sebaran normal dan sebaran penarikan contoh...sebaran penarikan contoh (sampling distibution) we...

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Dr. Kusman Sadik, M.Si Sekolah Pascasarjana Departemen Statistika IPB Semester Ganjil 2019/2020 Analisis Statistika (STK511) IPB University ─ Bogor Indonesia ─ Inspiring Innovation with Integrity Sebaran Normal dan Sebaran Penarikan Contoh (Sampling Distibution)

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Page 1: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

Dr. Kusman Sadik, M.Si

Sekolah Pascasarjana Departemen Statistika IPB

Semester Ganjil 2019/2020

Analisis Statistika (STK511)

IPB University─ Bogor Indonesia ─ Inspiring Innovation with Integrity

Sebaran Normal dan

Sebaran Penarikan Contoh (Sampling Distibution)

Page 2: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

We have limited our discussion to probability

distributions of discrete random variables. A discrete

random variable takes on only some isolated values,

usually integers representing a count.

We now turn our attention to the probability

distribution of a continuous random variable, one that

can ideally assume any value in an interval.

Variables measured on an underlying continuous

scale, such as weight, strength, life length, and

temperature, have this feature.

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Page 3: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

Sebaran peluang p.a. kontinu X disebut sebagai fungsi

kepekatan peluang X (probability density function),

biasanya ditulis f(X)

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Page 4: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

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Page 5: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

Untuk peubah acak X kontinu, maka:

P(X = k) = 0

P(X ≤ k) = P(X < k)

P(X ≥ k) = P(X > k)

dimana k adalah konstanta

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Page 6: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

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Page 7: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

A continuous random variable X also has a mean,

or expected value E(X), as well as a variance

V(X) and a standard deviation.

Their interpretations are the same as in the case

of discrete random variables, but their formal

definitions involve integral calculus and are

therefore not pursued here.

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Page 8: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

Mean = Median Symmetric

Mean < Median Skewed to left Mean > Median Skewed to right

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Page 9: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

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Page 10: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

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Page 11: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

Sebaran Normal merupakan salah satu sebaran

untuk peubah acak kontinu.

Apabila peubak acak X menyebar Normal dengan

E(X) = μ dan V(X) = σ2 ditulis sebagai berikut:

X ~ Normal (μ, σ)

μ dan σ disebut sebagai parameter sebaran Normal

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Page 12: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

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Page 13: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

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Page 14: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

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Page 15: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

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Page 16: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

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Page 17: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

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Page 18: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

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Page 19: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

Johnson : Example 7 (hlm. 240)

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Page 20: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

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Page 21: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

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Selesaikan contoh soal di atas menggunakan Minitab,

kemudian bandingkan hasilnya.

Page 22: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

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Page 23: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

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Page 24: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

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Page 25: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

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Page 26: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

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Page 27: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

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Page 28: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

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Page 29: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

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Page 30: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

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Page 31: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

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Page 32: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

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Page 33: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

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Page 34: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

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Page 35: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

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Page 36: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

Johnson (Exercise 7.21), hlm. 284

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Page 37: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

Johnson (Exercise 7.21), hlm. 284

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Selesaikan soal ini menggunakan Minitab, kemudian

bandingkan hasilnya dengan jawaban Anda pada No.1 di

atas.

Page 38: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

Johnson (Exercise 7.41), hlm. 291

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Page 39: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

Johnson (Exercise 7.46), hlm. 292

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Page 40: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

Johnson (Exercise 7.48), hlm. 292

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Page 41: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

Johnson (Exercise 7.48), hlm. 292

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Selesaikan soal ini menggunakan Minitab, kemudian

bandingkan hasilnya dengan jawaban Anda pada No.5 di

atas.

Page 42: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

Johnson, R.A. and Bhattacharyya, G.K. 2010.

Statistics, Principles and Methods 6th. John Wiley

& Sons, Inc., New York.

Montgomery, D.C. 2013. Design and Analysis of

Experiments 8th. John Wiley & Sons, Inc.,

Canada.

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Page 43: Sebaran Normal dan Sebaran Penarikan Contoh...Sebaran Penarikan Contoh (Sampling Distibution) We have limited our discussion to probability distributions of discrete random variables

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