Measuring the complexity of classification problems

By Tin Kam Ho, Mitra Basu. 2000

59 citations recorded by the source corpus.

Subfields: Artificial Intelligence, Management Science and Operations Research

How researchers see this paper

The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.

In Artificial Intelligence

1. Adarsh Subbaswamy
2. Suchi Saria
3. Peter F. Schulam
4. Mihaela van der Schaar
5. Ahmed M. Alaa

In Management Science and Operations Research

1. Suchi Saria
2. Adarsh Subbaswamy

Citations in the corpus

• Counterfactual Normalization: Proactively Addressing Dataset Shift and Improving Reliability Using Causal Mechanisms (2018, methodology): “To measure classifier-independent geometric complexity we will use two types of metrics developed by Ho and Basu (2000, 2002): measures of overlap of individual features and measures of separability of classes.”