SlideShare a Scribd company logo
Paper presentation
on
Probability and scientific research
Md. Rasheduzzaman
Id: MSc230221
Content
Introduction
Probability of simple events
Probability of joint occurrences
Conditional probability
The Binomial distribution
Conclusions
Probability plays a crucial role in scientific research, particularly in areas
such as
Statistics,
Data analysis,
And experimental design.
Overall, probability is a fundamental tool in scientific research, enabling
researchers to make predictions, draw inferences, and test hypotheses in a
quantitative way.
Introduction
In this paper the authors explore three areas of
probability;
• Simple events
• Combinations of events
• The binomial distribution
Introduction(cont)
Probability of simple events
What is the probability of simultaneously flipping three coins-a small, a mid-
sized, and a large-sized, and having all three land heads?
Table 1. Possible outcomes of eight trials.
No. Small Medium Large
1 H H H
2 H H T
3 H T H
4 H T T
5 T H H
6 T H T
7 T T H
8 T T T
The probability of three coins landing heads is 1/8, or 0.125.
Table 1. Possible outcomes of eight trials.
No. Small Medium Large
1 H H H
2 H H T
3 H T H
4 H T T
5 T H H
6 T H T
7 T T H
8 T T T
What is the probability of exactly two of the three coins
landing heads?
Probability of simple events (cont)
The probability of exactly 2 of 3 coins landing heads is 3/8 or 0.375.
Independent Events
Independents events are defined as outcomes that are not affected by others
outcomes.
The flip of the small coin does not affect the flip of the mid-sized coin, and
vice versa.
Probability of simple events (cont)
Dependent Events
Dependent events are outcomes that are affected
by others outcomes
Example, drawing an ace from a deck of cards and then drawing an
ace again form the same deck of cards
For the first draw, the probability of a favorable outcome is 4/52
For the second draw, the probability of a favorable outcome is 4/51 (if the
drown card is not ace)
or, 3/51 (if the drown card is ace)
Probability of simple events (cont)
Probability of joint occurrences
It calculates the likelihood of two events occurring together and at the same
point in time
For example,
the probability of the small coin landing heads is ½, or 0.5;
the probability of the mid-sized coin next landing heads is ½, or0.5;
and the probability of the large coin landings heads is ½, or 0.5;
those, note that. 0.5 x 0.5 x 0.5 = 0.125
The notation for joint occurrence is P(AB)=P(A) x P(B)
Conditional probability
In a particular village, there are 60 women and 40 men. Twenty of those women are
70 years of age or older; 5 of the man are 70 years of age or older
Table 2 An example of data for conditional probability.
Gender > 70 years ≤69 years Totals
Women 20 40 60
Men 5 35 40
Totals 25 75 100
What is the probability that a person >70 years of age selected at random will be a
woman?
20/25, or 0.80
P(A|B) = AB/B = P(AB)/P(B)
The Binomial distribution
A discrete variable that can result in only one of two outcomes is called binomial.
For example, a coin flip is a binomial variable; but drawing a card from standard
deck of 52 is not.
1. The experiment consists of a number of identical events (n).
2. Each event has only one of two mutually exclusive outcomes.
3. The probability of a “success” outcome is equal to some percentage, which is
identified as a proportion, π.
4. This proportion, π, remains constant throughout all events and is defined as the
ratio of successes and trials.
5. The events are independent.
Given all of the above, the binomial formula can be applied (x = number of
favorable outcomes; n = number of events):
The Binomial distribution(cont)
P(x) = n! / [x! (n – x!)] π n(1 -π)n – x
n! = n (n-1)(n-2) … (3)(2)(1)
Suppose a coin is flipped 10 times. What is the probability of
getting exactly 5 heads?
The Binomial distribution(cont)
P(x) = n! / [x! (n – x!)] π n(1 -π)n – x
P(5) = [10!/5!(5!)] 0.5 5 (1-0.5) 10-5
= 0.246
So, the probability of getting exactly 5 heads in 10 flips is 0.246, or 25%.
Conclusions
We live in a world that is governed by the rules of probability.
The point in question is to be able to estimate the level of this error and preferably
place a range within which we are able to locate the probability of finding the
parameters under study.
Badii, M.H., A.E. Flores, R. Forughbakhch, & H. Quiróz. Fundamentos de muestreo. Pp.
129-144. In: M.H. Badii, A.E. Flores & L.J. Galán (eds). Fundamentos y Perspectivas de
Control Biológico. UANL. Monterrey.
Boomsma, A., & I.W. Molenaar. 1994. Four electronic tables for probability distributions.
Amer. Statist. 48: 153-162.
Feller, W. 1966. An Introduction to Probability Theory and its Applications. 2nd Ed. John
Wiley & Sons Inc., N.Y.
Foroughbakhch, R., & M.H. Badii. 2005. Métodos Analíticos Estadísticos. UANL.
Monterrey.
Goldberg, S. 1960. Probability: An Introduction. Prentice Hall, Inc., Englewood Cliffs, N.J.
Hodges, J., & E. Lehman. 1964. Basic Concepts of Probability and Statistics. Holden
Day Inc., San Francisco.
Hoel, P.G. S.C. Port, & C.J. Stone. 1972. Introduction to Probability Theory. Houghton
Mifflin Co., Boston.
References
Thank You

