspABC exch def : N 191 191 6000 4500 rp C 1 0 scol L ; 0 0 scol F0S16F Ji 1805 701 M (A Simple Analysis)[265 92 204 102 285 184 102 163 91 264 183 163 102 184 143 101 0]xS F0S10B Ji 351 1178 M <95>S 576 1178 M (We measure cost as the number of bit flips)[252 119 67 208 118 119 103 134 89 118 67 118 134 104 74 67 118 104 67 74 134 119 66 133 133 208 133 119 89 66 133 89 66 134 74 74 66 89 74 74 134 0]xS F0SE9 Ji 651 1523 M <96>S 839 1523 M (some operations only flip one bit)[91 117 180 103 58 117 117 103 79 103 65 65 117 116 91 58 117 116 64 117 58 78 65 65 117 58 117 117 103 57 117 65 0]xS 651 1860 M <96>S 839 1860 M (other operations ripple through the number and flip )[117 65 117 103 78 58 117 117 103 77 103 65 65 117 116 91 58 78 65 117 116 65 103 58 65 117 78 117 116 117 117 57 65 117 103 58 117 117 180 117 103 78 58 103 117 117 58 78 65 65 117 0]xS 839 2140 M (many bits)[180 103 117 117 58 117 65 65 0]xS 651 2477 M <96>S 839 2477 M (what is the average cost per operation?)[168 117 103 65 58 65 91 58 65 117 102 58 103 117 103 78 103 117 103 58 104 117 91 65 58 117 103 78 58 117 117 102 78 103 65 65 117 117 0]xS F0S10B Ji 351 2851 M <95>S 576 2851 M (A cursory analysis)[193 67 118 134 89 103 134 88 134 67 118 134 119 73 134 104 73 0]xS F0SE9 Ji 651 3196 M <96>S 839 3196 M (worst case for the increment operation is O\(k\))[168 117 78 91 65 58 103 103 91 103 58 78 117 78 58 65 117 103 58 65 117 103 78 103 181 103 117 65 58 117 117 103 78 103 65 65 117 117 58 64 91 58 168 78 117 0]xS 651 3533 M <96>S 839 3533 M (a sequence of n increment operations would have worst )[103 58 91 103 117 117 103 117 103 103 58 117 78 58 117 58 65 117 103 78 103 180 103 117 65 58 117 117 103 79 103 65 65 117 116 91 58 168 117 117 65 117 58 117 103 117 103 58 168 117 78 91 65 0]xS 839 3813 M (case behavior of O\( n k \))[103 103 91 103 58 117 103 117 103 117 65 117 78 58 117 78 58 168 78 58 118 58 117 58 0]xS F0S10B Ji 351 4187 M <95>S 576 4187 M (Although this is an upper bound, it is not very )[193 74 74 133 134 133 133 133 67 74 134 74 104 67 74 104 66 119 133 67 133 134 133 119 89 66 133 133 134 133 134 66 67 74 74 67 74 104 66 134 134 73 67 133 119 88 134 0]xS 576 4507 M (tight)[74 74 134 134 0]xS LH (%%[Page: 6]%%) = % %%PageTrailer %%EndPageComments %%BeginPageSetup /DeviceRGB dup setcolorspace /colspABC exch def mysetup concat colspRefresh % %%EndPageSetup /DeviceGray dup setcolorspace /colspABC exch def : N 191 191 6000 4500 rp C 1 0 scol L ; : : N 1191 2591 3200 1230 irp C 1 0 scol O ; 1280 492 1 160 3200 1230 1191 2591 F F 3 [ 0 ] F X 0 0 Y 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aT&.;!q60jrr<7Qp]LQq!+<nJVZ-Ycr;[%On,r^i!'nX*VZ-Y3r;ZtMn-B!krrC.?VZ-Y3r;ZtM n-B!krrC.?VZ6Po#64/ts82itaT&.;qu?s$i!9;[!!C=BVuHbrr;[''s54Ffqu?uCs/5ksrqug% !WV'gs82j%aT&1<!<2os#6Y"q5QC]_+3=J[rrE&s!!`c/pcnfX!'eR)SGrQia8_\0!/&>lJcF^/ JcF^/JcF^/JcF^/JcF^/JcF^/JcF^/JcF^/JcF^/JcF^/JcF^/JcF^/JcF^/JcF^/JcF^/JcF^/ JcF^/JcF^/JcF^/JcF^/JcF^/JcF^/JcF^/JcF^/JcF^/JcF^/JcF^/JcF^/JcF^/JcF^/JcF^/ JcF^/JcF^/JcF^/JcF^/JcF^/JcF^/~> Z ; 0 0 scol F0S16F Ji 1449 601 M (An Amortized Analysis)[265 184 91 264 285 184 122 102 102 162 163 183 92 264 183 163 102 184 143 101 0]xS F0S10B Ji 351 953 M <95>S 576 953 M (Not all bits are flipped each iteration)[193 134 74 66 119 74 74 66 134 73 74 104 67 119 89 118 67 89 74 73 133 134 118 134 67 119 118 119 133 66 74 74 119 89 119 74 73 134 0]xS F0SE9 Ji 651 1268 M <96>S 839 1268 M (A[0] is flipped every iteration; A[1] every other )[169 77 118 77 58 65 91 58 78 65 65 117 117 103 117 58 103 117 103 77 117 58 65 65 103 78 103 65 64 117 117 64 58 169 77 118 77 58 103 117 103 79 117 58 117 65 117 103 78 0]xS 839 1520 M (iteration)[65 65 103 78 103 65 64 117 0]xS 651 1828 M <96>S 839 1828 M (A[2] every fourth, and so forth)[169 77 118 77 58 103 117 103 78 118 58 78 117 117 78 65 117 58 58 103 117 117 58 91 117 58 78 117 78 65 0]xS 651 2141 M <96>S 839 2141 M (for i > )[78 117 78 58 65 58 131 0]xS 533 VM? 3 11728 172 <00010000ff5a02bf07690005002e4018041d000302051d0242000500ba07 04031d01020206a03f182b103c103cfd3c10f63c002feded103c10ed3130 