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Implemented by:
German-Mongolian Institute for Resources and Technology − www.gmit.edu.mn
DISTRIBUTION OF SHAGAI
SOPHOMORES - TEAM II
BAT-OCHIR.B
INDRA.B
NARANBILEG.I
BATTSENGEL.B
ENKHNOMIN.E
SUPERVISED BY:
Prof. Altangerel
Mr. Dorjsundui
2018/12/06
Implemented by:
AGENDA
1. TRIAL OF TOSSING SHAGAI
2. GRAPHICAL ILLUSTRATION
3. THEORETICAL ASPECT
4. PARAMETER ESTIMATION
 METHOD OF MOMENT
 MAXIMUM LIKELIHOOD
6. CONFIDENCE INTERVAL
7. CONCLUSION
German-Mongolian Institute for Resources and Technology − www.gmit.edu.mn
Implemented by:
TRIAL OF TOSSING SHAGAI
German-Mongolian Institute for Resources and Technology − www.gmit.edu.mn
FOUR OUTCOMES
Sheep (s) Goat (g) Camel (c) Horse (h)
Implemented by:
German-Mongolian Institute for Resources and Technology − www.gmit.edu.mn
• 200 times
TRIAL OF TOSSING SHAGAI
Implemented by:
GRAPHICAL ILLUSTRATION
German-Mongolian Institute for Resources and Technology − www.gmit.edu.mn
38%
38%
10%
14%
DISTRIBUTION OF THROWING "SHAGAI" (200)
Sheep
Goat
Camel
Horse 0.385 0.385
0.095
0.135
SHEEP GOAT CAMEL HORSE
DISTRIBUTION OF THROWING "SHAGAI"
(200)
Implemented by:
THEORETICAL ASPECT
German-Mongolian Institute for Resources and Technology − www.gmit.edu.mn
X 0 1 2 3
P(X) a b c 1-a-b-c
Then, the probability distribution is:
If we consider
• Sheep => x=0
• Goat => x=1
• Camel => x=2
• Horse => x=3
Implemented by:
METHOD OF MOMENT
German-Mongolian Institute for Resources and Technology − www.gmit.edu.mn
X 0 1 2 3
P(X) a b c 1-a-b-c
Population Sample
𝐸 𝑥 = 𝑥 ∙ 𝑃(𝑥) 𝜇1 =
1
𝑛
𝑥𝑖
𝐸 𝑥2
= 𝑥2
∙ 𝑃(𝑥) 𝜇2 =
1
𝑛
𝑥𝑖
2
𝐸 𝑥3 = 𝑥3 ∙ 𝑃(𝑥) 𝜇3 =
1
𝑛
𝑥𝑖
3
 3 − 3𝑎 − 2𝑏 − 𝑐 =
1
𝑛
𝑥𝑖 = 0.98
 9 − 9𝑎 − 8𝑏 − 5𝑐 =
1
𝑛
𝑥𝑖
2 == 1.98
 27 − 27𝑎 − 26𝑏 − 19𝑐 =
1
𝑛
𝑥𝑖
3
= 4.79
𝑎 = 0.385
𝑏 = 0.385
𝑐 = 0.095
1 − 𝑎 − 𝑏 − 𝑐 = 0.135
DATA
1
𝑛
𝑥𝑖
0.98
1
𝑛
𝑥𝑖
2
1.98
1
𝑛
𝑥𝑖
3
4.79
Implemented by:
MAXIMUM LIKELIHOOD
German-Mongolian Institute for Resources and Technology − www.gmit.edu.mn
𝐿 𝑎, 𝑏, 𝑐 =
𝑘=𝑖
𝑛
𝑓 𝑥 = 𝑎77
𝑏77
𝑐19
1 − 𝑎 − 𝑏 − 𝑐 27
𝑙𝑛𝐿 = 77 𝑙𝑛𝑎 + 77 𝑙𝑛𝑏 + 19 𝑙𝑛𝑐 + 27𝑙𝑛(1 − 𝑎 − 𝑏 − 𝑐)
𝑑𝑙𝑛𝐿
𝑑𝑎
=
77
𝑎
−
27
1 − 𝑎 − 𝑏 − 𝑐
= 0 104𝑎 = 77 − 77𝑏 − 77𝑐
𝑑𝑙𝑛𝐿
𝑑𝑏
=
77
𝑏
−
27
1 − 𝑎 − 𝑏 − 𝑐
= 0 104𝑏 = 77 − 77𝑎 − 77𝑐
𝑑𝑙𝑛𝐿
𝑑𝑐
=
19
𝑐
−
27
1 − 𝑎 − 𝑏 − 𝑐
= 0 46𝑐 = 19 − 19𝑎 − 19𝑏
𝑎 = 0.385
𝑏 = 0.385
𝑐 = 0.095
1 − 𝑎 − 𝑏 − 𝑐 = 0.135
X 0 1 2 3
P(X) a b c 1-a-b-c
Frequency Relative Frequency Percent
Sheep 77 0.385 39%
Goat 77 0.385 39%
Camel 19 0.095 10%
Horse 27 0.135 14%
Implemented by:
In second trial, Shagai is tossed 20 times and the probability
of each outcome is calculated.
