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Fix more typos
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lrnv committed Feb 13, 2024
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Expand Up @@ -55,11 +55,11 @@ There are competing packages in Julia, such as [`BivariateCopulas.jl`](https://g

Since our primary target is maintainability and readability of the implementation, we have not considered the efficiency and the performance of the code yet. However, a (limited in scope) benchmark on Clayton's `pdf` shows competitive behavior of our implementation w.r.t `DatagenCopulaBased.jl` (but not `BivariateCopulas.jl`). To perform this test we use the [`BenchmarkTools.jl`](https://github.com/JuliaCI/BenchmarkTools.jl) [@BenchmarkTools] package and generate 10^6 samples for Clayton copulas of dimensions 2, 5, 10 with parameter 0.8. The execution times (in seconds) are given below:

| | 2 | 5 | 10 |
|-----------------------------|-----------|-----------|-----------|
| Copulas.Clayton | 1.1495578 | 1.3448951 | 1.8044065 |
| BivariateCopulas.Clayton | 0.1331608 | X | X |
| DatagenCopulaBased.Clayton | 1.9868345 | 2.4276321 | 2.8009263 |
| | 2 | 5 | 10 |
|------------------------------|-----------|-----------|-----------|
| `Copulas.Clayton` | 1.1495578 | 1.3448951 | 1.8044065 |
| `BivariateCopulas.Clayton` | 0.1331608 | X | X |
| `DatagenCopulaBased.Clayton` | 1.9868345 | 2.4276321 | 2.8009263 |

Code for these benchmarks in available in the repository.

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