Opened 3 years ago
Last modified 3 years ago
#3142 new task
SymReg functionality to remove for HeuristicLab 4.0
| Reported by: | gkronber | Owned by: | gkronber |
|---|---|---|---|
| Priority: | medium | Milestone: | HeuristicLab 4.x Backlog |
| Component: | Problems.DataAnalysis | Version: | |
| Keywords: | Cc: | mkommend |
Description (last modified by gkronber)
HeuristicLab provides several features for Genetic Programming / Symbolic Regression that are either not implemented very well, seldomly used, or unsupported. In this ticket we collect which things should be removed for HeuristicLab 4.0
Definitely remove:
- Automatically defined functions (ADF), ArchitectureAlteringOperators
- Integral and derivative symbol
- ILEmitting interpreter
- ExpressionCompiled interpreter
Candidates:
- VariableCondition symbol
- Special functions (airy, erf, erfc, ...)
- GrammarEnumeration
- Formatters: Smalltalk, ...
- Tree grammars
- TimeSeries & Symbols
- Evaluators: LogResiduals, ....
- LM-BFGS as HL algorithm
- Combination of covariance functions for Gaussian processes
- tSNE
- ResponseFunctionView, 'GradientView'
- SymbolicTrading
- GPR covariance optimization problem
- GBM (alternativ: für alle regression algs öffnen)
- Robocode
- NN, NN ensemble (alglib)
- Interpreter: check solution with interval arithmetic (can be accomplished via shape-constrained SymReg)
- SymRegProblem: Apply linear scaling (do it via grammar)
- Transformations (for features)
- Pearson R² evaluator
- Power symbol
- BinaryFactorVariable symbol
- Robocode problem
- OverfittingAnalyzer
- ResidualsLineChart
- ResidualsHistogram
Change History (3)
comment:1 Changed 3 years ago by mkommend
- Cc mkommend added; mkommend@heuristiclab.com removed
- Description modified (diff)
comment:2 Changed 3 years ago by gkronber
- Description modified (diff)
comment:3 Changed 3 years ago by gkronber
- Description modified (diff)
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