extracted expected_entropy and minor refactoring.

added constrained_precision score
updated constrained_precision.py
made predefined feature handling more fine-granular
added option to balance class weights
added option to make psl search with predefined features less strict
fixed some issue with predefined features
rewrote lookahead construction
implemented strict mode properly
improved inspect
switched default global loss to plain summation

Author: Stefan

.gitignore

@@ -2,7 +2,6 @@
 /dist
 .ipynb_checkpoints/
 
-poetry.lock
 /docs/_build/
 __pycache__/
 /data/

CHANGELOG.md

@@ -5,6 +5,21 @@ All notable changes to this project will be documented in this file.
 The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.1.0/),
 and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
 
+## 0.6.0 - 2023-12-07
+
+### Added
+
+- Significantly extended the configuration capabilities with predefined features to limit the PSLs searchspace
+
+### Changed
+
+- PSL global loss defaults to sum(cascade)
+- rewrote/extracted expected entropy calculation
+
+### Fixed
+
+- PSL inspect is now more robust
+
 ## 0.5.1 - 2023-11-24
 
 ### Fixed

CITATION.cff

@@ -9,6 +9,6 @@ authors:
   given-names: "Hanselle"
   orcid: "https://orcid.org/0000-0002-1231-4985"
 title: "scikit-psl"
-version: 0.5.1
-date-released: 2023-10-18
+version: 0.6.0
+date-released: 2023-12-07
 url: "https://github.com/trr318/scikit-psl"

poetry.lock

@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "scikit-psl"
-version = "0.5.1"
+version = "0.6.0"
 description = "Probabilistic Scoring List classifier"
 license = "MIT"
 authors = ["Stefan Heid <stefan.heid@upb.de>", "Jonas Hanselle <jonas.hanselle@ifi.lmu.de>"]