Difference between revisions of "Aufgaben:Exercise 2.13: Inverse Burrows-Wheeler Transformation"
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− | [[File:EN_Inf_A_2_14.png|right|frame| | + | [[File:EN_Inf_A_2_14.png|right|frame|BWT result to be analysed]] |
− | + | The "Burrows–Wheeler Transformation" – abbreviated $\rm BWT$ – causes a blockwise sorting of the characters of a text with the aim of preparing the text for efficient data compression with the help of run-length coding or entropy coding. | |
− | * First, an $N×N$ | + | * First, an $N×N$ matrix is generated from a block of length $N$, with each row of this first matrix resulting from the preceding row by cyclic left shift. |
− | * Then the matrix is sorted lexicographically (without special characters: alphabetically) . The result of the BWT is the last row of the new BWT matrix, the so-called $\text{L | + | * Then the matrix is sorted lexicographically (without special characters: alphabetically) . The result of the BWT is the last row of the new BWT matrix, the so-called $\text{L column}$ (from "Last"). |
− | * Further, this task refers to the $\text{F | + | * Further, this task refers to the $\text{F column}$ (from "First", first row of the BWT matrix), which is needed for the inverse Burrows–Wheeler Transformation ⇒ reconstruction of the original text from the L column. |
− | * For the inverse BWT, the so-called | + | * For the inverse BWT, the so-called "primary index" $I$ is also required. This indicates the row of the BWT matrix in which the algorithm must be started. |
− | The graphic shows the result of a BWT, more precisely its L | + | The graphic shows the result of a BWT, more precisely its L column. The original text is to be reconstructed from this according to the description on the theory page [[Information_Theory/Weitere_Quellencodierverfahren#Burrows.E2.80.93Wheeler.E2.80.93Transformation|Burrows–Wheeler Transformation]], |
− | * | + | *in subtask '''(2)''' with the primary index $I = 7$, |
− | * | + | *in subtask '''(3)''' $I = 0$ is to be assumed. |
Revision as of 09:21, 13 August 2021
The "Burrows–Wheeler Transformation" – abbreviated $\rm BWT$ – causes a blockwise sorting of the characters of a text with the aim of preparing the text for efficient data compression with the help of run-length coding or entropy coding.
- First, an $N×N$ matrix is generated from a block of length $N$, with each row of this first matrix resulting from the preceding row by cyclic left shift.
- Then the matrix is sorted lexicographically (without special characters: alphabetically) . The result of the BWT is the last row of the new BWT matrix, the so-called $\text{L column}$ (from "Last").
- Further, this task refers to the $\text{F column}$ (from "First", first row of the BWT matrix), which is needed for the inverse Burrows–Wheeler Transformation ⇒ reconstruction of the original text from the L column.
- For the inverse BWT, the so-called "primary index" $I$ is also required. This indicates the row of the BWT matrix in which the algorithm must be started.
The graphic shows the result of a BWT, more precisely its L column. The original text is to be reconstructed from this according to the description on the theory page Burrows–Wheeler Transformation,
- in subtask (2) with the primary index $I = 7$,
- in subtask (3) $I = 0$ is to be assumed.
Hints:
- The exercise belongs to the chapter Other source coding methods.
- In particular, reference is made to the page Burrows–Wheeler Transformation.
- Further information can be found in the two publications mentioned below:
- (1) Abel, J.: Verlustlose Datenkompression auf Grundlage der Burrows-Wheeler-Transformation.
In: PIK - Praxis der Informationsverarbeitung und Kommunikation, no. 3, vol. 26, S. 140–144, Sept. 2003. - (2) Abel, J.: Grundlagen des Burrows-Wheeler-Kompressionsalgorithmus.
In: Informatik Forschung & Entwicklung, no. 2, vol. 18, S. 80–87, Jan. 2004.
Questions
Solution
- The first column of the BWT matrix is also called the F–column and the last column the L–column (from "First" or "Last").
- Only the L–column is passed on to the next coding level.
- The F–column, which is also needed for the reverse transformation, results from the L–column by lexicographic sorting.
(2) Solution suggestion 1 is correct: MEINDEINSEIN is correct, as can be seen from the left-hand representation of the following diagram.
Note that the top line represents the line number $I = 0$ in each case. For explanation:
- Start the decoding with the line $I = 7$ of the F–column. The content is "M".
- Search for the corresponding "M" in the L–column and find it in line number "1".
- From line 1 of the L–column one goes horizontally to the F–column and finds the symbol "E".
- Similarly, one finds the third output symbol "I" in line 4 of theF–column.
- The decoding algorithm ends with the output symbol "N" in the third last row.
(3) Correct is the proposed solution 2:
$\rm DEINSEINMEIN$, as shown in the graph on the right.
(4) Correct is the suggested solution 3:
- In BWT, four characters here are equal to their predecessors, in the original none.
- In the F–column , even more characters would be the same as their respective predecessors (6 in total) due to the lexicographical sorting, but this sorting cannot be reversed without loss.
- Solution suggestion 1 is also wrong: the original and BWT contain exactly the same characters $($three times $\rm E$, three times $\rm I$, three times $\rm N$ and one each of $\rm D$, $\rm M$ and $\rm S)$.