22 citations · 45 across the 8 of their papers we have counts for
5 papers · 1 filter
Learning Alternative Ways of Performing a Task
David Nieves, María José Ramírez-Quintana, Carlos Monserrat +2
A common way of learning to perform a task is to observe how it is carried out by experts. However, it is well known that for most tasks there is no unique way to perform them. Thi…
General-purpose Declarative Inductive Programming with Domain-Specific Background Knowledge for Data Wrangling Automation
Lidia Contreras-Ochando, César Ferri, José Hernández-Orallo +3
Given one or two examples, humans are good at understanding how to solve a problem independently of its domain, because they are able to detect what the problem is and to choose th…
Forgetting and consolidation for incremental and cumulative knowledge acquisition systems
Fernando Martínez-Plumed, Cèsar Ferri, José Hernández-Orallo +1
The application of cognitive mechanisms to support knowledge acquisition is, from our point of view, crucial for making the resulting models coherent, efficient, credible, easy to…
Threshold Choice Methods: the Missing Link
José Hernández-Orallo, Peter Flach, Cèsar Ferri
Many performance metrics have been introduced for the evaluation of classification performance, with different origins and niches of application: accuracy, macro-accuracy, area und…
Technical Note: Towards ROC Curves in Cost Space
José Hernández-Orallo, Peter Flach, Cèsar Ferri
ROC curves and cost curves are two popular ways of visualising classifier performance, finding appropriate thresholds according to the operating condition, and deriving useful aggr…