proof of work
Last edited: August 8, 2025propaganda
Last edited: August 8, 2025propaganda is a form of advertising which:
- propaganda persuades people into believe in a cause
- often defies reason to reach into ??
See examples:
techniques for propaganda
- Name calling
- Generalities
- Transferring of authority
- Public testimonial
- Attachment to plane folks
- Bandwagoning (FOMO)
- Fear
- Bad logic
- Unwanted extrapolation
proposal distribution
Last edited: August 8, 2025We define the optimal proposal distribution as the one that minimizes the variance of the estimator of the Probability of Failure.
Sadly, the best proposal distributions is…
\begin{equation} q^{*}\qty(\tau) = \frac{p\qty(\tau) 1\qty {\tau \not \in \psi}}{p_{\text{fail}}} = \frac{p\qty(\tau) 1\qty {\tau \not \in \psi}}{\int 1 \qty {\tau \not\in \psi} p\qty(\tau) \dd{\tau }} \end{equation}
but wait this is just the Failure Distribution! But our entire point is trying to estimate \(p_{\text{fail}}\).
notice that this is exactly the DEFINITION OF THE FAILURE DISTRIBUTION. et, we were trying to estimate \(p_{\text{fail}}\) in the first place? Recall; we are able to sample from the Failure Distribution, fit a model and nice.
Proposal: Dynamic Resource Scheduling through Direct Optimization
Last edited: August 8, 2025Background
In operations research, a key problem involves balancing limited and uncertain resources for the maximization of a specific business objective under constraints (such as budget or time). Approaches for this problem are frequently domain-specific due to the variability in design variables.
For simpler problems such as hub-and-spoke placement design, one can use proximity (i.e. distance) as a target, leading to clustering-based approaches ((Ruan et al. 2016)) which focuses on minimizing resource distance to solve a specific task. In others probes, however, clustering based approaches do not show a clear advantage due to the fact that they involve resource allocation decisions on a non-linear space (unlike physical space) subject also to non-linear constraints (unlike time).
