Discover irhete/stability-predictive-monitoring Open Source project

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Python
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Apache License 2.0
Created about 7 years ago
Updated over 6 years ago

irhete

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This repository contains scripts for predictive monitoring methods (random forest, XGBoost, and LSTM based) and assessing the prediction accuracy and temporal prediction stability.

predictive-monitoring-benchmark

Comparative experimental evaluation of outcome-oriented predictive monitoring techniques on a benchmark consisting of 24 real-world datasets.

Python

PredictiveMonitoringWithText

Python

recsys-challenge-2018

Code for the final solution submitted to the RecSys Challenge 2018.

Python

predictive-monitoring-thesis

This repository contains scripts used in Irene Teinemaa's PhD thesis titled "Predictive and Prescriptive Monitoring of Business Process Outcomes"

Python

clustering-based-predictive-monitoring

Clustering-based predictive process monitoring

Jupyter Notebook

business-process-embeddings

Representation learning for different business process concepts (e.g. activity, resource, event). The aim is to learn an embedding function that maps a value (of a given concept) to an m-dimensional real-valued vector.

Python

lstm-business-process-trace-generation

This repository contains scripts for training an LSTM for predicting the next event in a trace and generating new traces with this model.

Python

graphScope

Python

resource-experience-predictive-monitoring

This repository contains scripts for modeling resource experience as inter-case features for outcome-oriented predictive business process monitoring.

Python

liferay-assignment-companies

Java

irhete/stability-predictive-monitoring

irhete

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