Remove 2002 Remove Forecasting Remove Measurement Remove Strategy
article thumbnail

ML internals: Synthetic Minority Oversampling (SMOTE) Technique

Domino Data Lab

This renders measures like classification accuracy meaningless. In their 2002 paper Chawla et al. propose a different strategy where the minority class is over-sampled by generating synthetic examples. 2002) have performed a comprehensive evaluation of the impact of SMOTE- based up-sampling. Chawla et al., Chawla et al.,

article thumbnail

Public cloud vs. private cloud vs. hybrid cloud: What’s the difference?

IBM Big Data Hub

Internet companies like Amazon led the charge with the introduction of Amazon Web Services (AWS) in 2002, which offered businesses cloud-based storage and computing services, and the launch of Elastic Compute Cloud (EC2) in 2006, which allowed users to rent virtual computers to run their own applications.

article thumbnail

Unintentional data

The Unofficial Google Data Science Blog

But this does not mean that the slice will continue to exhibit an extreme value on this measurement in the future. By keeping in mind the need to control for bias in observational data and the strategies employed in the design of observational trials to do so, we can check our own thinking during an exploratory analysis of observational data.