More Related Content

Similar to Probability.pptx

Probability definitions and properties
Probability definitions and propertiesProbability definitions and properties
Probability definitions and properties
Hamza Qureshi
 
probability-120611030603-phpapp02.pptx
probability-120611030603-phpapp02.pptxprobability-120611030603-phpapp02.pptx
probability-120611030603-phpapp02.pptx
SoujanyaLk1
 
group1-151014013653-lva1-app6891.pdf
group1-151014013653-lva1-app6891.pdfgroup1-151014013653-lva1-app6891.pdf
group1-151014013653-lva1-app6891.pdf
VenkateshPandiri4
 
BASIC PROBABILITY distribution - Copy.pptx
BASIC PROBABILITY distribution - Copy.pptxBASIC PROBABILITY distribution - Copy.pptx
BASIC PROBABILITY distribution - Copy.pptx
MinilikDerseh1
 
Different types of distributions
Different types of distributionsDifferent types of distributions
Different types of distributions
RajaKrishnan M
 
introduction to probability
introduction to probabilityintroduction to probability
introduction to probability
lovemucheca
 
603-probability mj.pptx
603-probability mj.pptx603-probability mj.pptx
603-probability mj.pptx
MaryJaneGaralde
 
4Probability and probability distributions.pdf
4Probability and probability distributions.pdf4Probability and probability distributions.pdf
4Probability and probability distributions.pdf
AmanuelDina
 
Algebra unit 9.6.2
Algebra unit 9.6.2Algebra unit 9.6.2
Algebra unit 9.6.2
Mark Ryder
 
Algebra unit 9.6.2
Algebra unit 9.6.2Algebra unit 9.6.2
Algebra unit 9.6.2
Mark Ryder
 
Probability theory
Probability theoryProbability theory
Probability theory
Regent University
 
4 1 probability and discrete probability distributions
4 1 probability and discrete    probability distributions4 1 probability and discrete    probability distributions
4 1 probability and discrete probability distributions
Lama K Banna
 
Probability
ProbabilityProbability
Probability
Mahi Muthananickal
 
Probability
ProbabilityProbability
Probability
Rushina Singhi
 
Chapter 4 part1-Probability Model
Chapter 4 part1-Probability ModelChapter 4 part1-Probability Model
Chapter 4 part1-Probability Model
nszakir
 
2 Review of Statistics. 2 Review of Statistics.
2 Review of Statistics. 2 Review of Statistics.2 Review of Statistics. 2 Review of Statistics.
2 Review of Statistics. 2 Review of Statistics.
WeihanKhor2
 
