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author | Birte Kristina Friesel <birte.friesel@uos.de> | 2024-01-12 08:52:59 +0100 |
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committer | Birte Kristina Friesel <birte.friesel@uos.de> | 2024-01-12 08:52:59 +0100 |
commit | cd9515e788f3b7e6195d34266853248d84a6fb9c (patch) | |
tree | b37d20a0ba5f514ede6cdb251862fdef70f0ff0c | |
parent | 47883f13f29d59de0b9f171ef570cb9b4634e577 (diff) |
Document DFATOOL_PARAM_RELEVANCE_TRESHOLD
-rw-r--r-- | README.md | 1 |
1 files changed, 1 insertions, 0 deletions
@@ -134,6 +134,7 @@ The following variables may be set to alter the behaviour of dfatool components. | `DFATOOL_REGRESSION_SAFE_FUNCTIONS` | **0**, 1 | Use safe functions only (e.g. 1/x returnning 1 for x==0) | | `DFATOOL_DTREE_NONBINARY_NODES` | 0, **1** | Enable non-binary nodes (i.e., nodes with more than two children corresponding to enum variables) in decision trees | | `DFATOOL_DTREE_IGNORE_IRRELEVANT_PARAMS` | 0, **1** | Ignore parameters deemed irrelevant by stddev heuristic during regression tree generation | +| `DFATOOL_PARAM_RELEVANCE_TRESHOLD` | 0 .. **0.5** .. 1 | Threshold for relevant parameter detection: parameter *i* is relevant if mean standard deviation (data partitioned by all parameters) / mean standard deviation (data partition by all parameters but *i*) is less than threshold | | `DFATOOL_DTREE_LOSS_IGNORE_SCALAR` | **0**, 1 | Ignore scalar parameters when computing the loss for split node candidates. Instead of computing the loss of a single partition for each `x_i == j`, compute the loss of partitions for `x_i == j` in which non-scalar parameters vary and scalar parameters are constant. This way, scalar parameters do not affect the decision about which non-scalar parameter to use for splitting. | | `DFATOOL_PARAM_CATEGORIAL_TO_SCALAR` | **0**, 1 | Some models (e.g. FOL, sklearn CART, XGBoost) do not support categorial parameters. Ignore them (0) or convert them to scalar indexes (1). | | `DFATOOL_FIT_FOL` | **0**, 1 | Build a first-order linear function (i.e., a * param1 + b * param2 + ...) instead of more complex functions or tree structures. Must not be combined with `--force-tree`. | |