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Performance Metrics (Error Measures) in Machine Learning Regression, Forecasting and Prognostics: Properties and Typology
TLDR
We propose a framework of metrics which includes four (4) categories: primary metrics, extended metrics, composite metrics, and hybrid sets of metrics. Expand
A New Typology Design of Performance Metrics to Measure Errors in Machine Learning Regression Algorithms
TLDR
We propose a framework of metrics which includes four (4) categories: primary metrics, extended metrics, composite metrics, and hybrid sets of metrics. Expand
A Return on Investment as a Metric for Evaluating Information Systems: Taxonomy and Application
TLDR
Return on Investment (ROI) is one of the most popular performance measurement and evaluation metrics used in business analysis. Expand
Estimating the Accuracy of the Return on Investment (ROI) Performance Evaluations
TLDR
We provide a systematic research of the accuracy of the ROI evaluations in the context of the information systems implementations. Expand
Evaluating Performance of Regression Machine Learning Models Using Multiple Error Metrics in Azure Machine Learning Studio
TLDR
This paper reports the results of an effort to build an Enhanced Evaluate Model (EEM) module based on the R language that facilitates and accelerates Azure experiments development and evaluation. Expand
Return on Investment: A Placebo for the Chief Financial Officer… And Other Paradoxes
Background: Return on investment (ROI) is one of the most popular evaluation metrics. ROI analysis (when applied correctly) is a powerful tool of evaluating existing information systems and makingExpand
Hospital Case Cost Estimates Modelling - Algorithm Comparison
TLDR
The goal of this research effort is to develop financial models that will assign each clinical case in the patient-specific data warehouse a dollar value, representing the cost incurred by the Ontario health care facility which treated the patient. Expand
Complexity in the Context of Systems Approach to Project Management
TLDR
We present a systematic view of complexity in project management by identifying its key attributes and classifying complexity by these attributes. Expand
Assessing Excel VBA Suitability for Monte Carlo Simulation
TLDR
Microsoft Excel spreadsheets with Visual Basic for Applications (VBA) software is, arguably, the most commonly employed general purpose tool for MC simulation. Expand
Designing a Truly Integrated (Onsite and Online) Conference: Concept, Processes, Solutions
TLDR
A concept of Truly Integrated Conference (TIC) according to which a multi-point worldwide-distributed network of conference online authors/participants will enhance the standard (centralized) IEEE conference model, which requires attendance of the participants in person at the main conference location. Expand
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