Week 2 notes.ppt
Week 2 notes.pptWeek 2 notes.ppt
Week 2 notes.ppt
FaizanQadir10
 
5. probability qt 1st tri semester
5. probability qt 1st tri semester 5. probability qt 1st tri semester
5. probability qt 1st tri semester
Karan Kukreja
 
lesson4-intrduction to probability grade10
lesson4-intrduction to probability grade10lesson4-intrduction to probability grade10
lesson4-intrduction to probability grade10
CharlesIanVArnado
 
PROBABILITY AND IT'S TYPES WITH RULES
PROBABILITY AND IT'S TYPES WITH RULESPROBABILITY AND IT'S TYPES WITH RULES
PROBABILITY AND IT'S TYPES WITH RULES
Bhargavi Bhanu
 

Similar to Probability.pptx (20)

Probability definitions and properties
Probability definitions and propertiesProbability definitions and properties
Probability definitions and properties
 
probability-120611030603-phpapp02.pptx
probability-120611030603-phpapp02.pptxprobability-120611030603-phpapp02.pptx
probability-120611030603-phpapp02.pptx
 
group1-151014013653-lva1-app6891.pdf
group1-151014013653-lva1-app6891.pdfgroup1-151014013653-lva1-app6891.pdf
group1-151014013653-lva1-app6891.pdf
 
BASIC PROBABILITY distribution - Copy.pptx
BASIC PROBABILITY distribution - Copy.pptxBASIC PROBABILITY distribution - Copy.pptx
BASIC PROBABILITY distribution - Copy.pptx
 
Different types of distributions
Different types of distributionsDifferent types of distributions
Different types of distributions
 
introduction to probability
introduction to probabilityintroduction to probability
introduction to probability
 
603-probability mj.pptx
603-probability mj.pptx603-probability mj.pptx
603-probability mj.pptx
 
4Probability and probability distributions.pdf
4Probability and probability distributions.pdf4Probability and probability distributions.pdf
4Probability and probability distributions.pdf
 
Algebra unit 9.6.2
Algebra unit 9.6.2Algebra unit 9.6.2
Algebra unit 9.6.2
 
Algebra unit 9.6.2
Algebra unit 9.6.2Algebra unit 9.6.2
Algebra unit 9.6.2
 
Probability theory
Probability theoryProbability theory
Probability theory
 
4 1 probability and discrete probability distributions
4 1 probability and discrete    probability distributions4 1 probability and discrete    probability distributions
4 1 probability and discrete probability distributions
 
Probability
ProbabilityProbability
Probability
 
Probability
ProbabilityProbability
Probability
 
Chapter 4 part1-Probability Model
Chapter 4 part1-Probability ModelChapter 4 part1-Probability Model
Chapter 4 part1-Probability Model
 
2 Review of Statistics. 2 Review of Statistics.
2 Review of Statistics. 2 Review of Statistics.2 Review of Statistics. 2 Review of Statistics.
2 Review of Statistics. 2 Review of Statistics.
 
Week 2 notes.ppt
Week 2 notes.pptWeek 2 notes.ppt
Week 2 notes.ppt
 
5. probability qt 1st tri semester
5. probability qt 1st tri semester 5. probability qt 1st tri semester
5. probability qt 1st tri semester
 
lesson4-intrduction to probability grade10
lesson4-intrduction to probability grade10lesson4-intrduction to probability grade10
lesson4-intrduction to probability grade10
 
PROBABILITY AND IT'S TYPES WITH RULES
PROBABILITY AND IT'S TYPES WITH RULESPROBABILITY AND IT'S TYPES WITH RULES
PROBABILITY AND IT'S TYPES WITH RULES
 

Recently uploaded

MARY JANE WILSON, A “BOA MÃE” .
MARY JANE WILSON, A “BOA MÃE”           .MARY JANE WILSON, A “BOA MÃE”           .
MARY JANE WILSON, A “BOA MÃE” .
Colégio Santa Teresinha
 
