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Page 1: 2 - math.ucsd.eduwilliams/talks/caius/caius1.pptx.pdf · 20000 40000 60000 80000 100000-200-100 100 200 300 400
Page 2: 2 - math.ucsd.eduwilliams/talks/caius/caius1.pptx.pdf · 20000 40000 60000 80000 100000-200-100 100 200 300 400
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20 40 60 80 100

- 6

- 4

- 2

2

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2000 4000 6000 8000 10000

- 20

20

40

60

80

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20000 40000 60000 80000 100000

- 200

- 100

100

200

300

400

Page 9: 2 - math.ucsd.eduwilliams/talks/caius/caius1.pptx.pdf · 20000 40000 60000 80000 100000-200-100 100 200 300 400

Sm ( )S(m )

mB( ) as m

Page 10: 2 - math.ucsd.eduwilliams/talks/caius/caius1.pptx.pdf · 20000 40000 60000 80000 100000-200-100 100 200 300 400

• 0 = t0n< t1

n< ... < tn

n= t

n

B(ti+1n ) B(ti

n )tin ,ti+1

n n

as n 0

Page 11: 2 - math.ucsd.eduwilliams/talks/caius/caius1.pptx.pdf · 20000 40000 60000 80000 100000-200-100 100 200 300 400

• 0 = t0n< t1

n< ... < tn

n= t

n

(B(ti+1n

tin ,ti+1

n n

) B(tin ))2 t as n 0

B(ti+1n ) B(ti

n )tin ,ti+1

n n

as n 0

Page 12: 2 - math.ucsd.eduwilliams/talks/caius/caius1.pptx.pdf · 20000 40000 60000 80000 100000-200-100 100 200 300 400

0 = t0n< t1

n< ... < tn

n= tn

(B(ti+1n

tin ,ti+1

n n

) B(tin ))2 t as n 0

B(ti+1n ) B(ti

n )tin ,ti+1

n n

as n 0

Page 13: 2 - math.ucsd.eduwilliams/talks/caius/caius1.pptx.pdf · 20000 40000 60000 80000 100000-200-100 100 200 300 400

0 = t0n< t1

n< ... < tn

n= tn

(B(ti+1n

tin ,ti+1

n n

) B(tin ))2 t as n 0

B(ti+1n ) B(ti

n )tin ,ti+1

n n

as n 0

Formally: "(dB)2= dt"

Page 14: 2 - math.ucsd.eduwilliams/talks/caius/caius1.pptx.pdf · 20000 40000 60000 80000 100000-200-100 100 200 300 400

B(a )=d

a1/2B( ), a > 0

Page 15: 2 - math.ucsd.eduwilliams/talks/caius/caius1.pptx.pdf · 20000 40000 60000 80000 100000-200-100 100 200 300 400
Page 16: 2 - math.ucsd.eduwilliams/talks/caius/caius1.pptx.pdf · 20000 40000 60000 80000 100000-200-100 100 200 300 400

Let f :R R be twice continuously differentiable

f (B(t)) f (B(0)) = ( f (B(ti+1n

ti+1n ,ti

n n

) f (B(tin ))

Page 17: 2 - math.ucsd.eduwilliams/talks/caius/caius1.pptx.pdf · 20000 40000 60000 80000 100000-200-100 100 200 300 400

Let f :R R be twice continuously differentiable

f (B(t)) f (B(0)) = ( f (B(ti+1n

ti+1n ,ti

n n

) f (B(tin ))

= { f '(B(tin

ti+1n ,ti

n n

)(B(ti+1n ) B(ti

n ))

+ 12 f ''(B(ti

n ))(B(ti+1n ) B(ti

n ))2}

Page 18: 2 - math.ucsd.eduwilliams/talks/caius/caius1.pptx.pdf · 20000 40000 60000 80000 100000-200-100 100 200 300 400

Let f :R R be twice continuously differentiable

f (B(t)) f (B(0)) = ( f (B(ti+1n

ti+1n ,ti

n n

) f (B(tin ))

= { f '(B(tin

ti+1n ,ti

n n

)(B(ti+1n ) B(ti

n ))

+ 12 f ''(B(ti

n ))(B(ti+1n ) B(ti

n ))2}

f '(B(s))dB(s) + 12

0

t

f ''(B(s))ds as n

0

t

0

Page 19: 2 - math.ucsd.eduwilliams/talks/caius/caius1.pptx.pdf · 20000 40000 60000 80000 100000-200-100 100 200 300 400

For f :R R twice continuously differentiable

f (B(t)) f (B(0)) = f '(B(s))dB(s) + 12 f ''(B(s))ds

0

t

0

t

Page 20: 2 - math.ucsd.eduwilliams/talks/caius/caius1.pptx.pdf · 20000 40000 60000 80000 100000-200-100 100 200 300 400

• B = (B1,...,Bd )

