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weird table issue
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lrnv committed Feb 10, 2024
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Expand Up @@ -55,10 +55,10 @@ There are competing packages in Julia, such as [`BivariateCopulas.jl`](https://g

Since our primary target is maintainability and readability of the implementation, we did not consider 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:

| Package \ Dimension | 2 | 5 | 10 |
|-----------------------------|------|-----------|
| | 2 | 5 | 10 |
|-----------------------------|-----------|-----------|-----------|
| Copulas.Clayton | 1.1495578 | 1.3448951 | 1.8044065 |
| BivariateCopulas.Clayton | 0.1331608 | X | X |
| 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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