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Exponential Random Number Generation
08-07-2014, 03:14 PM
Post: #1
Exponential Random Number Generation
This program uses the following algorithm to generate Exponentially distributed variables:
Code:

Given parameter theta

1. Generate u=U(0,1)
2. X = -1/Theta*ln(u)

Expected mean = 1/Theta
Expected sdev= 1/Theta

Memory Map and Flags

Code:
R A = Theta
R E = random number seed
R 0 = used
R I = loop counter

F 0 = When manually set, the program stops after calculating each exponenitally distributed number, after pressing [C]. When cleared, the program proceed in full speed after pressing [C] or after resuming the program by pressing [R/S].

Listing

Code:
1 LBL e        # Store seed
2 STO E
3 RTN

4 LBL E        # Calculate uniform random number
5 RCL E
6 PI
7 +
8 5
9 Y^X
10 FRC
11 STO E
12 RTN

13 LBL a        # Store theta
14 STO A
15 RTN

16 LBL A        # Calculate one Exponential random number
17 GSB E
18 LN
19 CHS
20 RCL A
21 /
22 RTN

23 LBL C        # Test mean and sdev for Exponential numbers
24 STI        # Store number of iterations
25 P<>S
26 0
27 STO 4
28 STO 5
29 STO 6
30 STO 7
31 STO 8
32 STO 9
33 P<>S        # Clear stat registers

34 LBL 0
35 GSB A
36 STO 0
37 F? 0
38 R/S
39 GSB A
40 F? 0
41 R/S
42 RCL 0
43 Sigma+
44 DSZ
45 GTO 0
46 x-bar        # view the averages
47 R/S
48 s        # view the standard deviations
49 R/S
50 RCL A
51 1/X
52 R/S        # view expected mean
53 R/S        # view expected sdev
54 RTN

55 LBL c        # Store a sample of 20 Exponentially distributed random numbers
56 1
57 9
58 STI        # Store number of iterations
59 LBL 1        # loop to generate and store the fr=irst 19 numbers
60 GSB A
61 STO (i)
62 DSZ
63 GTO 1
64 GSB A        # Generate and store the 20th random number
65 STO 0
66 RTN

Usage
-----

1. Enter initial/new random number seed and press [f][E].
2. Enter value for theta and press [f][A].
3. Enter the number of iterations and press [C]. The program will stop and display the averages for two sample sets. If flag 0 is set, the program will stop after calculating each random number. You must then press [R/S] to resume. You can clear flag 0 and then press [R/S] to resume the program at full speed.
4. Press [R/S] to view the standard deviations for the same two sample sets. Then press [R/S] to view teh expcted mean. FInnaly, press [R/S] to view the exepcted standard deviation.
5. (optional) Press [E] to generate a uniform random number.
6. (optional) Press [A] to generate an exponential random number.
7. (optional) Press [f][C] to generate a sample of 20 Exponenaially distributed random numbers that are store in registers R0 to R9 and Rs0 through Rs9.
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