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Urejeshaji Linear Uliodhibitiwa

Urejeshaji linear uliodhibitiwa huongeza kipengele cha adhabu kwenye lengo la mraba mdogo wa kawaida, kikipunguza au kuweka sifuri vizio ili kupunguza uwekaji-zaidi (overfitting) na kushughulikia ushirikiano-mwingi (multicollinearity). Aina kuu tatu — Ridge (adhabu ya L2), Lasso (adhabu ya L1), na Elastic Net (mchanganyiko wa L1+L2) — hufanya urejeshaji linear kutumika hata wakati vipengele vinazidi idadi ya uchunguzi au vitabiri vimeunganishwa sana.

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Urejeshaji Linear Uliodhibitiwa
Elastic NetRegresi Laini (ML)Regressioni ya Lojistiki…Usajili wa Usawazishaji…Regressioni ya Mfumo wa…Urekebishaji wa Laini wa…Regularized Decision TreeRegularized Gaussian Pro…Kujifunza kwa Njia ya Mt…Support Vector Machine y…

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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 ↗
  2. Hastie, T., Tibshirani, R. & Friedman, J. (2009). The Elements of Statistical Learning (2nd ed., Ch. 3). Springer. ISBN: 978-0-387-84858-7

Jinsi ya kunukuu ukurasa huu

ScholarGate. (2026, June 3). Regularized Linear Regression (Ridge, Lasso, Elastic Net). ScholarGate. https://scholargate.app/sw/machine-learning/regularized-linear-regression

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Set this method beside its closest kin and read them side by side — the library lays the books on the table; the choice is yours.

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Imerejelewa na

Regressioni ya Mfumo wa Mlinganyo wa KawaidaRegresi Laini (ML)Urekebishaji wa Laini wa MtandaoniRegularized Decision TreeRegularized Gaussian ProcessUsajili wa Usawazishaji wa UsawazishajiKujifunza kwa Njia ya Mtandaoni IliyodhibitiwaSupport Vector Machine yenye RegulareshiniUsajili wa mstari wa kurudi nyuma kwa uthabiti (Robust Linear Regression)Uchambuzi wa Regresi ya Laini yenye Nusu-Usimamizi

Umeona tatizo kwenye ukurasa huu? Ripoti au pendekeza marekebisho →

ScholarGate — Regularized linear regression (Regularized Linear Regression (Ridge, Lasso, Elastic Net)). Imepatikana 2026-06-15 kutoka https://scholargate.app/sw/machine-learning/regularized-linear-regression · Seti ya data: https://doi.org/10.5281/zenodo.20539026