Probability paradoxes behind Benford's Law and a Lottery Paradox

Probability Theory is a study of the likelihood of an event to occur. However, there are some probabilities where people might find it hard to believe as it conflicts with their understanding. These probabilities are called Paradoxes in Probability. There are many well-known paradoxes in probability...

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Main Author: Wong, Chin Hao
Other Authors: Tay Kian Boon
Format: Final Year Project
Language:English
Published: Nanyang Technological University 2022
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Online Access:https://hdl.handle.net/10356/156605
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Institution: Nanyang Technological University
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spelling sg-ntu-dr.10356-1566052022-06-29T04:51:46Z Probability paradoxes behind Benford's Law and a Lottery Paradox Wong, Chin Hao Tay Kian Boon School of Computer Science and Engineering kianboon.tay@ntu.edu.sg Engineering::Computer science and engineering Probability Theory is a study of the likelihood of an event to occur. However, there are some probabilities where people might find it hard to believe as it conflicts with their understanding. These probabilities are called Paradoxes in Probability. There are many well-known paradoxes in probability theory, such as the Birthday Paradox, Monty Hall Problem, etc. This report will study two paradoxes in Probability Theory, mainly Benford’s Law and Lottery Paradox. Benford’s Law is an observation that states that the first digit of many numbers in naturally occurring real-world data does not follow a uniform distribution but instead follows a logarithmic distribution. In Benford’s Law, we will first briefly describe how this paradox was discovered first by Newcomb and then popularised by Benford. Secondly, we will prove why this phenomenon happens based on published papers by various researchers. Thirdly, we will provide some popular goodness-of-fit tests that people use to test for the compliance of data to Benford’s Law and some applications of how Benford’s Law can be used in the real world. Lastly, we will collect conduct some case studies where we will gather data from real-world to prove and support the existence of such phenomenon. Next, we will talk about the Lottery Paradox. Lottery Paradox is a phenomenon that states that in the lottery, consecutive numbers appear 50% of the time. In Lottery Paradox, we will first prove why this phenomenon happens by explaining the concept of combinatorial and stars and bars. Next, we will test this paradox by creating a small trial using a small Python program to randomise 800 lottery numbers. Our test finds that consecutive numbers occur around 50% of the time. Lastly, we will collect some real-world lottery data to support our claim that such paradox does happen in the real world. Bachelor of Engineering (Computer Science) 2022-04-21T02:47:56Z 2022-04-21T02:47:56Z 2022 Final Year Project (FYP) Wong, C. H. (2022). Probability paradoxes behind Benford's Law and a Lottery Paradox. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/156605 https://hdl.handle.net/10356/156605 en SCSE21-0454 application/pdf Nanyang Technological University
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Engineering::Computer science and engineering
spellingShingle Engineering::Computer science and engineering
Wong, Chin Hao
Probability paradoxes behind Benford's Law and a Lottery Paradox
description Probability Theory is a study of the likelihood of an event to occur. However, there are some probabilities where people might find it hard to believe as it conflicts with their understanding. These probabilities are called Paradoxes in Probability. There are many well-known paradoxes in probability theory, such as the Birthday Paradox, Monty Hall Problem, etc. This report will study two paradoxes in Probability Theory, mainly Benford’s Law and Lottery Paradox. Benford’s Law is an observation that states that the first digit of many numbers in naturally occurring real-world data does not follow a uniform distribution but instead follows a logarithmic distribution. In Benford’s Law, we will first briefly describe how this paradox was discovered first by Newcomb and then popularised by Benford. Secondly, we will prove why this phenomenon happens based on published papers by various researchers. Thirdly, we will provide some popular goodness-of-fit tests that people use to test for the compliance of data to Benford’s Law and some applications of how Benford’s Law can be used in the real world. Lastly, we will collect conduct some case studies where we will gather data from real-world to prove and support the existence of such phenomenon. Next, we will talk about the Lottery Paradox. Lottery Paradox is a phenomenon that states that in the lottery, consecutive numbers appear 50% of the time. In Lottery Paradox, we will first prove why this phenomenon happens by explaining the concept of combinatorial and stars and bars. Next, we will test this paradox by creating a small trial using a small Python program to randomise 800 lottery numbers. Our test finds that consecutive numbers occur around 50% of the time. Lastly, we will collect some real-world lottery data to support our claim that such paradox does happen in the real world.
author2 Tay Kian Boon
author_facet Tay Kian Boon
Wong, Chin Hao
format Final Year Project
author Wong, Chin Hao
author_sort Wong, Chin Hao
title Probability paradoxes behind Benford's Law and a Lottery Paradox
title_short Probability paradoxes behind Benford's Law and a Lottery Paradox
title_full Probability paradoxes behind Benford's Law and a Lottery Paradox
title_fullStr Probability paradoxes behind Benford's Law and a Lottery Paradox
title_full_unstemmed Probability paradoxes behind Benford's Law and a Lottery Paradox
title_sort probability paradoxes behind benford's law and a lottery paradox
publisher Nanyang Technological University
publishDate 2022
url https://hdl.handle.net/10356/156605
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