Math Modeling Pages

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This is the place for math modelers to post ideas, papers, examples and computer programs.

Presentation on Sudoku (Aaron and John have seen)

http://www.math-cs.ucmo.edu/~hchen/talks/sudoku.pdf

Papers

Stochastic model of E. coli AI-2 quorum signal circuit reveals alternative synthesis pathways Describes a Stochastic Petri Net (SPN) model of AI-2 (Lux), provides XML code and rate constants.

How to break MD5 and other Hash functions.. A paper written by Xiaoyun Wang and her co-authors about how to break MD5 – i.e. how to make collisions occur http://www.infosec.sdu.edu.cn/uploadfile/papers/How%20to%20Break%20MD5%20and%20Other%20Hash%20Functions.pdf Nostradamus attack – i.e. the bit about predicting who will become president by exploiting MD5 http://www.win.tue.nl/hashclash/Nostradamus/

The following was taken from http://www.freesoft.org/CIE/RFC/1321/4.htm

MD5 Algorithm Description We begin by supposing that we have a b-bit message as input, and that we wish to find its message digest. Here b is an arbitrary nonnegative integer; b may be zero, it need not be a multiple of eight, and it may be arbitrarily large. We imagine the bits of the message written down as follows:

         m_0 m_1 ... m_{b-1}

The following five steps are performed to compute the message digest of the message.

Step 1. Append Padding Bits The message is "padded" (extended) so that its length (in bits) is congruent to 448, modulo 512. That is, the message is extended so that it is just 64 bits shy of being a multiple of 512 bits long. Padding is always performed, even if the length of the message is already congruent to 448, modulo 512. Padding is performed as follows: a single "1" bit is appended to the message, and then "0" bits are appended so that the length in bits of the padded message becomes congruent to 448, modulo 512. In all, at least one bit and at most 512 bits are appended.

Step 2. Append Length A 64-bit representation of b (the length of the message before the padding bits were added) is appended to the result of the previous step. In the unlikely event that b is greater than 2^64, then only the low-order 64 bits of b are used. (These bits are appended as two 32-bit words and appended low-order word first in accordance with the previous conventions.) At this point the resulting message (after padding with bits and with b) has a length that is an exact multiple of 512 bits. Equivalently, this message has a length that is an exact multiple of 16 (32-bit) words. Let M[0 ... N-1] denote the words of the resulting message, where N is a multiple of 16.

Step 3. Initialize MD Buffer A four-word buffer (A,B,C,D) is used to compute the message digest. Here each of A, B, C, D is a 32-bit register. These registers are initialized to the following values in hexadecimal, low-order bytes first):

         word A: 01 23 45 67
         word B: 89 ab cd ef
         word C: fe dc ba 98
         word D: 76 54 32 10

3.4 Step 4. Process Message in 16-Word Blocks We first define four auxiliary functions that each take as input three 32-bit words and produce as output one 32-bit word.

         F(X,Y,Z) = XY v not(X) Z
         G(X,Y,Z) = XZ v Y not(Z)
         H(X,Y,Z) = X xor Y xor Z
         I(X,Y,Z) = Y xor (X v not(Z))

In each bit position F acts as a conditional: if X then Y else Z. The function F could have been defined using + instead of v since XY and not(X)Z will never have 1's in the same bit position.) It is interesting to note that if the bits of X, Y, and Z are independent and unbiased, the each bit of F(X,Y,Z) will be independent and unbiased. The functions G, H, and I are similar to the function F, in that they act in "bitwise parallel" to produce their output from the bits of X, Y, and Z, in such a manner that if the corresponding bits of X, Y, and Z are independent and unbiased, then each bit of G(X,Y,Z), H(X,Y,Z), and I(X,Y,Z) will be independent and unbiased. Note that the function H is the bit-wise "xor" or "parity" function of its inputs. This step uses a 64-element table T[1 ... 64] constructed from the sine function. Let T[i] denote the i-th element of the table, which is equal to the integer part of 4294967296 times abs(sin(i)), where i is in radians. The elements of the table are given in the appendix. Do the following:

