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[Article] Stars in the recipe section - Printable Version +- The Voynich Ninja (https://www.voynich.ninja) +-- Forum: Voynich Research (https://www.voynich.ninja/forum-27.html) +--- Forum: News (https://www.voynich.ninja/forum-25.html) +--- Thread: [Article] Stars in the recipe section (/thread-5733.html) |
Stars in the recipe section - Labyrinthinesecurity - 13-05-2026 In the recipe section, I annotated the stars showing a tail and the stars without a tail. I then trained a simple statistical model to predict whether a paragraph maps to a “tail” star using only internal text features (no external information, no hand labeling tricks). The model correctly identifies tail paragraphs about 86% of the time (balanced accuracy), which is far above chance (50%). (I also ran permutation tests where we randomly reshuffled the data within each folio, preserving structure but destroying signal. In those tests, performance dropped to about 52%, which is basically chance. This suggests the model is not just exploiting simple artifacts like folio grouping or class imbalance.) Is anyone aware of similar studies? I'd be interested to know if star morphometrics correlate to textual contents. Thanks! RE: Stars in the recipe section - Koen G - 13-05-2026 I don't remember anything along these lines. But do you know anything at all about how or why the prediction is made? RE: Stars in the recipe section - Labyrinthinesecurity - 13-05-2026 (13-05-2026, 03:54 PM)Koen G Wrote: You are not allowed to view links. Register or Login to view.I don't remember anything along these lines. But do you know anything at all about how or why the prediction is made? From a syntax perspective, obviously yes because I chose the features for the model Now from a linguistic/semantics perspective, that's another story I am exploring and that I will share when and if I have something robust.
RE: Stars in the recipe section - oshfdk - 13-05-2026 Some people suggested that stars are just a way to represent certain markers or even characters: You are not allowed to view links. Register or Login to view. In which case there will obviously be a correlation between the star type and the contents of the paragraph. (08-01-2016, 04:34 PM)Anton Wrote: You are not allowed to view links. Register or Login to view.There are also stars with an ink dot at the centre. They can be light-painted or unpainted; not all light-painted stars have a centre dot. These observations dismiss the hypothesis that the dot is used as a reminder to paint (or not to paint) a star. Looks like a marker for some other purpose. RE: Stars in the recipe section - Labyrinthinesecurity - 13-05-2026 (13-05-2026, 04:21 PM)oshfdk Wrote: You are not allowed to view links. Register or Login to view.Some people suggested that stars are just a way to represent certain markers or even characters: You are not allowed to view links. Register or Login to view. Thank you, that's precious! I have tried to link the dot to actual text but so far I have failed. My only success is about tails. RE: Stars in the recipe section - ReneZ - 14-05-2026 The stars without tails are found on f103r, f103v, You are not allowed to view links. Register or Login to view. (one bifolio) and on f111v, where there are also a number of cases with tails. That is four out of 23 pages, meaning (rough estimate): 17% without tails, 83% with tails. With this, an 86% success rate may easily be achieved just by chance. More importantly, any text property that varies according to this bifolio split will strongly correlate with the appearance of tails. That is: if such a text property exists. The recent work by Colin Layfield, presented by Lisa, suggests that it does. A meaningful measure of success would come from how well the paragraphs on f111v match, but this is unfortunately a small sample. Still, there are some interesting questions related to the distribution of stars with/without tails. RE: Stars in the recipe section - Jorge_Stolfi - 14-05-2026 (13-05-2026, 03:52 PM)Labyrinthinesecurity Wrote: You are not allowed to view links. Register or Login to view.In the recipe section, I annotated the stars showing a tail and the stars without a tail. It does not directly relate to your question, but you may find You are not allowed to view links. Register or Login to view. useful. (You will have to download the file and display it with some monospace font, like Courier.) Column 4 says whether the star has a core (dot or small circle) or not. But that datum is not available for stars which are painted red. Column 5 says the way the paint was applied, and column 6 is its color. The next two columns are the count of rays and the count of tails, usually 1 or 0 ('-'). Some random thoughts:
RE: Stars in the recipe section - Labyrinthinesecurity - 14-05-2026 (14-05-2026, 12:45 AM)ReneZ Wrote: You are not allowed to view links. Register or Login to view.The stars without tails are found on f103r, f103v, You are not allowed to view links. Register or Login to view. (one bifolio) and on f111v, where there are also a number of cases with tails. Fair point, that's why I mentioned balanced accuracy, it accounts for class imbalance. RE: Stars in the recipe section - Labyrinthinesecurity - 14-05-2026 René here is the confusion matrix, the predictor works much better than chance: Predicted TAIL noTAIL Actual TAIL 224 37 Actual noTAIL 11 69 what's more the in folio permutations also show that the test is robust despite class imbalance. |