A Independência da América Espanhola LAPBOOK.pdf
A Independência da América Espanhola LAPBOOK.pdfA Independência da América Espanhola LAPBOOK.pdf
A Independência da América Espanhola LAPBOOK.pdf
Jean Carlos Nunes Paixão
 
বাংলাদেশ অর্থনৈতিক সমীক্ষা (Economic Review) ২০২৪ UJS App.pdf
বাংলাদেশ অর্থনৈতিক সমীক্ষা (Economic Review) ২০২৪ UJS App.pdfবাংলাদেশ অর্থনৈতিক সমীক্ষা (Economic Review) ২০২৪ UJS App.pdf
বাংলাদেশ অর্থনৈতিক সমীক্ষা (Economic Review) ২০২৪ UJS App.pdf
eBook.com.bd (প্রয়োজনীয় বাংলা বই)
 
Cognitive Development Adolescence Psychology
Cognitive Development Adolescence PsychologyCognitive Development Adolescence Psychology
Cognitive Development Adolescence Psychology
paigestewart1632
 
How to Manage Your Lost Opportunities in Odoo 17 CRM
How to Manage Your Lost Opportunities in Odoo 17 CRMHow to Manage Your Lost Opportunities in Odoo 17 CRM
How to Manage Your Lost Opportunities in Odoo 17 CRM
Celine George
 
Chapter 4 - Islamic Financial Institutions in Malaysia.pptx
Chapter 4 - Islamic Financial Institutions in Malaysia.pptxChapter 4 - Islamic Financial Institutions in Malaysia.pptx
Chapter 4 - Islamic Financial Institutions in Malaysia.pptx
Mohd Adib Abd Muin, Senior Lecturer at Universiti Utara Malaysia
 
What is Digital Literacy? A guest blog from Andy McLaughlin, University of Ab...
What is Digital Literacy? A guest blog from Andy McLaughlin, University of Ab...What is Digital Literacy? A guest blog from Andy McLaughlin, University of Ab...
What is Digital Literacy? A guest blog from Andy McLaughlin, University of Ab...
GeorgeMilliken2
 
Pengantar Penggunaan Flutter - Dart programming language1.pptx
Pengantar Penggunaan Flutter - Dart programming language1.pptxPengantar Penggunaan Flutter - Dart programming language1.pptx
Pengantar Penggunaan Flutter - Dart programming language1.pptx
Fajar Baskoro
 
The basics of sentences session 6pptx.pptx
The basics of sentences session 6pptx.pptxThe basics of sentences session 6pptx.pptx
The basics of sentences session 6pptx.pptx
heathfieldcps1
 
ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...
ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...
ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...
PECB
 
Wound healing PPT
Wound healing PPTWound healing PPT
Wound healing PPT
Jyoti Chand
 
How to Build a Module in Odoo 17 Using the Scaffold Method
How to Build a Module in Odoo 17 Using the Scaffold MethodHow to Build a Module in Odoo 17 Using the Scaffold Method
How to Build a Module in Odoo 17 Using the Scaffold Method
Celine George
 
Pollock and Snow "DEIA in the Scholarly Landscape, Session One: Setting Expec...
Pollock and Snow "DEIA in the Scholarly Landscape, Session One: Setting Expec...Pollock and Snow "DEIA in the Scholarly Landscape, Session One: Setting Expec...
Pollock and Snow "DEIA in the Scholarly Landscape, Session One: Setting Expec...
National Information Standards Organization (NISO)
 
writing about opinions about Australia the movie
writing about opinions about Australia the moviewriting about opinions about Australia the movie
writing about opinions about Australia the movie
Nicholas Montgomery
 
Digital Artefact 1 - Tiny Home Environmental Design
Digital Artefact 1 - Tiny Home Environmental DesignDigital Artefact 1 - Tiny Home Environmental Design
Digital Artefact 1 - Tiny Home Environmental Design
amberjdewit93
 
Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...
Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...
Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...
Dr. Vinod Kumar Kanvaria
 
Natural birth techniques - Mrs.Akanksha Trivedi Rama University
Natural birth techniques - Mrs.Akanksha Trivedi Rama UniversityNatural birth techniques - Mrs.Akanksha Trivedi Rama University
Natural birth techniques - Mrs.Akanksha Trivedi Rama University
Akanksha trivedi rama nursing college kanpur.
 
