Difference between revisions of "Aufgaben:Exercise 2.13: Inverse Burrows-Wheeler Transformation"

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{{quiz-Header|Buchseite=Informationstheorie/Weitere Quellencodierverfahren
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{{quiz-Header|Buchseite=Information_Theory/Further_Source_Coding_Methods
 
}}
 
}}
  
[[File:EN_Inf_A_2_14.png|right|frame|To be analysed <br>BWT result]]
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[[File:EN_Inf_A_2_14.png|right|frame|BWT result to be analyzed]]
Die&nbsp;  ''Burrows&ndash;Wheeler&ndash;Transformation'' &ndash; abbreviated&nbsp; $\rm BWT$&nbsp; &ndash; 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.
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The&nbsp;  "Burrows&ndash;Wheeler Transformation" &ndash; abbreviated&nbsp; $\rm BWT$&nbsp; &ndash; 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&nbsp; $N&times;N$&ndash; matrix is generated from a block of length&nbsp; $N$&nbsp;, with each row of this first&ndash;matrix resulting from the preceding row by cyclic left shift.  
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* First, an&nbsp; $N&times;N$ matrix is generated from a block of length&nbsp; $N$,&nbsp; with each row of this first matrix resulting from the preceding row by cyclic left shift.  
  
* Then the matrix is sorted lexicographically&nbsp; (without special characters: &nbsp; alphabetically)&nbsp;.&nbsp; The result of the BWT is the last row of the new BWT matrix, the so-called&nbsp; $\text{L&ndash;column}$&nbsp;  (from "Last", &nbsp; last row of the BWT&ndash;matrix).
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* Then the matrix is sorted lexicographically&nbsp; (without special characters: &nbsp; alphabetically)&nbsp;.&nbsp; The result of the BWT is the last row of the new BWT matrix, the so-called&nbsp; $\text{L column}$&nbsp;  (from "Last").
  
* Further, this task refers to the&nbsp; $\text{F&ndash;column}$&nbsp; (from "First", first row of the BWT matrix), which is needed for the inverse Burrows&ndash;Wheeler&ndash;Transformation &nbsp; &#8658; &nbsp; reconstruction of the original text from the L&ndash;column.
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* Further, this task refers to the&nbsp; $\text{F column}$&nbsp; (from "First", first row of the BWT matrix), which is needed for the inverse Burrows&ndash;Wheeler Transformation &nbsp; &#8658; &nbsp; reconstruction of the original text from the L column.
  
* For the inverse BWT, the so-called <i>primary index</i>&nbsp; $I$ is also required.&nbsp; This indicates the row of the BWT matrix in which the algorithm must be started.
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* For the inverse BWT, the so-called&nbsp; "primary index"&nbsp; $I$&nbsp; is also required.&nbsp; 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&ndash;column.&nbsp; The original text is to be reconstructed from this according to the description on the theory page&nbsp; [[Information_Theory/Weitere_Quellencodierverfahren#Burrows.E2.80.93Wheeler.E2.80.93Transformation|Burrows&ndash;Wheeler Transformation]]&nbsp;,  
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The graphic shows the result of a BWT, more precisely its L column.&nbsp; The original text is to be reconstructed from this according to the description in the theory section&nbsp; [[Information_Theory/Further_Source_Coding_Methods#Burrows.E2.80.93Wheeler_transformation|Burrows&ndash;Wheeler Transformation]],  
*where in subtask&nbsp; '''(2)'''&nbsp; from the primary index&nbsp; $I = 7$  
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*in subtask&nbsp; '''(2)'''&nbsp; with the primary index&nbsp; $I = 7$,
*and in subtask&nbsp; '''(3)'''&nbsp; &nbsp; $I = 0$&nbsp; is to be assumed.
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*in subtask&nbsp; '''(3)'''&nbsp; &nbsp; $I = 0$&nbsp; is to be assumed.
  
  
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Hints:
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<u>Hints:</u>
*The task belongs to the chapter&nbsp; [[Information_Theory/Weitere_Quellencodierverfahren|Other source coding methods]].
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*The exercise belongs to the chapter&nbsp; [[Information_Theory/Further_Source_Coding_Methods|Further Source Coding Methods]].
*In particular, reference is made to the page&nbsp; [[Information_Theory/Weitere_Quellencodierverfahren#Burrows.E2.80.93Wheeler.E2.80.93Transformation|Burrows&ndash;Wheeler Transformation]].
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*In particular, reference is made to the section&nbsp; [[Information_Theory/Further_Source_Coding_Methods#Burrows.E2.80.93Wheeler_transformation|Burrows&ndash;Wheeler Transformation]].
*Further information can be found in the two publications mentioned below:
 
: '''(1)''' &nbsp; Abel, J.: ''Verlustlose Datenkompression auf Grundlage der Burrows-Wheeler-Transformation''. <br>&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; In: PIK - Praxis der Informationsverarbeitung und Kommunikation, no. 3, vol. 26, S. 140&ndash;144, Sept.  2003.
 