This trial is conducted 50 times.
FOR LARGE SAMPLE (n>30):
German-Mongolian Institute for Resources and Technology − www.gmit.edu.mn
CONFIDENCE INTERVAL
Implemented by:
Confidence interval for the average probability of rolling a sheep:
Trial number=n=50
Z-score =𝑧 𝛼/2= 1.96 (95%) [1.65 for 90%, 2.58 for 99%]
Sample mean = 𝑥= 0.4100
Sample standard deviation = s = 0.095298
(0.41)±(1.96) × (0.095298)/( 50) = 0.4100 ± 0.0264
0.3836 ≤ 𝜇 ≤ 0.4364
German-Mongolian Institute for Resources and Technology − www.gmit.edu.mn
CONFIDENCE INTERVAL
DATA
Implemented by:
German-Mongolian Institute for Resources and Technology − www.gmit.edu.mn
CONCLUSION
DISTRIBUTION OF SHAGAI:
• DISCRETE
• ONLY 4 OUTCOMES
• BIASED
• THREE PARAMETERS
X 0 1 2 3
P(X) a b c 1-a-b-c
Implemented by:
German-Mongolian Institute for Resources and Technology − www.gmit.edu.mn
THANK YOU FOR THE ATTENTION!

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The Distribution of Shagai /Presentation/ - Шагайны тархалт

  • 1. Implemented by: German-Mongolian Institute for Resources and Technology − www.gmit.edu.mn DISTRIBUTION OF SHAGAI SOPHOMORES - TEAM II BAT-OCHIR.B INDRA.B NARANBILEG.I BATTSENGEL.B ENKHNOMIN.E SUPERVISED BY: Prof. Altangerel Mr. Dorjsundui 2018/12/06
  • 2. Implemented by: AGENDA 1. TRIAL OF TOSSING SHAGAI 2. GRAPHICAL ILLUSTRATION 3. THEORETICAL ASPECT 4. PARAMETER ESTIMATION  METHOD OF MOMENT  MAXIMUM LIKELIHOOD 6. CONFIDENCE INTERVAL 7. CONCLUSION German-Mongolian Institute for Resources and Technology − www.gmit.edu.mn
  • 3. Implemented by: TRIAL OF TOSSING SHAGAI German-Mongolian Institute for Resources and Technology − www.gmit.edu.mn FOUR OUTCOMES Sheep (s) Goat (g) Camel (c) Horse (h)
  • 4. Implemented by: German-Mongolian Institute for Resources and Technology − www.gmit.edu.mn • 200 times TRIAL OF TOSSING SHAGAI
  • 5. Implemented by: GRAPHICAL ILLUSTRATION German-Mongolian Institute for Resources and Technology − www.gmit.edu.mn 38% 38% 10% 14% DISTRIBUTION OF THROWING "SHAGAI" (200) Sheep Goat Camel Horse 0.385 0.385 0.095 0.135 SHEEP GOAT CAMEL HORSE DISTRIBUTION OF THROWING "SHAGAI" (200)