Liberal Approach to the Study of Indian Politics.pdf
Liberal Approach to the Study of Indian Politics.pdfLiberal Approach to the Study of Indian Politics.pdf
Liberal Approach to the Study of Indian Politics.pdf
WaniBasim
 
BÀI TẬP BỔ TRỢ TIẾNG ANH 8 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2023-2024 (CÓ FI...
BÀI TẬP BỔ TRỢ TIẾNG ANH 8 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2023-2024 (CÓ FI...BÀI TẬP BỔ TRỢ TIẾNG ANH 8 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2023-2024 (CÓ FI...
BÀI TẬP BỔ TRỢ TIẾNG ANH 8 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2023-2024 (CÓ FI...
Nguyen Thanh Tu Collection
 
NEWSPAPERS - QUESTION 1 - REVISION POWERPOINT.pptx
NEWSPAPERS - QUESTION 1 - REVISION POWERPOINT.pptxNEWSPAPERS - QUESTION 1 - REVISION POWERPOINT.pptx
NEWSPAPERS - QUESTION 1 - REVISION POWERPOINT.pptx
iammrhaywood
 

Recently uploaded (20)

MARY JANE WILSON, A “BOA MÃE” .
MARY JANE WILSON, A “BOA MÃE”           .MARY JANE WILSON, A “BOA MÃE”           .
MARY JANE WILSON, A “BOA MÃE” .
 
A Independência da América Espanhola LAPBOOK.pdf
A Independência da América Espanhola LAPBOOK.pdfA Independência da América Espanhola LAPBOOK.pdf
A Independência da América Espanhola LAPBOOK.pdf
 
বাংলাদেশ অর্থনৈতিক সমীক্ষা (Economic Review) ২০২৪ UJS App.pdf
বাংলাদেশ অর্থনৈতিক সমীক্ষা (Economic Review) ২০২৪ UJS App.pdfবাংলাদেশ অর্থনৈতিক সমীক্ষা (Economic Review) ২০২৪ UJS App.pdf
বাংলাদেশ অর্থনৈতিক সমীক্ষা (Economic Review) ২০২৪ UJS App.pdf
 
Cognitive Development Adolescence Psychology
Cognitive Development Adolescence PsychologyCognitive Development Adolescence Psychology
Cognitive Development Adolescence Psychology
 
How to Manage Your Lost Opportunities in Odoo 17 CRM
How to Manage Your Lost Opportunities in Odoo 17 CRMHow to Manage Your Lost Opportunities in Odoo 17 CRM
How to Manage Your Lost Opportunities in Odoo 17 CRM
 
Chapter 4 - Islamic Financial Institutions in Malaysia.pptx
Chapter 4 - Islamic Financial Institutions in Malaysia.pptxChapter 4 - Islamic Financial Institutions in Malaysia.pptx
Chapter 4 - Islamic Financial Institutions in Malaysia.pptx
 
What is Digital Literacy? A guest blog from Andy McLaughlin, University of Ab...
What is Digital Literacy? A guest blog from Andy McLaughlin, University of Ab...What is Digital Literacy? A guest blog from Andy McLaughlin, University of Ab...
What is Digital Literacy? A guest blog from Andy McLaughlin, University of Ab...
 
Pengantar Penggunaan Flutter - Dart programming language1.pptx
Pengantar Penggunaan Flutter - Dart programming language1.pptxPengantar Penggunaan Flutter - Dart programming language1.pptx
Pengantar Penggunaan Flutter - Dart programming language1.pptx
 
The basics of sentences session 6pptx.pptx
The basics of sentences session 6pptx.pptxThe basics of sentences session 6pptx.pptx
The basics of sentences session 6pptx.pptx
 
ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...
ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...
ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...
 