  /* Process each 16-word block. */
  For i = 0 to N/16-1 do
    /* Copy block i into X. */
    For j = 0 to 15 do
      Set X[j] to M[i*16+j].
    end /* of loop on j */
    /* Save A as AA, B as BB, C as CC, and D as DD. */
    AA = A
    BB = B
    CC = C
    DD = D
    /* Round 1. */
    /* Let [abcd k s i] denote the operation
         a = b + ((a + F(b,c,d) + X[k] + T[i]) <<< s). */
    /* Do the following 16 operations. */
    [ABCD  0  7  1]  [DABC  1 12  2]  [CDAB  2 17  3]  [BCDA  3 22  4]
    [ABCD  4  7  5]  [DABC  5 12  6]  [CDAB  6 17  7]  [BCDA  7 22  8]
    [ABCD  8  7  9]  [DABC  9 12 10]  [CDAB 10 17 11]  [BCDA 11 22 12]
    [ABCD 12  7 13]  [DABC 13 12 14]  [CDAB 14 17 15]  [BCDA 15 22 16]
    /* Round 2. */
    /* Let [abcd k s i] denote the operation
         a = b + ((a + G(b,c,d) + X[k] + T[i]) <<< s). */
    /* Do the following 16 operations. */
    [ABCD  1  5 17]  [DABC  6  9 18]  [CDAB 11 14 19]  [BCDA  0 20 20]
    [ABCD  5  5 21]  [DABC 10  9 22]  [CDAB 15 14 23]  [BCDA  4 20 24]
    [ABCD  9  5 25]  [DABC 14  9 26]  [CDAB  3 14 27]  [BCDA  8 20 28]
    [ABCD 13  5 29]  [DABC  2  9 30]  [CDAB  7 14 31]  [BCDA 12 20 32]
    /* Round 3. */
    /* Let [abcd k s t] denote the operation
         a = b + ((a + H(b,c,d) + X[k] + T[i]) <<< s). */
    /* Do the following 16 operations. */
    [ABCD  5  4 33]  [DABC  8 11 34]  [CDAB 11 16 35]  [BCDA 14 23 36]
    [ABCD  1  4 37]  [DABC  4 11 38]  [CDAB  7 16 39]  [BCDA 10 23 40]
    [ABCD 13  4 41]  [DABC  0 11 42]  [CDAB  3 16 43]  [BCDA  6 23 44]
    [ABCD  9  4 45]  [DABC 12 11 46]  [CDAB 15 16 47]  [BCDA  2 23 48]
    /* Round 4. */
    /* Let [abcd k s t] denote the operation
         a = b + ((a + I(b,c,d) + X[k] + T[i]) <<< s). */
    /* Do the following 16 operations. */
    [ABCD  0  6 49]  [DABC  7 10 50]  [CDAB 14 15 51]  [BCDA  5 21 52]
    [ABCD 12  6 53]  [DABC  3 10 54]  [CDAB 10 15 55]  [BCDA  1 21 56]
    [ABCD  8  6 57]  [DABC 15 10 58]  [CDAB  6 15 59]  [BCDA 13 21 60]
    [ABCD  4  6 61]  [DABC 11 10 62]  [CDAB  2 15 63]  [BCDA  9 21 64]
    /* Then perform the following additions. (That is increment each
       of the four registers by the value it had before this block
       was started.) */
    A = A + AA
    B = B + BB
    C = C + CC
    D = D + DD
  end /* of loop on i */

Step 5. Output The message digest produced as output is A, B, C, D. That is, we begin with the low-order byte of A, and end with the high-order byte of D. This completes the description of MD5. A reference implementation in C is given in the appendix.

Summary The MD5 message-digest algorithm is simple to implement, and provides a "fingerprint" or message digest of a message of arbitrary length. It is conjectured that the difficulty of coming up with two messages having the same message digest is on the order of 2^64 operations, and that the difficulty of coming up with any message having a given message digest is on the order of 2^128 operations. The MD5 algorithm has been carefully scrutinized for weaknesses. It is, however, a relatively new algorithm and further security analysis is of course justified, as is the cas Differences Between MD4 and MD5 The following are the differences between MD4 and MD5: 1. A fourth round has been added. 2. Each step now has a unique additive constant. 3. The function g in round 2 was changed from (XY v XZ v YZ) to (XZ v Y not(Z)) to make g less symmetric. 4. Each step now adds in the result of the previous step. This promotes a faster "avalanche effect". 5. The order in which input words are accessed in rounds 2 and 3 is changed, to make these patterns less like each other. 6. The shift amounts in each round have been approximately optimized, to yield a faster "avalanche effect." The shifts in different rounds are distinct.

Engineering agar

A lab for showing antibiotic resistance across Amp concentration gradient