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Experiements: LIME method parameters range #173

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elboyran opened this issue Feb 14, 2023 · 2 comments
Open

Experiements: LIME method parameters range #173

elboyran opened this issue Feb 14, 2023 · 2 comments
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@elboyran
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elboyran commented Feb 14, 2023

Define for which parameters would LIME be evaluated and how the continuously changing parameter range would be defined.

See the dianna's implementation of LIME and example usage of LIME on text and on images.

The outcome of this issues should be:
<parameter>: <range>,
where
<range> = <start_value>:<step>:<end_value>
for every methods' parameter (if more than 1).
See also the dashboard for modifiable parameters.

Stems from dianna-ai/dianna#445 and #187 (see for Practicalities).

@cpranav93
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Same comment as RISE: Could it be interesting to split the parameters of importance and their ranges for images and text? An interesting study could be to see if the parameters and their range vary with model/case-study.

@elboyran
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elboyran commented Mar 7, 2023

Whoever picks up this issue: please evaluate if the splitting makes sense and whether there is enough time to answer the suggested question.

@WillemSpek WillemSpek self-assigned this Apr 13, 2023
@elboyran elboyran transferred this issue from dianna-ai/dianna Jun 8, 2023
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