Wound healing PPT
Wound healing PPTWound healing PPT
Wound healing PPT
 
How to Build a Module in Odoo 17 Using the Scaffold Method
How to Build a Module in Odoo 17 Using the Scaffold MethodHow to Build a Module in Odoo 17 Using the Scaffold Method
How to Build a Module in Odoo 17 Using the Scaffold Method
 
Pollock and Snow "DEIA in the Scholarly Landscape, Session One: Setting Expec...
Pollock and Snow "DEIA in the Scholarly Landscape, Session One: Setting Expec...Pollock and Snow "DEIA in the Scholarly Landscape, Session One: Setting Expec...
Pollock and Snow "DEIA in the Scholarly Landscape, Session One: Setting Expec...
 
writing about opinions about Australia the movie
writing about opinions about Australia the moviewriting about opinions about Australia the movie
writing about opinions about Australia the movie
 
Digital Artefact 1 - Tiny Home Environmental Design
Digital Artefact 1 - Tiny Home Environmental DesignDigital Artefact 1 - Tiny Home Environmental Design
Digital Artefact 1 - Tiny Home Environmental Design
 
Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...
Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...
Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...
 
Natural birth techniques - Mrs.Akanksha Trivedi Rama University
Natural birth techniques - Mrs.Akanksha Trivedi Rama UniversityNatural birth techniques - Mrs.Akanksha Trivedi Rama University
Natural birth techniques - Mrs.Akanksha Trivedi Rama University
 
Liberal Approach to the Study of Indian Politics.pdf
Liberal Approach to the Study of Indian Politics.pdfLiberal Approach to the Study of Indian Politics.pdf
Liberal Approach to the Study of Indian Politics.pdf
 
BÀI TẬP BỔ TRỢ TIẾNG ANH 8 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2023-2024 (CÓ FI...
BÀI TẬP BỔ TRỢ TIẾNG ANH 8 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2023-2024 (CÓ FI...BÀI TẬP BỔ TRỢ TIẾNG ANH 8 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2023-2024 (CÓ FI...
BÀI TẬP BỔ TRỢ TIẾNG ANH 8 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2023-2024 (CÓ FI...
 
NEWSPAPERS - QUESTION 1 - REVISION POWERPOINT.pptx
NEWSPAPERS - QUESTION 1 - REVISION POWERPOINT.pptxNEWSPAPERS - QUESTION 1 - REVISION POWERPOINT.pptx
NEWSPAPERS - QUESTION 1 - REVISION POWERPOINT.pptx
 

