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ON NONPARAMETRIC INTERVAL ESTIMATION OF A REGRESSION FUNCTION BASED ON THE RESAMPLING ALEXANDER ANDRONOV Riga Technical University Riga, Latvia.

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Presentation on theme: "ON NONPARAMETRIC INTERVAL ESTIMATION OF A REGRESSION FUNCTION BASED ON THE RESAMPLING ALEXANDER ANDRONOV Riga Technical University Riga, Latvia."— Presentation transcript:

1 ON NONPARAMETRIC INTERVAL ESTIMATION OF A REGRESSION FUNCTION BASED ON THE RESAMPLING ALEXANDER ANDRONOV Riga Technical University Riga, Latvia

2 OUTLINE  1. Introduction  2. Averaging Method  3. Median Smoothing  4. Case Study  References

3 1. INTRODUCTION

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7 2. AVERAGING METHOD

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14 Lemma 1

15 Lemma 2

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17 3. MEDIAN SMOOTHING

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21 4. Case Study

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23 Proofs of the Lemmas Proof of Lemma 1

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25 Proof of Lemma 2

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27 REFERENCES [1] Andronov A., Afanasyeva H. Resampling-based nonparametric statistical inferences about the distributions of order statistics. In: Transactions of XXIV International Seminar on Stability Problems for Stochastic Models, Transport and Telecommunication Institute, Riga, Latvia, 2004, pp. 300 – 307. [2] DiCiccoT.J., Efron B. Bootstrap confidence intervals. Statistical Sciences, Vol.11, No.3, 1996, pp. 189 – 228. [3] Hardle W., Muller M., Sperlich S., Werwatz A. Nonparametric and Semiparametric Models. Springer, Berlin, 2004. [4] Wu C.F.J. Jackknife, Bootstrap and other resampling methods in regression analysis. The Annals of Statistics, Vol. 14, No. 3, 1986, pp. 1261 – 1295.

28 Thank You for your attention


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