Natural language explanation model for decision trees
This study describes a model of explanations in natural language for classification decision trees. The explanations include global aspects of the classifier and local aspects of the classification of a particular instance. The proposal is implemented in the ExpliClas open source Web service [1], wh...
- Autores:
-
Silva, Jesús
H, H
Núñez, Vladimir
Ruiz Lázaro, Alex
Varela Izquierdo, Noel
- Tipo de recurso:
- Article of journal
- Fecha de publicación:
- 2020
- Institución:
- Corporación Universidad de la Costa
- Repositorio:
- REDICUC - Repositorio CUC
- Idioma:
- eng
- OAI Identifier:
- oai:repositorio.cuc.edu.co:11323/6212
- Acceso en línea:
- https://hdl.handle.net/11323/6212
https://repositorio.cuc.edu.co/
- Palabra clave:
- Modelo de explicaciones
Arboles de decisión
Código abierto ExpliClas
Explanation model
Decision trees
Open source ExpliClas
- Rights
- openAccess
- License
- CC0 1.0 Universal
| Summary: | This study describes a model of explanations in natural language for classification decision trees. The explanations include global aspects of the classifier and local aspects of the classification of a particular instance. The proposal is implemented in the ExpliClas open source Web service [1], which in its current version operates on trees built with Weka and data sets with numerical attributes. The feasibility of the proposal is illustrated with two example cases, where the detailed explanation of the respective classification trees is shown. |
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