: '''(2)''' &nbsp; Abel, J.: ''Grundlagen des Burrows-Wheeler-Kompressionsalgorithmus''. <br>&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; In: Informatik Forschung & Entwicklung, no. 2, vol. 18, S. 80&ndash;87, Jan.  2004.
 
  
  
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<quiz display=simple>
 
<quiz display=simple>
{What is the&nbsp; $\text{F&ndash;Spalte}$ associated with the given&nbsp; $\text{L&ndash;Spalte}$&nbsp;?
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{What is the&nbsp; $\text{F column}$ associated with the given&nbsp; $\text{L column}$&nbsp;?
 
|type="()"}
 
|type="()"}
 
- $\rm SEINMEINDEIN$,
 
- $\rm SEINMEINDEIN$,
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{What happens if the reconstruction&nbsp; $\text{(BWT back transformation})$&nbsp; starts from the wrong primary index&nbsp; $I = 0$&nbsp;?
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{What happens if the reconstruction&nbsp; $\text{(inverse BWT transformation})$&nbsp; starts from the wrong primary index&nbsp; $I = 0$&nbsp;?
 
|type="[]"}
 
|type="[]"}
- The result is the original text, read from back to front.
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- $\rm MEINDEINSEIN$,
+ The result is a cyclic permutation of the original.
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+ $\rm DEINSEINMEIN$,
 +
- $\rm NIESNIEDNIEM$.
  
  
Why is the Burrows&ndash;Wheeler transform better suited than the original with regard to a later data compression?
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{Why is the Burrows&ndash;Wheeler transformation better suited than the original with regard to a later data compression?
 
|type="[]"}
 
|type="[]"}
 
- It results in more favourable character frequencies.
 
- It results in more favourable character frequencies.
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</quiz>
 
</quiz>
  
===Solutions===
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===Solution===
 
{{ML-Kopf}}
 
{{ML-Kopf}}
'''(1)'''&nbsp; <u>Solution suggestion 3</u> is correct:
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'''(1)'''&nbsp; The <u>solution suggestion 3</u> is correct:
*The first column of the BWT matrix is also called the&nbsp; F&ndash;column&nbsp; and the last column the&nbsp; L&ndash;column&nbsp; (from "<i>First</i>" or "<i>Last</i>").  
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*The first column of the BWT matrix is also called the&nbsp; "F column"&nbsp; and the last column the&nbsp; "L column"&nbsp; (from&nbsp; "First"&nbsp; or&nbsp; "Last").  
*Only the&nbsp; L&ndash;column is passed on to the next coding level.  
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*Only the&nbsp; "L column" is passed on to the next coding level.  
*The&nbsp; F&ndash;column, which is also needed for the reverse transformation, results from the&nbsp; L&ndash;column&nbsp; by lexicographic sorting.
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*The&nbsp; "F column", which is also needed for the reverse transformation, results from the&nbsp; "L column"&nbsp; by lexicographically sorting.
  
  
  
'''(2)'''&nbsp;<u>Solution suggestion 1</u> is correct: &nbsp; <b>MEINDEINSEIN</b> is correct, as can be seen from the left-hand representation of the following diagram. <br>Note that the top line represents the line number&nbsp; $I = 0$&nbsp; in each case. For explanation:
+
:[[File:Inf_Z_2_14b_v2.png|right|frame|Inverse BWT with&nbsp; $I = 7$&nbsp; (left) or&nbsp; $I = 0$&nbsp; (right)]]
:[[File:P_ID2479__Inf_A_2_14b.png|right|frame|BW back transformation with&nbsp; $I = 7$&nbsp; (left) or&nbsp; $I = 0$&nbsp; (right)]]
 
* Start the decoding with the line&nbsp;  $I = 7$&nbsp; of the F&ndash;column.&nbsp; The content is "M".
 
* Search for the corresponding "M" in the L&ndash;column and find it in line number "1".
 
* From line 1 of the L&ndash;column one goes horizontally to the&nbsp; F&ndash;column&nbsp; and finds the symbol&nbsp; "E".
 
* Similarly, one finds the third output symbol&nbsp; "I"&nbsp; in line 4 of theF&ndash;column.
 
* The decoding algorithm ends with the output symbol&nbsp; "N"&nbsp; in the third last row.
 