B1,...,Bd

Page 21: 2 - math.ucsd.eduwilliams/talks/caius/caius1.pptx.pdf · 20000 40000 60000 80000 100000-200-100 100 200 300 400

• B = (B1,...,Bd )

B1,...,Bd

B1

B2

Page 22: 2 - math.ucsd.eduwilliams/talks/caius/caius1.pptx.pdf · 20000 40000 60000 80000 100000-200-100 100 200 300 400

For f C 2 (Rd ),

f (B(t)) f (B(0)) = f (B(s)) dB(s)0

t

+12 f (B(s))ds

0

t

where f =

f

x1

f

xd

and f =2 f

xi2

i=1

d

Page 23: 2 - math.ucsd.eduwilliams/talks/caius/caius1.pptx.pdf · 20000 40000 60000 80000 100000-200-100 100 200 300 400

For f C 2 (Rd ),

f (B(t)) f (B(0)) = f (B(s)) dB(s)0

t

+12 f (B(s))ds

0

t

If f is bounded, then for all t 0,

Ex f (B(s)) dB(s)0

t

= 0

Page 24: 2 - math.ucsd.eduwilliams/talks/caius/caius1.pptx.pdf · 20000 40000 60000 80000 100000-200-100 100 200 300 400
Page 25: 2 - math.ucsd.eduwilliams/talks/caius/caius1.pptx.pdf · 20000 40000 60000 80000 100000-200-100 100 200 300 400

Rd

g a continuous function on the boundary D f

f = 0 in D

f = g on D

f = 0 f = g

D

Page 26: 2 - math.ucsd.eduwilliams/talks/caius/caius1.pptx.pdf · 20000 40000 60000 80000 100000-200-100 100 200 300 400

g = 4sin(5 )

g = 0

Page 27: 2 - math.ucsd.eduwilliams/talks/caius/caius1.pptx.pdf · 20000 40000 60000 80000 100000-200-100 100 200 300 400

= inf{t > 0 :B(t) D}

B( )D

Page 28: 2 - math.ucsd.eduwilliams/talks/caius/caius1.pptx.pdf · 20000 40000 60000 80000 100000-200-100 100 200 300 400

= inf{t > 0 :B(t) D}

B( )

f (x) = Ex[g(B( ))]

D

Page 29: 2 - math.ucsd.eduwilliams/talks/caius/caius1.pptx.pdf · 20000 40000 60000 80000 100000-200-100 100 200 300 400

f (x) = Ex[g(B( ))] for all x D

Page 30: 2 - math.ucsd.eduwilliams/talks/caius/caius1.pptx.pdf · 20000 40000 60000 80000 100000-200-100 100 200 300 400

Page 31: 2 - math.ucsd.eduwilliams/talks/caius/caius1.pptx.pdf · 20000 40000 60000 80000 100000-200-100 100 200 300 400

f (B(t)) = f (B(0)) + f0

t

(B(s)) dB(s) + 12 f0

t

(B(s))ds

Page 32: 2 - math.ucsd.eduwilliams/talks/caius/caius1.pptx.pdf · 20000 40000 60000 80000 100000-200-100 100 200 300 400

f (B(t)) = f (B(0)) + f0

t

(B(s)) dB(s) + 12 f0

t

(B(s))ds

f (B(t )) = f (B(0)) + f0

t

(B(s)) dB(s) + 12 f0

t

(B(s))ds

Page 33: 2 - math.ucsd.eduwilliams/talks/caius/caius1.pptx.pdf · 20000 40000 60000 80000 100000-200-100 100 200 300 400

f (B(t)) = f (B(0)) + f0

t

(B(s)) dB(s) + 12 f0

t

(B(s))ds

f (B(t )) = f (B(0)) + f0

t

(B(s)) dB(s) + 12 f0

t

(B(s))ds

0

Page 34: 2 - math.ucsd.eduwilliams/talks/caius/caius1.pptx.pdf · 20000 40000 60000 80000 100000-200-100 100 200 300 400

f (B(t)) = f (B(0)) + f0

t

(B(s)) dB(s) + 12 f0

t

(B(s))ds

f (B(t )) = f (B(0)) + f0

t

(B(s)) dB(s) + 12 f0

t

(B(s))ds

0

Ex[ f (B(t ))] = Ex[ f (B(0))] = f (x)

Page 35: 2 - math.ucsd.eduwilliams/talks/caius/caius1.pptx.pdf · 20000 40000 60000 80000 100000-200-100 100 200 300 400

f (B(t)) = f (B(0)) + f0

t

(B(s)) dB(s) + 12 f0

t

(B(s))ds

f (B(t )) = f (B(0)) + f0

t

(B(s)) dB(s) + 12 f0

t

(B(s))ds0

Ex[ f (B(t ))] = Ex[ f (B(0))] = f (x)

t ,Ex[ f (B( ))] = f (x)

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