05211133112102bffd4161025ea6080ff852>/TTE1C281A8t00 AddT42Char /TTE1C281A8t00 findfont /CharStrings get begin /bracketleftbt 172 def end /TTE1C281A8t00 findfont /Encoding get dup 2 /bracketleftbt put pop /F2SE9 F2 [233 0 0 -233 0 0 ] mFS F2SE9 Ji 1482 2141 M <02>S F0SE9 Ji 1571 2141 M (lg)[65 0]xS 1812 2141 M (n)S 533 VM? 3 13722 188 <00010023ff5a02e207690005002fb90001023d40150204051d0302000501 051d027f0703047f062028182b10f63c10f6ed3c103c002f3cfd3c10ee31 30013311213521028062fd41025d0769f7f16100>/TTE1C281A8t00 AddT42Char /TTE1C281A8t00 findfont /CharStrings get begin /bracketrightbt 188 def end /TTE1C281A8t00 findfont /Encoding get dup 3 /bracketrightbt put pop F2SE9 Ji 1929 2141 M <03>S F0SE9 Ji 2018 2141 M (, the bit A[i] never flips)[58 58 65 117 103 58 117 65 65 58 169 77 66 77 58 117 103 117 103 79 58 78 65 65 117 0]xS 651 2445 M <96>S 839 2445 M (summing all the bit flips we have)[91 117 181 180 65 117 117 58 103 65 65 58 65 117 103 58 117 64 65 58 78 65 65 116 91 58 168 103 58 117 104 117 0]xS F0S10B Ji 451 4128 M <95>S 676 4128 M (So it turns out the worst case is bounded by O\(n\))[148 134 67 74 73 67 74 133 89 133 104 67 133 134 74 67 73 134 119 66 193 134 89 104 73 67 119 119 103 119 67 74 104 67 133 133 134 133 134 118 134 66 134 133 67 192 89 133 0]xS 451 4511 M <95>S 676 4511 M (Therefore O\(n\) / n is only O\(1\) !)[163 134 118 89 118 89 133 88 119 67 193 88 134 88 67 74 66 134 67 74 104 66 133 134 74 133 66 193 89 133 89 66 0]xS LH (%%[Page: 7]%%) = % %%PageTrailer %%EndPageComments %%BeginPageSetup /DeviceRGB dup setcolorspace /colspABC exch def mysetup concat colspRefresh % %%EndPageSetup /DeviceGray dup setcolorspace /colspABC exch def : N 191 191 6000 4500 rp C 1 0 scol L ; 0 0 scol F0S16F Ji 1288 551 M (The Accounting Method)[224 184 162 92 264 163 162 184 183 184 101 102 184 183 92 325 163 102 183 184 0]xS F0SE9 Ji 451 947 M <95>S 676 947 M (Different charges are assigned to different operations)[168 65 78 78 103 78 103 117 65 58 104 117 103 78 117 103 91 58 103 78 103 58 103 91 91 65 116 117 103 117 58 64 117 58 117 65 78 78 103 78 103 117 64 58 117 117 103 78 103 65 65 117 116 0]xS /F0SC8 F0 [200 0 0 -200 0 0 ] mFS F0SC8 Ji 751 1242 M <96>S 939 1242 M (overcharges result in a credit)[100 100 89 67 89 99 89 67 99 89 78 50 67 89 78 100 55 56 49 56 100 49 89 50 89 66 89 100 55 0]xS 751 1529 M <96>S 939 1529 M (credits can be used later to help perform other operations whose) [89 67 89 99 55 56 78 50 88 89 100 50 99 89 50 100 78 89 100 49 56 88 56 88 67 50 55 100 50 100 89 56 100 50 99 89 67 66 100 67 154 50 100 56 100 89 67 50 100 100 88 67 88 56 56 100 100 78 50 144 100 100 78 0]xS 939 1769 M (amortized cost is less than actual)[89 154 100 67 56 55 89 89 100 49 88 100 78 56 50 56 78 49 55 89 78 78 50 56 99 89 100 50 89 88 56 99 89 0]xS 751 2057 M <96>S 939 2057 M (this is very different than the aggregate method in which all ) [56 99 56 78 50 56 78 50 99 89 67 100 49 100 56 66 66 89 67 89 99 56 50 56 99 88 100 50 56 100 89 49 89 100 100 66 89 99 89 55 89 50 154 89 56 100 100 100 49 55 100 50 144 100 56 89 100 50 88 55 56 0]xS 939 2296 M (operations have the same amortized cost )[100 100 89 67 88 55 56 100 100 78 50 99 89 100 89 49 56 100 89 50 77 89 155 89 50 89 154 100 67 55 56 88 89 100 49 89 100 78 56 0]xS F0SE9 Ji 451 2626 M <95>S 676 2626 M (Choice of amortized amounts)[155 117 117 65 103 103 58 117 78 58 103 180 117 78 65 65 103 103 117 59 103 180 117 117 117 65 0]xS F0SC8 Ji 751 2920 M <96>S 939 2920 M (the total amortized cost for any sequence must be an upper )[56 100 89 49 56 99 56 88 56 49 89 155 100 67 55 56 88 89 100 50 89 100 77 56 49 66 100 67 50 89 100 100 50 78 89 100 100 89 100 89 89 50 154 100 78 56 50 99 89 50 89 100 50 100 100 100 88 67 0]xS 939 3160 M (bound on the actual costs)[100 100 100 100 100 50 100 100 50 56 99 89 50 89 88 56 99 89 56 49 89 100 77 55 0]xS 751 3447 M <96>S 939 3447 M (the total credit assignment must be nonnegative)[56 100 89 49 56 99 56 88 56 49 89 67 88 100 55 56 50 89 78 77 56 100 100 154 89 100 56 50 154 100 78 56 50 100 89 50 99 100 100 100 89 