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Various improvements to filtering approach. Including: - use of synthetic oversampling to balance initial + and - datasets. - Initial dataset selection improved. - Splicing signal detection improved. - Added ability to clean decision boundary using ENN (might improve performance in some cases and computational cost). - Interface now allows user to control threshold levels to modify filtering sensitivity and precision.
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Original file line number | Diff line number | Diff line change |
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@@ -1,93 +1,13 @@ | ||
{ | ||
"parameters": { | ||
"M1-canonical_ss": { | ||
"operator": "in", | ||
"value": ["N", "S"] | ||
}, | ||
"M2-nb_reads": { | ||
"operator": "lte", | ||
"value": 1 | ||
}, | ||
"M3-nb_dist_aln": { | ||
"operator": "gte", | ||
"value": 2 | ||
}, | ||
"M4-nb_rel_aln": { | ||
"operator": "eq", | ||
"value": 0 | ||
}, | ||
"M11-entropy": { | ||
"operator": "lt", | ||
"value": 1.0 | ||
}, | ||
"M11-entropy.2": { | ||
"operator": "gt", | ||
"value": 2.0 | ||
}, | ||
"M11-entropy.3": { | ||
"operator": "eq", | ||
"value": 0.0 | ||
}, | ||
"M12-maxmmes": { | ||
"operator": "lt", | ||
"value": 7 | ||
}, | ||
"M12-maxmmes.2": { | ||
"operator": "lt", | ||
"value": 10 | ||
}, | ||
"M12-maxmmes.3": { | ||
"operator": "lt", | ||
"value": 20 | ||
}, | ||
"M8-max_min_anc": { | ||
"operator": "lt", | ||
"value": 16 | ||
}, | ||
"Suspect": { | ||
"operator": "eq", | ||
"value": 1 | ||
}, | ||
"PFP": { | ||
"operator": "eq", | ||
"value": 1 | ||
}, | ||
"M13-hamming5p": { | ||
"operator": "lte", | ||
"value": 2 | ||
}, | ||
"M14-hamming3p": { | ||
"operator": "lte", | ||
"value": 2 | ||
}, | ||
"M19-mean_mismatches": { | ||
"operator": "gte", | ||
"value": 5.0 | ||
}, | ||
"M19-mean_mismatches.2": { | ||
"operator": "gte", | ||
"value": 2.0 | ||
}, | ||
"M20-nb_usrs": { | ||
"operator": "eq", | ||
"value": 0 | ||
}, | ||
"M20-nb_usrs.2": { | ||
"operator": "eq", | ||
"value": 1 | ||
}, | ||
"M21-nb_msrs": { | ||
"operator": "gte", | ||
"value": 1 | ||
}, | ||
"M22-rel2raw": { | ||
"operator": "lt", | ||
"value": 0.9 | ||
}, | ||
"M22-rel2raw.2": { | ||
"operator": "eq", | ||
"value": 0.0 | ||
"value": 0.5 | ||
} | ||
}, | ||
"expression": "( M12-maxmmes & M22-rel2raw )" | ||
"expression": "( M12-maxmmes & M22-rel2raw )" | ||
} |
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