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Arabic as precursor language

Posted: Wed Dec 06, 2023 5:47 am
by DFS346
With acknowledgement to the members of the Voynich Ninja forum who have discussed the concept of Arabic as a possible precursor language: in order to assess Arabic as a precursor, we could start by examining the frequencies of Arabic letters as written in the fifteenth century.

Examples are Abu Yusuf Al-Kindi's frequency table, which dates from the ninth century; or alternatively the letter frequencies from Abulfida' Ibn Kathir's The Beginning and the End, written in the 14th century. A further alternative would be to use Ibn Kathir's frequencies but to combine the variants of alef (ﺍ ﺃ ﺇ ﺁ), as Al-Kindi evidently did.

The frequencies of the glyphs in the v101 transliteration, in descending order, and the frequencies of the letters in Al-Kindi's frequency table, have a correlation of 97.2 percent. That in itself is not remarkable: with two short sequences in descending order, it's easy to obtain a correlation of over 90 percent. Many European languages yield a similar correlation with the v101 transliteration.

However, it seems to me that the juxtaposition of these frequency tables opens the possibility of a provisional transliteration of any Voynich page to Arabic. Having done so, it would probably be necessary to reverse the order of the letters in each transliterated word (for which there exist online tools such as https://onlinetexttools.com/reverse-text.

If the resulting text contained any recognisable Arabic words, we might be on the right track. If not, it might be necessary to modify the v101 transliteration, for example by combining visually similar glyphs such as 6, 7, 8 and &; or by disaggregating glyphs that look like strings (e.g. m => iN, n =>iN); or by making distinctions between initial, interior and final glyphs. That would change the v101 frequency table and consequently change the mapping from glyphs to Arabic.

v101 and Arabic frequencies.jpg
v101 and Arabic frequencies.jpg (137.23 KiB) Viewed 14710 times

Re: Arabic as precursor language

Posted: Sat Mar 16, 2024 5:42 pm
by DFS346
I tested a range of alternative transliterations of the Voynich text, all based on Glen Claston's v101 but differing from v101 in one or more respects. I numbered these transliterations v101④ through v202. The ④ signifies that in all the transliterations, I treated the v101 glyph pair {4o} as a single glyph, to which I assigned the Unicode symbol ④.

For comparison of the Voynich text with the Arabic language, I used letter frequencies derived from the works of Ibn Kathir (1300-1373).

To prioritize my Voynich transliterations, I started by calculating the statistical correlations between the glyph frequencies and the Arabic letter frequencies. However, with two short descending sequences such as ibn Kathir's Arabic alphabet (which has 43 letters), and the 43 most frequent glyphs in the v101 transliteration (which account for 98.6 percent of the text), it is relatively easy to obtain correlations well in excess of 90 percent. Substantial differences between transliterations, for example combining the {2} group of glyphs, result in quite small changes in the frequency correlations.

I therefore adopted an alternative metric, namely the average frequency difference. Mathematically, this is the average of the absolute differences between the frequency of a precursor letter and the frequency of the equally ranked Voynich glyph. My idea was that the lowest average frequency difference should represent the best fit between a transliteration and the presumed precursor language.

On this metric, I found that the transliteration which I had numbered v171 was the best fit for ibn Kathir's Arabic alphabet. Apart from the treatment of {4o}, the v171 transliteration has the following differences from v101:
  • m=IN
  • M=iIN
  • n=iN.
Below is a juxtaposition of the frequencies of the top 43 glyphs in the v171 transliteration, and the 43 Arabic letter frequencies. The average frequency difference between v171 and Ibn Kathir's Arabic is 0.64 percent.

v171 and Arabic-IK frequencies.jpg
v171 and Arabic-IK frequencies.jpg (155.73 KiB) Viewed 1613 times
The next step is to explore the potential of these juxtapositions as correspondences or mappings. For example, the most frequent Voynich glyph, {o}, could map to and from the most frequent Arabic letter, ا (alef). Thereby, we could map some of the most common Voynich "words", such as {8am}, {oe} and {1oe}, to text strings in Arabic. We could then search appropriate corpora of the Arabic language to determine whether these strings are real words.

Since Arabic uses an abjad script, in which the short vowels are not written, the chances are that most of the Voynich "words" up to three glyphs will map to real words in Arabic. However, as I discovered with Persian and with Ottoman Turkish, the mapping may well break down with "words" of four glyphs or longer. Even if we generate real words, those words in sequence may or may not make sense.

Test mappings

Below is a summary of my test mappings of the top five Voynich "words" of one, two, three and four glyphs.

v171~H1 mappings 1-4 glyphs.jpg
v171~H1 mappings 1-4 glyphs.jpg (105.23 KiB) Viewed 1594 times
Test mappings of the top ten "words" in the Voynich manuscript, v171 transliteration, "herbal" section, to text strings in medieval Arabic. Author's analysis.

We see here what I am inclined to call the abjad effect, which I had already observed with Hebrew, Persian and Turkish. Most of the Voynich "words" of two or three glyphs map to real Arabic words. But in an abjad script, almost any random string of two or three letters will be a real word. At the levels of one glyph and four glyphs, the mapping breaks down.

An alphabetic cipher?

These test mappings do not entirely exclude Arabic as a precursor language of the Voynich manuscript.

As Massimiliano Zattera has demonstrated, in almost every Voynich "word" the glyphs follow a marching order, a kind of alphabetic order. Indeed, Zattera called the sequence a "slot alphabet". We are compelled to imagine that if the Voynich scribes mapped their manuscript from precursor documents, they re-ordered the glyphs in every "word". That would imply that we could take any one of our Arabic text strings, scramble the letters, and still map to the same Voynich "word" from which we started.

To take this idea further would require a good knowledge of Arabic (preferably medieval Arabic), a head for anagrams or Scrabble, and computing power (or patience).

Re: Arabic as precursor language

Posted: Thu Jun 27, 2024 4:45 pm
by DFS346
Further thoughts on medieval Arabic as a precursor language of the Voynich manuscript.

https://goodreads.com/author_blog_posts ... -revisited

53819373975_b90269b52e.jpg
53819373975_b90269b52e.jpg (40 KiB) Viewed 702 times
The frequencies of the ten most common glyphs in the Voynich manuscript, v101④ transliteration, "herbal" section, and the ten most common letters in Dr Dilworth Parkinson’s corpora of 8th to 15th century Arabic, and Mohsen Madi’s corpus of (mainly) fourteenth-century Arabic. Author's analysis.