Computational statistics methods

 

apply computational statistics methods to a
topic of your choice using an analysis-friendly dataset.
Analysis ideas:
Below are some suggestions to help you get started:
•Using bootstrap algorithm to estimating model coefficients, or population statistics
•Implement a random variable simulation algorithm (such as Metropolis-Hastings)
using different type of proposal functions
•Using non-parametric methods to estimate optimal curve for bi-variate data
Dataset ideas:
and here are some ideas for datasets (click for link)
•Kaggle
•UCI Machine Learning repository
•Pre-loaded datasets in R
R package references:
Below are some example of R packages that could be applied in your final project.
Check for examples using these packages for more ideas:
•R package for kernel density estimation: https://cran.rproject.org/web/packages/ks/vignettes/kde.pdf
•R package for Markov chain Monte Carlo simulation: https://cran.rproject.org/web/packages/mcmc/mcmc.pdf
•R package for bootstrap algorithm: https://cran.rproject.org/web/packages/boot/index.html
Detailed guideline:
While you are not expected to build a computationally complex model, your work needs
to show logical flow, and demonstrates the Bayesian analysis concepts discussed in the
course. This includes the following:
1. Description of the problem: What is the problem you are trying to solve? What is the
motivation and significance behind this? Why might your approach be useful here?
2. Description of your data: What are the variables of interest and their summary? What
are some caveats of the data (such as data quality issues) that we need to be aware of,
if any?
3. Formulation of your analysis approach: How is the model or estimation algorithm
defined?
4. Computational approach: What methods are you using to analyze the data? You are
encouraged to use existing R packages.
5. Results and conclusion: What is the takeaway from your analysis? What makes your
approach advantageous (or challenging) in your problem? What are the next steps in
your analysis?

Sample Solution

p with a hypothesis, alongside innovators today including Frowe (2011). Their hypothesis is conceived as an aide, regardless of whether we ought to do battle alongside conditions which should be thought of, how would it be a good idea for us we respond and not do during a conflict on the off chance that it is inescapable, lastly what further move ought to be initiated later. To assess this hypothesis, one should take a gander at the presumptions made towards it, for instance, entertainers which scholars forget about and the delay between conventional scholars and innovators. In particular, there can be no conclusive hypothesis of the simply war, in light of the fact that everyone has an alternate understanding of this hypothesis, given its normativity. Nonetheless, the hypothesis gives a harsh showcase of how we ought to continue in the midst of pressure and struggle, essentially the point of a simply war: ‘harmony and security of the district’ (Begby et al, 2006b, Page 310). By and large, this hypothesis is reasonable to utilize yet can’t at any point be viewed as a characteristic aide since it’s normatively guessed. To address the inquiry, the paper is involved 3 areas.

Jus promotion bellum
The beginning segment covers jus promotion bellum, the circumstances discussing whether an activity is legitimately OK to cause a conflict (Frowe (2011), Page 50). First and foremost, Vittola talks about one of the noble motivations of war, above all, is when damage is caused however he causes notice the damage doesn’t prompt conflict, it relies upon the degree or proportionality, one more condition to jus promotion bellum (Begby et al (2006b), Page 314). Frowe, notwithstanding, contends the possibility of “worthwhile motivation” in light of “Power” which alludes to the security of political and regional privileges, alongside common liberties. In contemporary view, this view is more convoluted to reply, given the ascent of globalization. Essentially, it is challenging to gauge proportionality, especially in war, on the grounds that not just that there is an epistemic issue in working out, however again the present world has created (Frowe (2011), Page 54-6). Moreover, Vittola contends war is important, not just for protective purposes, ‘since it is legal to oppose force with force,’ yet in addition to battle against the unfair, a hostile conflict, countries which are not rebuffed for acting unjustifiably towards its own kin or have shamefully taken land from the home country (Begby et al (2006b), Page 310&313); to “show its foes a thing or two,” however principally to accomplish the point of war. This approves Aristotle’s contention: ‘there should be battle for harmony (Aristotle (1996), Page 187). Notwithstanding, Frowe contends “self-protection” has a majority of portrayals, found in Part 1, demonstrating the way that self-preservation can’t necessarily legitimize one’s activities. Considerably more tricky, is the situation of self-protection in war, where two clashing perspectives are laid out: The Collectivists, a totally different hypothesis and the Individualists, the continuation of the homegrown hypothesis of self-preservation (Frowe (2011), Page 9& 29-34). All the more critically, Frowe discredits Vittola’s view on retaliation in light of the fact that first and foremost it engages the punisher’s power, yet additionally the present world forestalls this activity between nations through lawful bodies like the UN, since we have modernized into a somewhat quiet society (Frowe (2011), Page 80-1). Above all, Frowe further disproves Vittola through his case that ‘right goal can’t be blamed so as to take up arms in light of expected wrong,’ recommending we can’t simply hurt another on the grounds that they have accomplished something shameful. Different elements should be thought of, for instance, Proportionality. Thirdly, Vittola contends that war ought to be kept away from (Begby et al (2006b), Page 332) and that we ought to continue conditions strategically. This is upheld by the “final retreat” position in Frowe, where war ought not be allowed except if all actions to look for tact fizzles (Frowe (2011), Page 62). This implies war ought not be announced until one party must choose the option to pronounce battle, to safeguard its terri

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