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Atribusi Penulis (Stilometri)×Inferensi Bayesian×
BidangPerlombongan TeksStatistik
KeluargaMachine learningBayesian methods
Tahun asal20091763
PengasasMosteller & Wallace; StamatatosThomas Bayes; Pierre-Simon Laplace
JenisSupervised stylometric classificationProbabilistic inference paradigm
Sumber perintisStamatatos, E. (2009). A survey of modern authorship attribution methods. Journal of the American Society for Information Science and Technology, 60(3), 538–556. DOI ↗Bayes, T. (1763). An essay towards solving a problem in the doctrine of chances. Philosophical Transactions of the Royal Society of London, 53, 370–418. link ↗
AliasStylometry, Authorship Analysis, Yazarlık Atıfı, Authorship IdentificationBayes inference, Bayesian statistics, Bayesian updating, posterior inference
Berkaitan33
RingkasanAuthorship attribution is the task of identifying the most probable author of an anonymous or disputed text by analysing its stylistic fingerprint. Rooted in the statistical work of Mosteller and Wallace on the Federalist Papers (1964), the field was systematically surveyed and formalised by Stamatatos (2009), who catalogued feature sets ranging from character n-grams and function-word frequencies to syntactic and semantic representations used by modern machine-learning classifiers.Bayesian inference is a statistical paradigm in which probability represents degrees of belief rather than long-run frequencies. It encodes prior knowledge about parameters in a prior distribution, combines that prior with the likelihood of observed data via Bayes' theorem, and produces a posterior distribution that quantifies updated uncertainty. The foundational theorem was published posthumously by Thomas Bayes in 1763 and subsequently systematized by Pierre-Simon Laplace in his 1812 Théorie analytique des probabilités.
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ScholarGateBandingkan kaedah: Authorship Attribution · Bayesian Inference. Dicapai 2026-06-18 daripada https://scholargate.app/ms/compare