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সিমুলেশন-সহায়ক অনুকল্প পরীক্ষণ গবেষণা×পারমুটেশন (র‍্যান্ডমাইজেশন) টেস্ট×
ক্ষেত্রগবেষণা নকশাপরিসংখ্যান
পরিবারProcess / pipelineRegression model
উদ্ভবের বছর1980s–1990s (bootstrap: 1979; permutation inference: mid-20th century; unified simulation-assisted framing: 1990s–2000s)2005
প্রবর্তকBradley Efron (bootstrap framework); Phillip Good (permutation tests); Monte Carlo tradition traced to Stanislaw Ulam and John von NeumannGood (2005); Edgington & Onghena (2007); resampling tradition
ধরনQuantitative research design integrating computational simulation with classical hypothesis testingNonparametric resampling test
মৌলিক উৎসEfron, B., & Tibshirani, R. J. (1993). An Introduction to the Bootstrap. Chapman and Hall/CRC. ISBN: 978-0412042317Good, P. (2005). Permutation, Parametric and Bootstrap Tests of Hypotheses (3rd ed.). Springer. ISBN: 978-0387202792
অপর নামsimulation-based hypothesis testing, Monte Carlo hypothesis testing, computational hypothesis testing, simulation-assisted inferencerandomization test, exact permutation test, re-randomization test, Permütasyon Testi
সম্পর্কিত35
সারসংক্ষেপSimulation-assisted hypothesis testing research replaces or supplements analytical probability theory with computational simulation — resampling, permutation, or Monte Carlo methods — to construct null distributions and evaluate hypotheses. Rather than assuming a parametric distribution and consulting a table, the researcher generates thousands of simulated datasets from the observed data or a specified model, building an empirical null distribution against which the observed test statistic is compared. The approach is especially valuable when analytic assumptions (normality, large samples) cannot be met.The permutation test is a nonparametric resampling procedure that builds the sampling distribution of a test statistic directly from the data by repeatedly shuffling the group labels. Developed in the resampling tradition and treated systematically by Good (2005) and Edgington & Onghena (2007), it requires no parametric distributional assumption and yields an exact p-value.
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ScholarGateপদ্ধতির তুলনা করুন: Simulation-assisted hypothesis testing research · Permutation Test. 2026-06-15 তারিখে সংগৃহীত, উৎস: https://scholargate.app/bn/compare