aclai-lab/modal-symbolic-learning-course

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aclai-lab/modal-symbolic-learning-course

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Modal Symbolic Learning Course @ University of Sydney (Dec 2023)

Sole.jl

Sole.jl – Long live transparent modeling!

SoleLogics.jl

Computational logic in Julia!

SoleData.jl

Manage unstructured and multimodal datasets!

ModalDecisionTrees.jl

Julia implementation of Modal Decision Trees & Forests, for interpretable classification of spatial and temporal data. Long live Symbolic Learning!!

SoleModels.jl

Symbolic modeling in Julia!

SoleFeatures.jl

Perform feature selection on unstructured and multimodal data!

ModalAssociationRules.jl

Modal association rules mining in Julia!

piton

Laravel package for rule extraction from MySQL databases

ModalDecisionLists.jl

Modal decision trees, but it's sequential covering.

SoleReasoners.jl

This package provides algorithms for reasoning, namely including a sat solver and an automatic theorem prover both based on analytic tableau technique.

audio-rules2024

Code example usage for "Symbolic Audio Classification via Modal Decision Tree Learning", ITADATA2024

Jupyter Notebook

SoleDecisionTreeInterface.jl

Sole interface for trees trained via JuliaAI/DecisionTree.jl.

ModalIsolationForests.jl

Isolation Forest with Modal Logic!

SolePostHoc.jl

Sole (SymbOlic LEarning) Post Hoc Analysis Module

Audio911.jl

Jupyter Notebook

MultiData.jl

Multimodal datasets for Machine-Learning

SoleModelChecking.jl

Sole (SymbOlic LEarning) Model Checking Module

OVERLAY2022.jl

Experiments for our work submitted to OVERLAY2022

SoleWorlds.jl

Sole (SymbOlic LEarning) Worlds Module

SoleAlphabets.jl

Sole (SymbOlic LEarning) Alphabets Module

SoleViz.jl

Sole (SymbOlic LEarning) Visualizations Module