100 88 55 56 100 0]xS 751 3735 M <96>S 939 3735 M (so the amortized amounts selected must never result in a )[78 100 50 56 100 89 49 89 154 100 67 55 56 88 89 100 50 89 154 100 100 100 55 78 50 78 89 56 88 88 56 89 100 50 154 100 78 56 50 100 89 99 89 67 50 66 89 77 100 55 56 50 56 100 49 89 0]xS 939 3974 M (negative credit)[100 89 100 88 55 56 100 89 50 88 67 88 100 55 0]xS LH (%%[Page: 8]%%) = % %%PageTrailer %%EndPageComments %%BeginPageSetup /DeviceRGB dup setcolorspace /colspABC exch def mysetup concat colspRefresh % %%EndPageSetup /DeviceGray dup setcolorspace /colspABC exch def : N 191 191 6000 4500 rp C 1 0 scol L ; 0 0 scol F0S16F Ji 1933 701 M (Stack Operations)[204 102 163 163 183 91 265 183 163 122 163 101 102 1 184 183 0]xS %%IncludeResource: font Times-Bold F /F4 0 /256 T /Times-Bold mF /F4SE9 F4 [233 0 0 -233 0 0 ] mFS F4SE9 Ji 651 1147 M (Operation)[181 130 103 103 117 78 65 117 0]xS 2748 1147 M (Actual cost)[168 103 78 130 117 65 58 103 118 91 0]xS 4255 1147 M (Amortized cost)[169 194 117 103 78 66 101 104 130 58 103 117 91 0]xS F0SE9 Ji 651 1484 M (Push)[130 117 91 0]xS 2748 1484 M (1)S 4255 1484 M (2)S 651 1820 M (Pop)[130 117 0]xS 2748 1820 M (1)S 4255 1820 M (0)S 651 2157 M (Multipop)[207 117 65 65 64 117 117 0]xS 2748 2157 M (min\(s,k\))[180 65 117 78 91 58 117 0]xS 4255 2157 M (0)S F0S10B Ji 351 2531 M <95>S 576 2531 M (Rationale)[178 119 74 74 133 134 119 74 0]xS F0SE9 Ji 651 2877 M <96>S 839 2877 M (since we start with an empty stack, pushes must be )[91 65 117 103 103 58 168 103 58 91 65 103 78 65 58 168 65 65 117 58 103 117 58 104 180 117 65 117 58 91 65 102 103 117 58 58 117 117 91 117 103 90 59 180 117 91 65 58 117 103 0]xS 839 3157 M (done first and this builds up the amortized credit)[117 117 117 103 58 78 65 78 90 65 58 103 117 117 58 65 117 64 91 58 117 116 65 65 116 91 58 117 117 58 65 117 102 58 104 180 117 78 65 65 103 103 117 58 103 78 103 117 65 0]xS 651 3493 M <96>S 839 3493 M (all pops are charged against this credit; there can never )[103 65 65 58 117 117 116 91 58 103 78 103 58 103 117 103 78 117 103 117 58 103 117 103 65 117 90 65 58 65 117 64 91 58 103 78 103 117 65 65 65 58 64 116 103 78 103 58 103 103 117 58 117 104 117 103 78 0]xS 839 3773 M (be more pops \(of either type\) than pushes)[117 103 58 180 117 78 104 58 117 117 117 91 58 78 117 78 58 103 65 64 117 103 78 58 65 117 117 103 78 58 64 117 103 117 58 117 117 90 117 103 0]xS 651 4110 M <96>S 839 4110 M (therefore the total amortized cost is O\(n\))[65 117 103 78 103 78 117 78 103 58 65 117 103 58 65 117 65 103 65 58 102 180 117 78 65 65 103 103 117 58 104 117 91 65 58 64 91 58 168 78 117 0]xS LH (%%[Page: 9]%%) = % %%PageTrailer %%EndPageComments %%BeginPageSetup /DeviceRGB dup setcolorspace /colspABC exch def mysetup concat colspRefresh % %%EndPageSetup /DeviceGray dup setcolorspace /colspABC exch def : N 191 191 6000 4500 rp C 1 0 scol L ; 0 0 scol F0S10B Ji 351 1178 M <95>S 576 1178 M (Amortized cost)[193 207 134 89 74 74 118 118 134 67 118 134 104 0]xS F0SE9 Ji 651 1523 M <96>S 839 1523 M (2 for setting a bit to 1)[117 58 78 117 78 58 91 103 65 65 64 116 117 58 103 58 117 65 65 58 65 117 58 0]xS 651 1860 M <96>S 839 1860 M (0 for setting a bit to 0)[117 58 78 117 78 58 91 103 65 65 64 116 117 58 103 58 117 65 65 58 65 117 58 0]xS 651 2196 M <96>S 839 2196 M (the credits for any number)[65 117 103 58 103 78 103 117 65 65 91 57 78 117 78 58 103 117 117 58 117 116 180 117 103 0]xS 839 2477 M (are the number of 1 bits)[103 78 103 58 65 117 103 58 117 117 180 117 103 78 58 117 79 58 117 59 117 65 64 0]xS F0S10B Ji 351 2851 M <95>S 576 2851 M (Analysis of the increment operation)[193 134 119 73 134 104 74 104 66 134 89 66 74 134 118 67 74 133 118 89 119 207 119 134 73 67 133 134 119 88 119 74 74 133 0]xS F0SE9 Ji 651 3196 M <96>S 839 3196 M (the while loop resetting bits is charged against credits)[65 117 103 58 168 117 65 65 103 58 64 117 117 117 58 78 103 91 103 64 65 64 117 117 58 117 64 65 91 58 65 91 58 102 117 103 78 117 103 117 58 103 117 103 65 117 90 65 58 103 78 103 117 65 65 0]xS 651 3533 M <96>S 839 3533 M (only one bit is set in line 6, so the total charge is 2)[117 117 65 117 58 116 117 103 58 116 65 65 58 65 91 58 91 102 65 58 65 117 58 64 65 117 103 58 117 58 58 91 117 58 65 116 103 58 65 117 65 103 65 58 103 117 102 78 117 103 58 65 91 58 0]xS 651 3869 M <96>S 839 3869 M (since the number of 1\222s is never negative, the amount )[91 65 117 103 103 58 65 117 103 58 116 117 180 117 103 78 58 117 78 59 117 78 91 58 65 91 58 117 103 117 102 78 58 117 103 117 103 65 65 117 103 57 58 65 117 103 58 103 180 117 118 117 65 0]xS 839 4150 M (of credit is also never negative)[117 78 58 103 78 103 117 65 65 58 65 90 58 103 65 91 117 58 117 103 117 103 77 58 117 103 117 103 65 65 117 0]xS 651 4486 M <96>S 839 4486 M (the total amortized cost for n increments is O\(n\))[65 117 103 58 65 117 65 102 65 58 103 180 117 78 65 65 103 103 117 58 104 117 91 65 58 78 117 78 58 117 58 65 116 103 78 104 180 103 117 65 91 58 65 91 58 168 78 117 0]xS F0S16F Ji 905 701 M (Incrementing a Binary Counter)[122 184 163 121 162 285 163 184 102 102 183 184 91 163 92 245 101 184 163 121 184 91 244 184 183 184 102 162 0]xS : : N 3291 791 2900 1597 irp C 1 0 scol O ; 1664 916 1 208 2900 1597 3291 791 F F 3 [ 0 ] F X 0 0 Y JcE"TJcE"TJcE"TJcE"TJcE"TJcE"TJcE"TJcE"TJcE"TJcE"TJcE"TJcE"TJcE"TJcE"TJcE"T 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scol 1590 701 M (The Potential Method)[224 184 162 92 204 184 102 162 184 102 102 162 102 92 326 163 102 183 184 0]xS F0S10B Ji 351 1178 M <95>S 576 1178 M (Potential is the accumulation of credits)[148 134 74 118 134 74 74 119 74 66 74 104 67 74 134 118 67 119 119 118 134 207 134 74 119 74 73 133 134 66 134 89 66 119 89 118 134 73 74 0]xS F0SE9 Ji 651 1523 M <96>S 839 1523 M (it is associated with the entire data structure rather than )[65 65 58 65 91 58 103 90 91 117 103 64 103 65 103 117 58 168 65 65 117 58 64 117 103 58 103 117 65 65 78 103 58 116 103 65 103 58 91 65 78 117 103 65 116 78 103 58 78 103 65 117 103 78 58 65 117 103 117 0]xS 839 1808 M (individual objects; )[65 117 116 65 117 64 117 117 103 65 57 117 117 65 103 103 64 91 65 0]xS /F3SE9 F3 [233 0 0 -233 0 0 ] mFS F3SE9 Ji 2625 1808 M (f)S F0SE9 Ji 2746 1808 M (\()S 2824 1808 M (D)S F0S9E Ji 2992 1866 M (i)S F0SE9 Ji 3036 1808 M (\) is a real number associated )[78 58 65 91 58 103 58 78 103 104 65 58 117 117 180 117 103 78 58 104 91 91 117 103 65 102 65 103 117 0]xS 839 2084 M (with the structure )[168 65 65 117 58 65 117 103 58 91 64 78 117 103 65 117 78 103 0]xS 2529 2084 M (D)S F0S9E Ji 2697 2142 M (i)S F0SE9 Ji 651 2420 M <96>S 839 2420 M (the amortized cost is)[65 117 103 58 103 180 117 78 65 65 103 103 117 58 103 117 91 65 58 65 0]xS 651 2757 M <96>S 839 2757 M (the total amortized cost is)[65 117 103 58 65 117 65 102 65 58 103 180 117 78 65 65 103 103 117 58 104 117 91 65 58 64 0]xS 651 3093 M <96>S 839 3093 M (if we insure that)[65 78 58 168 103 58 65 117 91 117 78 103 58 65 117 103 0]xS F3SE9 Ji 897 3377 M (f)S F0SE9 Ji 1018 3377 M (\()S 1097 3377 M (D)S F0S9E Ji 1265 3435 M (i)S F0SE9 Ji 1309 3377 M (\) >= )[78 59 131 131 0]xS F3SE9 Ji 1767 3377 M (f)S F0SE9 Ji 1888 3377 M (\(D)[79 0]xS F0S9E Ji 2135 3435 M (0)S F0SE9 Ji 2214 3377 M (\))S 839 3654 M (then the potential never becomes negative)[65 117 103 117 58 65 117 103 58 116 117 65 103 117 64 65 103 65 58 117 102 117 103 78 58 117 103 103 117 181 103 91 58 117 103 117 103 65 64 116 0]xS 651 3994 M <96>S 839 3994 M (it is often convenient to let )[65 65 58 65 91 58 117 77 65 103 117 58 103 117 117 117 103 116 65 103 117 64 58 65 117 58 65 103 65 0]xS F3SE9 Ji 3389 3994 M (f)S F0SE9 Ji 3510 3994 M (\(D)[78 0]xS F0S9E Ji 3757 4052 M (0)S F0SE9 Ji 3836 3994 M (\) = 0 then it only needs )[78 58 131 58 117 58 65 117 103 117 58 65 65 58 117 117 64 117 58 117 103 103 117 91 0]xS 839 4274 M (to be shown that all )[65 117 58 117 103 58 91 117 117 167 117 58 65 117 103 65 58 103 65 65 0]xS F3SE9 Ji 2723 4274 M (f)S F0SE9 Ji 2844 4274 M (\()S 2922 4274 M (D)S F0S9E Ji 3090 4332 M (i)S F0SE9 Ji 3134 4274 M (\) are nonnegative)[78 58 103 78 104 58 117 117 117 117 103 117 103 64 65 117 0]xS : : N 