Elias delta coding

Elias δ code or Elias delta code is a universal code encoding the positive integers developed by Peter Elias.[1]^: 200

Encoding

To code a number X ≥ 1:

Let N = ⌊log₂ X⌋; be the highest power of 2 in X, so 2^N ≤ X < 2^N+1.
Let L = ⌊log₂ N+1⌋ be the highest power of 2 in N+1, so 2^L ≤ N+1 < 2^L+1.
Write L zeros, followed by
the L+1-bit binary representation of N+1, followed by
all but the leading bit (i.e. the last N bits) of X.

An equivalent way to express the same process:

Separate X into the highest power of 2 it contains (2^N) and the remaining N binary digits.
Encode N+1 with Elias gamma coding.
Append the remaining N binary digits to this representation of N+1.

To represent a number $x$ , Elias delta (δ) uses $\lfloor \log _{2}(x)\rfloor +2\lfloor \log _{2}(\lfloor \log _{2}(x)\rfloor +1)\rfloor +1$ bits.[1]^: 200 This is useful for very large integers, where the overall encoded representation's bits end up being fewer [than what one might obtain using Elias gamma coding] due to the $\log _{2}(\lfloor \log _{2}(x)\rfloor +1)$ portion of the previous expression.

The code begins, using $\gamma '$ instead of $\gamma$ :

Number	N	N+1	δ encoding	Implied probability
1 = 2⁰	0	1	`1`	1/2

2 = 2¹ + 0	1	2	`0 1 0 0`	1/16
3 = 2¹ + 1	1	2	`0 1 0 1`	1/16

4 = 2² + 0	2	3	`0 1 1 00`	1/32
5 = 2² + 1	2	3	`0 1 1 01`	1/32
6 = 2² + 2	2	3	`0 1 1 10`	1/32
7 = 2² + 3	2	3	`0 1 1 11`	1/32

8 = 2³ + 0	3	4	`00 1 00 000`	1/256
9 = 2³ + 1	3	4	`00 1 00 001`	1/256
10 = 2³ + 2	3	4	`00 1 00 010`	1/256
11 = 2³ + 3	3	4	`00 1 00 011`	1/256
12 = 2³ + 4	3	4	`00 1 00 100`	1/256
13 = 2³ + 5	3	4	`00 1 00 101`	1/256
14 = 2³ + 6	3	4	`00 1 00 110`	1/256
15 = 2³ + 7	3	4	`00 1 00 111`	1/256

16 = 2⁴ + 0	4	5	`00 1 01 0000`	1/512
17 = 2⁴ + 1	4	5	`00 1 01 0001`	1/512

To decode an Elias delta-coded integer:

Read and count zeros from the stream until you reach the first one. Call this count of zeros L.
Considering the one that was reached to be the first digit of an integer, with a value of 2^L, read the remaining L digits of the integer. Call this integer N+1, and subtract one to get N.
Put a one in the first place of our final output, representing the value 2^N.
Read and append the following N digits.

Example:

001010011
1. 2 leading zeros in 001
2. read 2 more bits i.e. 00101
3. decode N+1 = 00101 = 5
4. get N = 5 − 1 = 4 remaining bits for the complete code i.e. '0011'
5. encoded number = 2⁴ + 3 = 19

This code can be generalized to zero or negative integers in the same ways described in Elias gamma coding.

Example code

Encoding

void eliasDeltaEncode(char* source, char* dest)
{
    IntReader intreader(source);
    BitWriter bitwriter(dest);
    while (intreader.hasLeft())
    {
        int num = intreader.getInt();
        int len = 0;
        int lengthOfLen = 0;

        len = 1 + floor(log2(num));  // calculate 1+floor(log2(num))
        lengthOfLen = floor(log2(len)); // calculate floor(log2(len))
      
        for (int i = lengthOfLen; i > 0; --i)
            bitwriter.outputBit(0);
        for (int i = lengthOfLen; i >= 0; --i)
            bitwriter.outputBit((len >> i) & 1);
        for (int i = len-2; i >= 0; i--)
            bitwriter.outputBit((num >> i) & 1);
    }
    bitwriter.close();
    intreader.close();
}

Decoding

void eliasDeltaDecode(char* source, char* dest)
{
    BitReader bitreader(source);
    IntWriter intwriter(dest);
    while (bitreader.hasLeft())
    {
        int num = 1;
        int len = 1;
        int lengthOfLen = 0;
        while (!bitreader.inputBit())     // potentially dangerous with malformed files.
            lengthOfLen++;
        for (int i = 0; i < lengthOfLen; i++)
        {
            len <<= 1;
            if (bitreader.inputBit())
                len |= 1;
        }
        for (int i = 0; i < len-1; i++)
        {
            num <<= 1;
            if (bitreader.inputBit())
                num |= 1;
        }
        intwriter.putInt(num);            // write out the value
    }
    bitreader.close();
    intwriter.close();
}

Generalizations

Elias delta coding does not code zero or negative integers. One way to code all non negative integers is to add 1 before coding and then subtract 1 after decoding. One way to code all integers is to set up a bijection, mapping integers all integers (0, 1, −1, 2, −2, 3, −3, ...) to strictly positive integers (1, 2, 3, 4, 5, 6, 7, ...) before coding. This bijection can be performed using the "ZigZag" encoding from Protocol Buffers (not to be confused with Zigzag code, nor the JPEG Zig-zag entropy coding).

References

Elias, Peter (March 1975). "Universal codeword sets and representations of the integers". IEEE Transactions on Information Theory. 21 (2): 194–203. doi:10.1109/tit.1975.1055349.

Elias delta coding

Encoding

Example code

Encoding

Decoding

Generalizations

See also

References

Further reading