  • 6. Implemented by: THEORETICAL ASPECT German-Mongolian Institute for Resources and Technology − www.gmit.edu.mn X 0 1 2 3 P(X) a b c 1-a-b-c Then, the probability distribution is: If we consider • Sheep => x=0 • Goat => x=1 • Camel => x=2 • Horse => x=3
  • 7. Implemented by: METHOD OF MOMENT German-Mongolian Institute for Resources and Technology − www.gmit.edu.mn X 0 1 2 3 P(X) a b c 1-a-b-c Population Sample 𝐸 𝑥 = 𝑥 ∙ 𝑃(𝑥) 𝜇1 = 1 𝑛 𝑥𝑖 𝐸 𝑥2 = 𝑥2 ∙ 𝑃(𝑥) 𝜇2 = 1 𝑛 𝑥𝑖 2 𝐸 𝑥3 = 𝑥3 ∙ 𝑃(𝑥) 𝜇3 = 1 𝑛 𝑥𝑖 3  3 − 3𝑎 − 2𝑏 − 𝑐 = 1 𝑛 𝑥𝑖 = 0.98  9 − 9𝑎 − 8𝑏 − 5𝑐 = 1 𝑛 𝑥𝑖 2 == 1.98  27 − 27𝑎 − 26𝑏 − 19𝑐 = 1 𝑛 𝑥𝑖 3 = 4.79 𝑎 = 0.385 𝑏 = 0.385 𝑐 = 0.095 1 − 𝑎 − 𝑏 − 𝑐 = 0.135 DATA 1 𝑛 𝑥𝑖 0.98 1 𝑛 𝑥𝑖 2 1.98 1 𝑛 𝑥𝑖 3 4.79
  • 8. Implemented by: MAXIMUM LIKELIHOOD German-Mongolian Institute for Resources and Technology − www.gmit.edu.mn 𝐿 𝑎, 𝑏, 𝑐 = 𝑘=𝑖 𝑛 𝑓 𝑥 = 𝑎77 𝑏77 𝑐19 1 − 𝑎 − 𝑏 − 𝑐 27 𝑙𝑛𝐿 = 77 𝑙𝑛𝑎 + 77 𝑙𝑛𝑏 + 19 𝑙𝑛𝑐 + 27𝑙𝑛(1 − 𝑎 − 𝑏 − 𝑐) 𝑑𝑙𝑛𝐿 𝑑𝑎 = 77 𝑎 − 27 1 − 𝑎 − 𝑏 − 𝑐 = 0 104𝑎 = 77 − 77𝑏 − 77𝑐 𝑑𝑙𝑛𝐿 𝑑𝑏 = 77 𝑏 − 27 1 − 𝑎 − 𝑏 − 𝑐 = 0 104𝑏 = 77 − 77𝑎 − 77𝑐 𝑑𝑙𝑛𝐿 𝑑𝑐 = 19 𝑐 − 27 1 − 𝑎 − 𝑏 − 𝑐 = 0 46𝑐 = 19 − 19𝑎 − 19𝑏 𝑎 = 0.385 𝑏 = 0.385 𝑐 = 0.095 1 − 𝑎 − 𝑏 − 𝑐 = 0.135 X 0 1 2 3 P(X) a b c 1-a-b-c Frequency Relative Frequency Percent Sheep 77 0.385 39% Goat 77 0.385 39% Camel 19 0.095 10% Horse 27 0.135 14%
  • 9. Implemented by: In second trial, Shagai is tossed 20 times and the probability of each outcome is calculated. This trial is conducted 50 times. FOR LARGE SAMPLE (n>30): German-Mongolian Institute for Resources and Technology − www.gmit.edu.mn CONFIDENCE INTERVAL
  • 10. Implemented by: Confidence interval for the average probability of rolling a sheep: Trial number=n=50 Z-score =𝑧 𝛼/2= 1.96 (95%) [1.65 for 90%, 2.58 for 99%] Sample mean = 𝑥= 0.4100 Sample standard deviation = s = 0.095298 (0.41)±(1.96) × (0.095298)/( 50) = 0.4100 ± 0.0264 0.3836 ≤ 𝜇 ≤ 0.4364 German-Mongolian Institute for Resources and Technology − www.gmit.edu.mn CONFIDENCE INTERVAL DATA
  • 11. Implemented by: German-Mongolian Institute for Resources and Technology − www.gmit.edu.mn CONCLUSION DISTRIBUTION OF SHAGAI: • DISCRETE • ONLY 4 OUTCOMES • BIASED • THREE PARAMETERS X 0 1 2 3 P(X) a b c 1-a-b-c
  • 12. Implemented by: German-Mongolian Institute for Resources and Technology − www.gmit.edu.mn THANK YOU FOR THE ATTENTION!