2991 2041 2459 425 irp C 1 0 scol O ; 1411 244 1 177 2459 425 2991 2041 F F 3 [ 0 ] F X 0 0 Y JcF-t!8rG.dJj4)JcF-t!8rG.dJj4)JcF-t!8rG.dJj4)JcF-t!8rG.dJj4)JcF-t!8rG.dJj4) 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cost)[65 91 58 103 117 58 117 117 117 103 77 58 117 117 117 117 117 58 78 117 77 58 65 117 103 58 103 103 65 117 103 65 58 103 117 91 0]xS F0S10B Ji 351 2458 M <95>S 576 2458 M (The push operation)[163 134 118 67 133 134 103 133 67 133 134 119 88 119 74 74 133 0]xS F0SE9 Ji 651 3140 M (so)[91 0]xS F0S10B Ji 351 3514 M <95>S 576 3514 M (The pop operation)[163 134 118 67 133 133 134 66 134 133 119 89 119 74 73 133 0]xS F0SE9 Ji 651 3860 M <96>S 826 3860 M (the difference in potential for the pop operation is )[65 117 103 58 117 65 78 78 103 78 103 117 103 103 58 65 117 58 117 117 65 102 117 65 65 103 65 58 78 117 78 58 64 116 103 58 117 117 117 58 117 117 103 77 103 65 65 117 117 58 64 91 0]xS 5519 3860 M (-)S 5597 3860 M (1)S 651 4196 M <96>S 826 4196 M (so the amortized cost is 1 + \()[91 117 58 65 117 103 58 103 181 117 78 65 65 103 103 117 58 103 117 90 65 58 65 91 58 117 58 131 58 0]xS 3514 4196 M (-)S 3592 4196 M (1\) = 0 )[117 78 58 131 58 117 58 0]xS : : N 1091 2741 2503 523 irp 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amortized cost of O\(1\))[142 103 103 117 58 117 117 103 79 103 65 65 117 117 58 117 102 91 58 103 117 58 103 180 117 78 65 65 103 104 117 58 103 117 91 65 58 117 78 57 168 78 117 0]xS 751 3560 M <96>S 939 3560 M (For n operations, the total amortized cost is O\(n\))[130 117 78 58 117 58 117 117 103 78 103 65 65 117 116 91 58 58 65 117 103 58 65 117 65 103 65 58 103 180 117 78 65 65 103 103 117 58 103 117 91 65 58 64 91 58 168 78 117 0]xS 751 3896 M <96>S 939 3896 M (Since the potential function meets all of our )[130 65 117 103 103 58 65 117 103 58 117 117 65 103 116 65 65 103 65 58 77 117 117 103 65 64 117 117 58 181 103 103 65 91 58 103 65 65 58 117 78 58 117 117 78 0]xS 939 4177 M (requirements, the total cost is a valid upper bound)[78 103 117 117 65 78 103 180 104 117 65 91 58 58 65 117 103 58 64 117 64 103 65 58 103 117 91 65 58 65 91 58 102 58 117 103 65 65 117 58 117 116 116 103 78 58 117 117 117 117 0]xS LH (%%[Page: 13]%%) = % %%PageTrailer %%EndPageComments %%BeginPageSetup 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134 104 74 66 134 88 66 74 134 119 0]xS 2962 1791 M (i)S F0SAF Ji 3036 1708 M (th)[48 0]xS F0S10B Ji 3239 1791 M (increment operation)[73 134 118 89 119 207 119 134 73 67 133 134 119 88 119 74 74 133 0]xS F0SE9 Ji 651 2107 M <96>S 839 2107 M (suppose that )[91 117 117 116 117 91 103 58 65 116 103 65 0]xS 2056 2107 M (t)S F0S9E Ji 2121 2165 M (i)S F0SE9 Ji 2223 2107 M (bits are reset and one bit is set)[117 65 64 91 58 103 78 103 58 78 103 91 103 65 58 103 117 117 58 117 117 103 58 117 65 65 58 64 91 58 91 103 0]xS : : N 741 2291 3800 676 irp C 1 0 scol O ; 2024 360 1 253 3800 676 741 2291 F F 3 [ 0 ] F X 0 0 Y JcCE'JcCE'JcCE'JcCE'JcCE'JcCE'JcCE'JcCE'JcCE'JcCE'JcCE'JcCE'JcCE'JcCE'JcCE' JcCE'JcCE'JcCE'JcCE'JcCE'JcCE'JcCE'JcCE'JcCE'JcCE'JcCE'JcCE'JcCE'JcCE'JcCE' JcCE'JcCE'JcCE'JcCE'JcCE'JcCE'JcDSH!J!Dos+14FrrMm:Z2Xn#!'fKCJcGNF!It^"rrE&d rrVZi+6*<Os7uZrqu@8HrrMmZn,EII!$C5#p&>-hJ,V\0rr=.)rrD*ZrrVrq&&nPLp`Ju)!oO&C irA]O!5SU7!!3#t!W4&3rrN*@mJd1%rr<$0r;Qfs5Nr+In_='DJcG`On,O!?rr>:`rrN$.n,EIY 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JcE[gJcE[gJcE[gJcE[gJcE[gJcE[gJcE[gJcE[gJcE[gJcE[gJcE[gJcE[gJcE[gJcE[gJcE[g JcE[gJcE[gJcE[gJcE[gJcE[gJcE[gJcE[gJcE[gJcE[gJcE[g~> Z ; 751 2997 M <96>S 939 2997 M (since the actual cost is )[91 65 117 103 103 58 65 117 103 58 102 103 65 117 103 65 58 103 117 90 65 58 64 91 0]xS 3078 2997 M (t)S F0S9E Ji 3143 3055 M (i)S F0SE9 Ji 3245 2997 M (+ 1, we have)[131 58 117 58 58 168 104 58 117 103 117 0]xS F0S10B Ji 451 4278 M <95>S 676 4278 M (Therefore, for n operations, the total cost is O\(n\))[163 134 118 89 118 89 133 88 119 67 67 88 133 89 66 134 66 133 134 119 88 119 74 74 133 134 103 67 67 74 133 119 67 73 134 74 119 73 67 119 134 104 74 66 74 104 67 192 89 133 0]xS LH (%%[Page: 14]%%) = % %%PageTrailer %%EndPageComments %%BeginPageSetup /DeviceRGB dup setcolorspace /colspABC exch def mysetup concat colspRefresh % %%EndPageSetup /DeviceGray dup setcolorspace /colspABC exch def : N 191 191 6000 4500 rp C 1 0 scol L ; 0 0 scol F0S16F Ji 661 701 M (Incrementing a Binary Counter )[122 184 163 121 162 285 163 184 102 102 183 184 91 163 92 245 101 184 163 121 184 91 244 184 183 184 102 162 121 0]xS 5323 701 M (-)S 5537 701 M (2)S F0S10B Ji 351 1178 M <95>S 576 1178 M (Suppose the counter is not initially zero)[148 134 133 133 134 104 119 66 74 134 119 66 119 133 133 134 73 119 89 67 74 104 66 133 134 74 67 73 134 74 74 74 119 74 73 134 67 118 119 89 0]xS F0SE9 Ji 651 1523 M <96>S 839 1523 M (there are b)[65 117 103 78 103 58 103 78 103 58 0]xS F0S9E Ji 1822 1581 M (0)S F0SE9 Ji 1959 1523 M (initial 1s and after n increments )[65 117 65 64 65 103 65 58 117 91 57 103 117 117 58 103 78 65 103 78 58 117 58 65 117 103 78 103 180 103 117 66 91 0]xS 4962 1523 M (b)S F0S9E Ji 5079 1581 M (n)S F0SE9 Ji 5216 1523 M (1s)[117 0]xS : : N 741 1591 2550 542 irp C 1 0 scol O ; 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g&IQA!s&AZ"7,sh^d%`!g&IQA!s&AZ!UKaf^d%`!g&IQA!s/G;"7,shi'6uAg&IQA!s/G["7,sh i#h_!g&IQA!s/G[#ODBln/q-)g&IQA!sAS]#ODBln-@k^g&IK?!Uq2srrDio!!"+os-`lfpj_W0 !;uis!'f0:Jc>`Mrr<%Kg&HX'!rmcNf`-O&!rq`pf`-O&!rr6Af`-O&ec14#ec14#ec14#ec14# ec14#ec14#ec14#ec14#ec14#ec14#ec14#ec14#ec14#ec14#ec14#ec14#ec14#ec14#ec14# ec14#ec14#ec14#ec14#ec14#ec14#ec14#ec14#ec14#ec14#ec14#ec14#ec14#ec14#ec14# ec14#ec14#ec14#ec14#ec14#ec14#ec14#ec14#ec14#ec14#ec14#ec14#ec14#ec14#ec14# ec14#ec14#ec14#ec14#ec14#ec,~> Z ; 751 2247 M <96>S 939 2247 M (But the amortized cost for c are each 2, so)[155 117 65 58 65 117 103 58 103 181 117 78 65 65 103 103 117 58 103 117 90 65 58 78 117 78 58 103 58 103 78 103 59 103 103 103 117 58 117 58 58 91 0]xS F0S10B Ji 451 3428 M <95>S 676 3428 M (Total cost)[163 134 74 118 74 67 118 134 103 0]xS F0SE9 Ji 939 3777 M (since b)[91 65 117 103 103 58 0]xS F0S9E Ji 1593 3835 M (0)S F0SE9 Ji 1730 3777 M (< k, if we executed at least n = )[131 58 117 58 58 65 78 58 168 104 58 103 117 103 103 117 65 103 117 58 103 65 58 64 103 103 91 65 58 117 58 131 0]xS F3SE9 Ji 4643 3777 M (W)S F0SE9 Ji 4823 3777 M (\(k\) increment )[78 117 78 58 65 117 103 78 103 181 103 117 65 0]xS 939 4054 M (operations, then the total cost is no more than O\(n\) no )[117 117 103 78 103 65 65 116 117 90 58 58 65 117 103 117 58 65 117 103 58 64 117 65 103 65 58 103 117 90 65 58 65 90 58 117 117 58 180 117 78 103 58 66 117 103 117 58 168 78 117 78 58 117 117 0]xS 939 4334 M (matter what the starting value of the counter)[180 103 65 65 103 78 59 168 118 103 65 58 65 117 103 58 91 65 103 78 64 65 117 117 58 117 103 64 117 103 58 117 78 58 65 117 103 58 103 117 116 117 65 103 0]xS LH (%%[Page: 15]%%) = % %%PageTrailer %%EndPageComments %%BeginPageSetup /DeviceRGB dup setcolorspace /colspABC exch def mysetup concat colspRefresh % %%EndPageSetup /DeviceGray dup setcolorspace /colspABC exch def : N 191 191 6000 4500 rp C 1 0 scol L ; 0 0 scol F0S16F Ji 1983 701 M (Dynamic Tables)[265 183 184 162 285 102 163 92 224 163 184 101 163 0]xS F0S10B Ji 251 1028 M <95>S 476 1028 M (Dynamic tables expand and contract in size )[193 133 134 118 208 74 118 67 74 119 134 73 119 104 67 118 133 134 118 134 133 67 118 134 133 67 119 133 134 74 88 119 119 74 66 74 134 67 104 74 119 118 0]xS 476 1348 M (according to the amount of data being held)[119 119 119 133 88 134 74 133 134 67 73 134 67 73 134 119 66 118 208 133 133 134 74 66 134 88 67 134 119 73 119 66 134 119 73 134 133 67 133 119 74 0]xS F0SE9 Ji 551 1693 M <96>S 739 1693 M (the organization of the table is unimportant, for )[65 117 103 58 117 78 117 103 117 64 103 103 65 65 117 117 58 117 78 58 64 117 103 58 65 103 117 65 103 58 65 91 57 117 117 65 180 117 117 78 65 102 117 65 58 58 78 117 78 0]xS 739 1973 M (simplicity we will show an array structure)[91 65 180 117 65 65 103 65 64 117 58 168 103 59 168 65 65 65 58 91 116 117 168 58 103 117 58 103 78 78 104 117 58 91 65 78 117 103 64 117 78 0]xS 551 2314 M <96>S 739 2314 