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Machine learning

Lasso Regression

Lasso regression, iliyoanzishwa na Robert Tibshirani mnamo 1996, ni njia ya regresheni laini inayoongeza adhabu ya L1 kwenye hasara ili kupunguza vizio na kufanya uteuzi wa vigezo kwa wakati mmoja, ikitoa modeli isiyo na msongamano. Kwa kusukuma baadhi ya vizio kuwa sifuri kabisa, inahifadhi tu vitabiri muhimu.

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Lasso Regression
Elastic NetRegresheni ya LogistikiUchanganuzi wa Vipengele…Regressioni ya MtepeMuda wa Cox wa Hatari za…Usawazishaji wa Bayesian…Bayesian Model AveragingUREMBA WA KIMAANDIKIO WA…Regression ya Mfumo wa B…Regressioni ya Elastic N…

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Vyanzo

  1. Tibshirani, R. (1996). Regression Shrinkage and Selection via the Lasso. Journal of the Royal Statistical Society: Series B, 58(1), 267–288. DOI: 10.1111/j.2517-6161.1996.tb02080.x ↗

Jinsi ya kunukuu ukurasa huu

ScholarGate. (2026, June 1). Least Absolute Shrinkage and Selection Operator (LASSO). ScholarGate. https://scholargate.app/sw/machine-learning/lasso-regression

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Imerejelewa na

Muda wa Cox wa Hatari za UwianoUsawazishaji wa Bayesian LASSOBayesian Model AveragingUREMBA WA KIMAANDIKIO WA KIBAYESIA WA KISASARegression ya Mfumo wa Bayesian (Bayesian Ridge Regression)Elastic NetRegressioni ya Elastic NetUtafiti wa Uunganishaji wa Epigenome kwa Msaada wa ML (ML-EWAS)Uthibiti wa Zana za Kukuza kwa Mashine (ML-IV)Msawazo Mkuu wa Mlinganyo (MLR)Regresheni ya Kuantili (Tofauti Zisizo za Kiwakilishi)Urejeshaji wa Njia ya Viwango Vidogo vya Kawaida (OLS)Ordinary Least Squares (OLS)Regressioni ya PolinomialiUchanganuzi wa Vipengele VikuuRegression ya Kiasi (Quantile Regression)Support Vector Machine yenye RegulareshiniRegressioni ya MtepeUsajili wa mstari wa kurudi nyuma kwa uthabiti (Robust Linear Regression)Robust Multiple linear regressionRegression Imara (Robust Regression)Usawazishaji Imara wa RidgeUsawazishaji wa Hatua kwa HatuaRegression ya Vigawe Tezi

Umeona tatizo kwenye ukurasa huu? Ripoti au pendekeza marekebisho →

ScholarGate — Lasso Regression (Least Absolute Shrinkage and Selection Operator (LASSO)). Imepatikana 2026-06-15 kutoka https://scholargate.app/sw/machine-learning/lasso-regression · Seti ya data: https://doi.org/10.5281/zenodo.20539026