“Sirin is not inferior to Leonov”: Burrows’s Delta for stylometric analysis of Russian novels of the interwar period
https://doi.org/10.22394/2412-9410-2024-10-2-207-229
Abstract
The article analyzes the stylistic features of Nabokov’s Russian-language novels in the context of Russian interwar prose. The main method is Burrows’s Delta — one of the most reliable stylometric tools that allows comparing texts with each other based on the distribution of the most frequent function words. In addition, SVM and KNN methods are also used to classify texts. The study has two objectives: 1) to carry out a primary clustering of the styles of leading Russian prose writers of a certain era, and also, through the use of modern algorithms, to determine the place among them of the style of Nabokov (Sirin); 2) to test these algorithms for their ability to informatively and adequately solve the tasks of stylistic distribution and for the consistency of the results. It turns out that stylistically close to Nabokov’s novels are the texts of Leonov, Gazdanov and Grin. A particularly clear similarity is found between Nabokov’s late novels, Leonov’s Skutarevsky and Gazdanov’s An Evening with Claire. Nabokov’s eight Russian-language novels are divided into two groups. The first consists of Mashenka, The Defense, King, Queen, Knave, Glory, Laughter in the Dark. The second is made up of the novels of the 1930s: Despair, Invitation to a Beheading, The Gift.
Keywords
About the Authors
F. N. DviniatinRussian Federation
Fyodor N. Dviniatin, Cand. Sci. (Philology) Associate Professor, Department of Russian Language
199034, St. Petersburg, Universitetskaya Emb., 7–9
B. V. Kovalev
Russian Federation
Boris V. Kovalev, Assistant, Department of Romance Philology; Member of the Writers’ Union of St. Petersburg
199034, St. Petersburg, Universitetskaya Emb., 7–9
References
1. Al-Falahni, A., Bellafkin, M., Romdani M., & Al-Serem, M. (2015). Authorship attribution in Arabic poetry. In 2015 10 th International Conference on Intelligent Systems: Theories and Applications (SITA). October 20–21, 2015, Rabat, Morocco. ENSIAS, Rabat, Morocco (n. e.). https://ieeexplore.ieee.org/document/7358411. https://doi.org/10.1109/SITA.2015.7358411.
2. Alieva, O. V. (2022a). Del’ta Berrouza dlia drevnegrecheskikh avtorov: opyt primeneniia [Testing Burrows’ Delta on Ancient Greek authors]. Schole, 16(2), 693–705. https://doi.org/10.25205/1995-4328-2022-16-2-693-705. (In Russian).
3. Alieva, O. V. (2022b). Opyt izmereniia stilisticheskoi odnorodnosti metodom Delta na materiale Platonovskogo korpusa [Measuring stylistic homogeneity with Burrows’ Delta: An experiment with Corpus Platonicum]. Aristei: Vestnik klassicheskoi filologii i antichnoi istorii, 25, 19–37. https://doi.org/10.53084/22209050_2022_25_19. (In Russian).
4. Burrows, J. (2002). ‘Delta’: A measure of stylistic difference and a guide to likely authorship. Literary and Linguistic Computing, 17(3), 267–287. https://doi.org/10.1093/llc/17.3.267.
5. Calvo Tello, J. (2019). Delta inside Valle-Inclán: stylometric classification of periods and groups of his novels. Romanische Studien, 2019(Supplement 6), 151–163.
6. Eder, M., Rybicki, J., & Kestemont, M. (2016). Stylometry with R: A package for computational text analysis. The R Journal, 8(1), 107–121.
7. Gladwin, A. A. G., Lavin, M. J., & Look, D. M. (2017). Stylometry and collaborative authorship: Eddy, Lovecraft, and ‘The Loved Dead’. Digital Scholarship in the Humanities, 32(1), 123–140. https://doi.org/10.1093/llc/fqv026.
8. Hernández-Lorenzo, L., & Byszuk, J. (2023). Challenging stylometry: The authorship of the baroque play La Segunda Celestina. Digital Scholarship in the Humanities, 38(2), 544– 558. https://doi.org/10.1093/llc/fqac063.
9. Hoover, D. L. (2004). Testing Burrows’s Delta. Literary and Linguistic Computing, 19(4), 453–475.
10. Iosifyan, M., & Vlasov, I. (2020). And Quiet Flows the Don: The Sholokhov–Kryukov authorship debate. Digital Scholarship in the Humanities, 35(2), 307–318. https://doi.org/10.1093/llc/fqz017.
11. Jannidis, F., & Lauer, G. (2014). Burrows’s Delta and its use in German literary history. In M. Erlin, & L. Tatlock (Eds.). Distant readings: Topologies of German culture in the long nineteenth century (pp. 29–54). Camden House.
12. Kibal’nik, S. A. (2002). Gazdanov i Nabokov [Gazdanov and Nabokov]. Russkaia literatura, 2002(3), 22–41. (In Russian).
13. Kibal’nik, S. A. (2011). Nabokov i Gazdanov. (O romane Nabokova “Podlinnaia zhizn’ Sebast’iana Naita”) [Vladimir Nabokov and Gaito Gazdanov (on V. Nabokov’s novel The Real Life of Sebastian Knight)]. Novyi filologicheskii vestnik, 2011(1, no. 16), 36–46. (In Russian).