Probability.pptx

  • 1. Paper presentation on Probability and scientific research Md. Rasheduzzaman Id: MSc230221
  • 2. Content Introduction Probability of simple events Probability of joint occurrences Conditional probability The Binomial distribution Conclusions
  • 3. Probability plays a crucial role in scientific research, particularly in areas such as Statistics, Data analysis, And experimental design. Overall, probability is a fundamental tool in scientific research, enabling researchers to make predictions, draw inferences, and test hypotheses in a quantitative way. Introduction
  • 4. In this paper the authors explore three areas of probability; • Simple events • Combinations of events • The binomial distribution Introduction(cont)
  • 5. Probability of simple events What is the probability of simultaneously flipping three coins-a small, a mid- sized, and a large-sized, and having all three land heads? Table 1. Possible outcomes of eight trials. No. Small Medium Large 1 H H H 2 H H T 3 H T H 4 H T T 5 T H H 6 T H T 7 T T H 8 T T T The probability of three coins landing heads is 1/8, or 0.125.
  • 6. Table 1. Possible outcomes of eight trials. No. Small Medium Large 1 H H H 2 H H T 3 H T H 4 H T T 5 T H H 6 T H T 7 T T H 8 T T T What is the probability of exactly two of the three coins landing heads? Probability of simple events (cont) The probability of exactly 2 of 3 coins landing heads is 3/8 or 0.375.
  • 7. Independent Events Independents events are defined as outcomes that are not affected by others outcomes. The flip of the small coin does not affect the flip of the mid-sized coin, and vice versa. Probability of simple events (cont)
  • 8. Dependent Events Dependent events are outcomes that are affected by others outcomes Example, drawing an ace from a deck of cards and then drawing an ace again form the same deck of cards For the first draw, the probability of a favorable outcome is 4/52 For the second draw, the probability of a favorable outcome is 4/51 (if the drown card is not ace) or, 3/51 (if the drown card is ace) Probability of simple events (cont)
  • 9. Probability of joint occurrences It calculates the likelihood of two events occurring together and at the same point in time For example, the probability of the small coin landing heads is ½, or 0.5; the probability of the mid-sized coin next landing heads is ½, or0.5; and the probability of the large coin landings heads is ½, or 0.5; those, note that. 0.5 x 0.5 x 0.5 = 0.125 The notation for joint occurrence is P(AB)=P(A) x P(B)
  • 10. Conditional probability In a particular village, there are 60 women and 40 men. Twenty of those women are 70 years of age or older; 5 of the man are 70 years of age or older Table 2 An example of data for conditional probability. Gender > 70 years ≤69 years Totals Women 20 40 60 Men 5 35 40 Totals 25 75 100 What is the probability that a person >70 years of age selected at random will be a woman? 20/25, or 0.80 P(A|B) = AB/B = P(AB)/P(B)
  • 11. The Binomial distribution A discrete variable that can result in only one of two outcomes is called binomial. For example, a coin flip is a binomial variable; but drawing a card from standard deck of 52 is not.
  • 12. 1. The experiment consists of a number of identical events (n). 2. Each event has only one of two mutually exclusive outcomes. 3. The probability of a “success” outcome is equal to some percentage, which is identified as a proportion, π. 4. This proportion, π, remains constant throughout all events and is defined as the ratio of successes and trials. 5. The events are independent. Given all of the above, the binomial formula can be applied (x = number of favorable outcomes; n = number of events): The Binomial distribution(cont) P(x) = n! / [x! (n – x!)] π n(1 -π)n – x n! = n (n-1)(n-2) … (3)(2)(1)
  • 13. Suppose a coin is flipped 10 times. What is the probability of getting exactly 5 heads? The Binomial distribution(cont) P(x) = n! / [x! (n – x!)] π n(1 -π)n – x P(5) = [10!/5!(5!)] 0.5 5 (1-0.5) 10-5 = 0.246 So, the probability of getting exactly 5 heads in 10 flips is 0.246, or 25%.
  • 14. Conclusions We live in a world that is governed by the rules of probability. The point in question is to be able to estimate the level of this error and preferably place a range within which we are able to locate the probability of finding the parameters under study.
  • 15. Badii, M.H., A.E. Flores, R. Forughbakhch, & H. Quiróz. Fundamentos de muestreo. Pp. 129-144. In: M.H. Badii, A.E. Flores & L.J. Galán (eds). Fundamentos y Perspectivas de Control Biológico. UANL. Monterrey. Boomsma, A., & I.W. Molenaar. 1994. Four electronic tables for probability distributions. Amer. Statist. 48: 153-162. Feller, W. 1966. An Introduction to Probability Theory and its Applications. 2nd Ed. John Wiley & Sons Inc., N.Y. Foroughbakhch, R., & M.H. Badii. 2005. Métodos Analíticos Estadísticos. UANL. Monterrey. Goldberg, S. 1960. Probability: An Introduction. Prentice Hall, Inc., Englewood Cliffs, N.J. Hodges, J., & E. Lehman. 1964. Basic Concepts of Probability and Statistics. Holden Day Inc., San Francisco. Hoel, P.G. S.C. Port, & C.J. Stone. 1972. Introduction to Probability Theory. Houghton Mifflin Co., Boston. References