M (the load factor )[65 117 103 58 65 117 103 117 58 78 102 103 65 117 78 0]xS F3SE9 Ji 2143 2314 M (a)S F0SE9 Ji 2290 2314 M (\(T\) of a nonempty table equals the )[78 142 78 59 117 78 58 103 58 117 117 117 103 180 117 65 117 58 65 103 117 65 103 58 103 117 117 103 65 91 58 65 117 102 0]xS 739 2590 M (number of items in the table divided by the table size)[117 117 180 117 103 78 58 117 79 58 65 65 103 180 91 58 65 117 58 65 117 103 58 65 103 117 65 103 58 117 64 117 65 117 103 117 58 116 117 58 64 117 103 58 65 103 117 65 103 58 91 64 103 0]xS 551 2927 M <96>S 739 2927 M (an empty table has size 0 and load factor 1)[103 117 58 103 180 117 65 117 58 65 103 117 65 103 58 117 103 91 58 91 64 103 103 58 117 58 103 117 117 58 65 117 103 117 58 78 103 103 65 117 78 58 0]xS 551 3263 M <96>S 739 3263 M (when we try to insert an item into a full table, we will )[168 117 103 117 58 168 104 58 65 78 117 58 65 117 58 65 117 91 103 77 64 58 103 117 58 65 65 103 180 58 65 118 65 117 58 103 58 78 117 65 65 58 65 102 117 65 103 58 58 168 103 59 168 66 65 65 0]xS 739 3543 M (double the size of the table)[117 117 117 116 65 103 58 65 117 102 58 91 65 103 103 58 117 78 58 65 117 103 58 65 103 117 65 0]xS 551 3880 M <96>S 739 3880 M (when the load factor is too low we will contract the table)[168 117 103 117 58 65 117 103 58 65 117 103 117 58 78 103 103 65 117 78 58 65 91 58 65 116 117 58 65 117 168 58 168 103 59 168 65 65 65 58 103 117 117 65 78 103 103 65 58 65 117 103 58 64 103 117 65 0]xS F0S10B Ji 251 4254 M <95>S 476 4254 M (Java vectors act in this way \(at least for expansion\))[104 119 134 119 66 134 118 119 73 134 89 104 66 119 119 74 67 73 133 67 74 134 74 104 66 193 119 133 67 89 119 74 67 73 119 119 104 74 66 89 133 89 67 118 133 134 119 133 104 74 134 133 0]xS LH (%%[Page: 16]%%) = % %%PageTrailer %%EndPageComments %%BeginPageSetup /DeviceRGB dup setcolorspace /colspABC exch def mysetup concat colspRefresh % %%EndPageSetup /DeviceGray dup setcolorspace /colspABC exch def : N 191 191 6000 4500 rp C 1 0 scol L ; 0 0 scol F0S16F Ji 1663 701 M (The Insert Operation)[224 184 162 92 122 183 143 163 122 102 91 264 184 163 121 163 102 102 183 0]xS F0SE9 Ji 351 1124 M (Initially num\(T\)=size\(T\)=0)[78 117 65 65 65 102 65 64 117 58 116 117 180 79 142 78 131 91 65 103 103 78 142 78 131 0]xS 351 1433 M (Lines 1)[142 65 117 103 91 58 0]xS 1044 1433 M (-)S 1122 1433 M (3 handle insertion )[117 58 117 103 117 117 65 103 58 64 117 90 103 78 65 65 117 117 0]xS 576 1685 M (into the empty table)[65 117 64 117 58 65 117 103 58 103 180 117 65 117 58 65 103 117 65 0]xS 351 1993 M (Lines 10)[142 65 117 103 91 58 117 0]xS 1161 1993 M (-)S 1239 1993 M (11 occur for )[116 117 58 117 103 103 117 78 58 78 117 78 0]xS 576 2245 M (every insert operation)[103 117 103 78 117 58 65 117 91 102 78 65 58 117 117 103 78 103 65 65 116 0]xS 351 2553 M (Lines 4)[142 65 117 103 91 58 0]xS 1044 2553 M (-)S 1122 2553 M (9 allow for table )[117 58 103 65 65 117 168 58 78 117 78 58 65 103 117 65 103 0]xS 576 2834 M 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3278 M <95>S 576 3278 M (A simple analysis)[193 67 104 74 207 134 74 118 67 119 133 119 74 134 104 74 0]xS F0SE9 Ji 651 3623 M <96>S 839 3623 M (the expansion is most expensive, for the )[65 117 103 58 103 117 117 103 117 90 65 117 117 58 64 91 58 180 117 91 65 58 103 117 117 103 117 91 64 117 103 58 58 78 117 78 58 65 117 103 0]xS 4632 3623 M (i)S F0S9E Ji 4697 3556 M (th)[44 0]xS F0SE9 Ji 4878 3623 M (insertion )[65 117 91 103 78 65 64 117 117 0]xS 839 3904 M (with expansion we could have )[168 65 65 117 58 103 117 117 102 117 91 65 116 117 58 168 103 58 104 117 117 65 117 58 117 102 117 103 0]xS 3719 3904 M (c)S F0S9E Ji 3822 3962 M (i)S F0SE9 Ji 3924 3904 M (= i)[131 58 0]xS 651 4240 M <96>S 839 4240 M (for n insertions, worst case is O\(n\) for each and O\(n)[78 117 78 58 117 58 65 117 91 103 77 65 65 116 117 91 58 58 168 117 78 91 65 58 103 103 91 103 58 65 91 57 168 78 117 78 58 78 117 78 58 104 103 103 117 58 103 117 117 58 168 79 0]xS F0S9E Ji 5690 4173 M (2)S F0SE9 Ji 5769 4240 M (\) )[78 0]xS 