  
 +
'''(2)'''&nbsp; The <u>solution suggestion 1</u> is correct: &nbsp; <b>MEINDEINSEIN</b>, as can be seen from the left-hand representation of the following diagram. <br>Note that the top line represents the line number&nbsp; $I = 0$&nbsp; in each case. For explanation:
 +
* Start the decoding with the line&nbsp;  $I = 7$&nbsp; of the&nbsp; "F column".&nbsp; <br>The content is&nbsp; $\rm M$.
 +
* Search for the corresponding&nbsp; $\rm M$&nbsp; in the&nbsp; "L column"&nbsp; and find it in line number&nbsp; "1".
 +
* From line 1 of the&nbsp; "L column"&nbsp; one goes horizontally to the&nbsp; "F column"&nbsp; and finds the symbol&nbsp; $\rm E$.
 +
* Similarly, one finds the third output symbol&nbsp; $\rm I$&nbsp; in line 4 of the&nbsp; "F column".
 +
* The decoding algorithm ends with the output symbol&nbsp; $\rm N$&nbsp; in the third last row.
  
  
'''(3)'''&nbsp; Correct is the <u>proposed solution 2</u>: &nbsp; <br><br>$\rm DEINSEINMEIN$, as shown in the graph on the right.
+
 
 +
'''(3)'''&nbsp; Correct is the <u>proposed solution 2</u>: &nbsp; $\rm DEINSEINMEIN$, as shown in the graph on the right.
 
<br clear=all>
 
<br clear=all>
 +
 
'''(4)'''&nbsp; Correct is the <u>suggested solution 3</u>:  
 
'''(4)'''&nbsp; Correct is the <u>suggested solution 3</u>:  
 
*In BWT, four characters here are equal to their predecessors, in the original none.  
 
*In BWT, four characters here are equal to their predecessors, in the original none.  
*In the F&ndash;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.
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*In the&nbsp; "F column",&nbsp; even more characters would be the same as their respective predecessors&nbsp; (6 in total)&nbsp; due to the lexicographical sorting, but this sorting cannot be reversed without loss.
*Solution suggestion 1 is also wrong: &nbsp; the original and BWT contain exactly the same characters&nbsp; $($three times&nbsp; $\rm E$,&nbsp; three times&nbsp; $\rm I$,&nbsp; three times&nbsp; $\rm N$ and one each of&nbsp; $\rm D$,&nbsp; $\rm M$&nbsp; and&nbsp; $\rm S)$.
+
*Solution suggestion 1 is wrong too: &nbsp; <br>The original and BWT contain exactly the same characters&nbsp; $($three times&nbsp; $\rm E$,&nbsp; three times&nbsp; $\rm I$,&nbsp; three times&nbsp; $\rm N$ and one each of&nbsp; $\rm D$,&nbsp; $\rm M$&nbsp; and&nbsp; $\rm S)$.
 
{{ML-Fuß}}
 
{{ML-Fuß}}
  

Latest revision as of 13:45, 17 November 2022

BWT result to be analyzed

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 in the theory section  Burrows–Wheeler Transformation,

  • in subtask  (2)  with the primary index  $I = 7$,
  • in subtask  (3)    $I = 0$  is to be assumed.




Hints:


Questions

1

What is the  $\text{F column}$ associated with the given  $\text{L column}$ ?

$\rm SEINMEINDEIN$,
$\rm NIIINEEEDSMN$,
$\rm DEEEIIIMNNNS$.

2

What is the result of the reconstruction with primary index  $\underline{I = 7}$?

$\rm MEINDEINSEIN$,
$\rm DEINSEINMEIN$,
$\rm NIESNIEDNIEM$.

3

What happens if the reconstruction  $\text{(inverse BWT transformation})$  starts from the wrong primary index  $I = 0$ ?

$\rm MEINDEINSEIN$,
$\rm DEINSEINMEIN$,
$\rm NIESNIEDNIEM$.

4

Why is the Burrows–Wheeler transformation better suited than the original with regard to a later data compression?

It results in more favourable character frequencies.
All characters are sorted lexicographically.
Identical characters follow each other more often in the BWT.


Solution

(1)  The solution suggestion 3 is correct:

  • 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 lexicographically sorting.


Inverse BWT with  $I = 7$  (left) or  $I = 0$  (right)

(2)  The solution suggestion 1 is correct:   MEINDEINSEIN, 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  $\rm M$.
  • Search for the corresponding  $\rm M$  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  $\rm E$.
  • Similarly, one finds the third output symbol  $\rm I$  in line 4 of the  "F column".
  • The decoding algorithm ends with the output symbol  $\rm N$  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 wrong too:  
    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  $\rm S)$.