Monday, May 12, 2025

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However, this has practical implications for anyone who works with big data. Not only did I find this division to be unsatisfying, but as I continued to study statistics and machine learning through grad school, I found it to be inadequate for a deeper understanding into the workings of the topics that I was studying. Do this many times and compute an estimated p-value using your bootstrapped t-test statistics. discover this info here a piece of zero size) can be considered a piece of the object.

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Probability can range in from 0 to 1, where 0 means the event to be an impossible one and 1 indicates a certain event. In fact, with these three axioms for the definition of a $\sigma$-algebra, it follows that a $\sigma$-algebra is not just closed under set unions (i. In particular, the rank-sum test is actually not consistent (becomes more powerful as sample size increases) unless the two groups you are testing are actually different. Oof, yeah. , disease spread) as well as ecology (e. The initial set of articles within this series will provide an introduction to Measure-Theoretic Probability Theory and why it is necessary to use this formalism.

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There are always a need to fill in the gaps. Once equipped with a measure, it forms complete measure space. Gambling shows that there has been an interest in quantifying the ideas of probability for millennia, but exact mathematical descriptions arose much later. (This does not seem like a very good bet). What is the probability that the card drawn is a face card?Solution:A standard deck has 52 cards.

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For example, if we have a ball of clay and we split the ball of clay into two, then the masses of the two smaller balls of clay will add up to the mass of the original ball of clay.  The results from exploratory studies need replication before they can be trusted. And he did not use men, he used male college students, so we are off to a bad start already. I asked my professor if this was a problem: It is. )If we take it as an axiom that every human has some innate, unknown utility function,  and that human beings are, in general, utility maximizers, then we can use some relatively simple mathematics to model a persons behavior. While you will learn those things, somewhat, doing Rudin is more about teaching you how to be alone in a room with yourself, how to discover tricks, and how to prove properties about things while not understanding them.

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Everyone has their own way, but I would argue that there are some very general ways to learn math that work for most people. I could come up with proofs more quickly and easily than my peers who had not slaved away with me through a year of the blue book. We will assume that the better choice of investment will be the asset that has a smaller risk. Note that . However, since it is better to beg for forgiveness rather than permission, we will take our returns data as approximately normal, and continue with the exercise.

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(This function ignores the key fact that many Americans are actually in debt, negative capital, but that is perhaps a post you can try here another time). In future articles we will utilise probability spaces to define another important concept in probability theory, namely the Random Variable. There are many phenomena that follow this basic “size”-like idea including such phenomena as mass, length, and volume (and as we will see later, probability). This is due to the fractal nature of Brownian motion, a common model for the evolution of stock prices in finance.

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Tree diagrams are used to figure out when to multiply and when to add. Its possible that this is a strategy considered in chapter 1 of some book somewhere, but I also get the feeling that this method would be too computationally intensive for the general public, but would index to the analytically minded. This criteria for portfolio optimization is used, indeed, but I dont know enough about it to really comment deeply. .