839 4520 M (total; but this bound can be improved)[65 117 65 103 64 65 58 117 116 65 58 64 117 65 91 58 117 116 117 117 117 57 103 103 117 58 117 103 58 65 180 118 78 117 117 103 0]xS LH (%%[Page: 17]%%) = % %%PageTrailer %%EndPageComments %%BeginPageSetup /DeviceRGB dup setcolorspace /colspABC exch def mysetup concat colspRefresh % %%EndPageSetup /DeviceGray dup setcolorspace /colspABC exch def : N 191 191 6000 4500 rp C 1 0 scol L ; 0 0 scol F0S16F Ji 957 826 M (Using the Aggregate Method)[265 143 102 183 184 91 102 184 163 91 264 183 184 122 162 184 163 101 163 92 326 163 101 184 183 0]xS F0S10B Ji 501 1353 M <95>S 726 1353 M (Table expansion only occurs at powers of 2)[163 119 134 73 119 67 118 133 134 118 134 104 74 133 134 66 134 134 73 134 66 134 118 118 134 89 104 66 119 74 66 134 133 193 119 89 104 66 134 88 67 0]xS : : N 441 1541 5200 2044 irp C 1 0 scol O ; 2672 1050 1 334 5200 2044 441 1541 F F 3 [ 0 ] F X 0 0 Y 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insert at 3)[252 119 67 104 119 74 67 73 133 119 67 118 208 133 89 74 74 118 119 134 66 119 134 104 74 66 88 134 89 66 74 134 104 118 89 74 66 119 74 67 0]xS F0SE9 Ji 651 1373 M <96>S 839 1373 M (intuitive, one for inserting itself into current table)[65 117 64 117 65 64 65 117 103 58 58 116 117 103 58 78 117 78 58 65 117 91 102 78 65 65 117 117 58 64 65 91 102 65 78 58 65 117 64 117 58 103 117 78 78 103 117 65 58 65 103 117 65 0]xS 651 1710 M <96>S 839 1710 M (one for moving itself when the table is expanded)[117 117 103 58 78 117 78 58 181 117 117 65 116 117 58 65 64 91 103 64 78 58 168 117 103 117 58 65 117 103 58 65 103 117 65 103 58 65 91 58 103 116 117 103 117 117 103 0]xS 651 2046 M <96>S 839 2046 M (one for moving another item than has already been )[117 117 103 58 78 117 78 58 181 117 117 65 116 117 58 103 117 117 64 117 103 78 58 65 65 103 180 58 65 117 103 117 58 117 103 91 58 103 65 78 103 103 117 117 58 117 103 103 117 0]xS 839 2327 M (moved once the table is expanded)[180 117 117 103 117 58 117 117 103 103 58 65 117 103 58 65 103 117 64 103 58 65 91 58 103 117 117 103 116 117 103 0]xS F0S10B Ji 351 2701 M <95>S 576 2701 M (After an expansion to size m for the table)[193 89 74 118 89 67 118 134 66 119 133 134 118 134 104 74 133 134 67 73 134 67 104 74 119 118 66 208 66 89 133 89 67 73 134 118 67 74 119 134 73 0]xS F0SE9 Ji 651 3046 M <96>S 839 3046 M (there is no available credit)[65 117 103 78 103 58 65 91 58 117 116 58 103 117 103 65 65 103 117 65 103 57 103 78 103 117 65 0]xS 651 3383 M <96>S 839 3383 M (filling the available slots requires 1 actual cost)[78 65 65 64 65 117 117 58 64 117 103 58 103 117 103 65 65 103 116 65 103 58 91 65 117 64 91 58 78 103 117 117 65 77 103 91 58 117 58 103 103 65 117 103 64 58 103 117 91 0]xS 651 3719 M <96>S 839 3719 M (a second credit is associated with the item for a copy in )[103 58 91 103 103 117 117 117 58 103 78 103 117 65 65 58 65 91 58 103 90 90 117 103 65 103 65 103 117 58 168 65 65 117 58 65 117 103 58 64 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143 77 58 132 58 91 65 103 103 78 143 77 65 117 58 91 117 58 65 117 103 0]xS 839 1470 M (potential is 0 \(all credits used for )[117 117 65 103 116 65 65 103 65 57 64 91 58 117 58 78 103 65 65 58 103 78 103 117 65 64 91 58 117 91 103 117 58 77 117 78 0]xS 3964 1470 M (expanion)[103 117 117 103 117 65 116 0]xS 4819 1470 M (\))S 651 1778 M <96>S 839 1778 M (immediately before expansion, num[T] = size[T] so the )[65 181 180 103 117 65 103 65 103 65 117 58 117 103 78 117 78 103 58 103 117 117 103 117 90 65 117 117 58 57 117 117 181 77 144 77 58 131 59 91 65 103 103 77 143 77 58 91 117 59 65 117 103 0]xS 839 2031 M (potential is num[T] which will handle the copying)[117 117 65 103 116 65 65 103 65 57 64 91 58 117 117 181 77 143 77 60 168 117 65 103 117 58 168 65 65 65 58 117 103 117 117 65 103 58 65 117 102 58 103 117 117 117 65 116 0]xS 651 2339 M <96>S 839 2339 M (since num[T] >= size[T]/2, the potential in nonnegative)[91 65 117 103 103 58 117 117 180 78 143 77 59 131 131 58 91 65 103 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