14. Kibal’nik, S. A. (2012). Psevdoedinstvo mladoemigrantov: Gaito Gazdanov i Vladimir Nabokov [Pseudo-unity of the Young Émigrés: Vladimir Nabokov and Gaito Gazdanov]. Voprosy literatury, 2012(1), 276–287 (In Russian).
15. Kovalev, B. V. (2023) Delta i “bum”: romany Mario Vargasa L’osy cherez prizmu stilemetrii. [Delta and “boom”: Novels of Mario Vargas Llosa through the prism of stylometry]. Literatura dvukh Amerik, 15, 116–141. https://doi.org/10.22455/2541-7894-2023-15-116-141. (In Russian).
16. Mamaev, N., Marusenko, M., Piotrowska, X., Ronzhin, A. (2018). Metod Del’ty Berrouza dlia opredeleniia avtorstva anonimnykh i psevdoanonimnykh literaturnykh proizvedenii na russkom iazyke [Burrows’s Delta for authorship attribution of Russian literary texts]. In A. Ronzhin, T. Noskova, & A. Karpov (Eds.). Proceedings of the R. Piotrowski’s Readings in Language Engineering and Applied Linguistics. Saint Petersburg, Russia, November 27, 2017 (pp. 107–119, separate pagination in Web paper) (n. p.). https://ceur-ws.org/Vol-2233/Paper_9.pdf. (In Russian).
17. Maslinsky, K. A. (2022). Utochnennaia tsifrovaia tekstologiia: eshche raz k voprosu ob avtorstve romana “Tikhii Don” [Refined digital textual criticism: More on the question of authorship of the novel Quiet Flows The Don]. Russkaia literatura, 2022(1), 247–254. https://doi.org/10.31860/0131-6095-2022-1-247-254. (In Russian).
18. Mel’nikov, N. G., & Korostelev, O. A. (Eds.) (2000). Klassik bez retushi. Literaturnyy mir o tvorchestve Vladimira Nabokova: Kriticheskie otzyvy, esse, parodii [Classic without retouching. Literary world about the work of Vladimir Nabokov: Critical reviews, essays, parodies]. Novoe literaturnoe obozrenie. (In Russian).
19. Orekhov, B. V. (2020). “Iliada” E. I. Kostrova i “Iliada” A. I. Liubzhina: stilemetricheskii aspect [Iliad by Kostrov and Iliad by Lyubzhin: the stylometry case]. Aristei: Vestnik klassicheskoi filologii i antichnoi istorii, 21, 282–296. (In Russian).
20. Orekhov, B. V. (2021). Tekst i perevod Vladimira Nabokova cherez prizmu stilemetrii [Text and translation by Vladimir Nabokov through the prism of Stylemetry]. Novyi filologicheskii vestnik, 2021(3, no. 58), 200–213. https://doi.org/10.54770/20729316_2021_3_200. (In Russian).
21. Petrov, V. V., Marusenko, M. A., Piotrovskaia, K. R., Man’ias, I. N., & Mamaev, N. K. (2019). Ob avtorstve “pisem Berii iz zatocheniia” [On the authorship of ‘Beria’s Letters from imprisonnement’]. Vestnik Sankt-Peterburgskogo universiteta. Pravo, 10(3), 586–605. https://doi.org/10.21638/spbu14.2019.313. (In Russian).
22. Shul’man, M. Ιu. Gazdanov i Nabokov [Gazdanov and Nabokov]. In M. A. Vasil’eva (Ed.). Vozvrashchenie Gaito Gazdanova: Nauchnaia konferentsiia, posviashchennaia 95-letiiu so dnia rozhdeniia (pp. 15–24). Russkii put’. (In Russian).
23. Skorinkin, D., & Orekhov, B. (2023). Hacking stylometry with multiple voices: Imaginary writers can override authorial signal in Delta. Digital Scholarship in the Humanities, 38(3), 1246–1266. https://doi.org/10.1093/llc/fqad012.
24. Tolstoy, H. D. (2021). Ataka na nevyrazimoe: Nabokov i Grin [An attack at the unexpressible: Grin and Nabokov]. In T. O. Ponomareva, & O. Iu. Skonechnaia (Eds.). Nabokov i sovremenniki. Istoriko-literaturnyj al’manah (Vol. 1, pp. 288–309). (In Russian).
25. Vapnik, V. N. (1979). Vosstanovlenie zavisimostei po empiricheskim dannym [Recovery of dependencies based on empirical data]. Nauka. (In Russian).
26. elikanova, N. P., & Orekhov, B. V. (2019). Tsifrovaia tekstologiia: atributsiia teksta na primere romana M. A. Sholokhova “Tikhii Don” [Digital textual criticism: text attribution on the example of the novel by M. A. Sholokhov And Quiet Flows the Don]. Mir Sholokhova, 2019(1), 70—82. (In Russian).
Review
For citations:
Dviniatin F.N., Kovalev B.V. “Sirin is not inferior to Leonov”: Burrows’s Delta for stylometric analysis of Russian novels of the interwar period. Shagi / Steps. 2024;10(3):207-229. (In Russ.) https://doi.org/10.22394/2412-9410-2024-10-2-207-229