DARWIN
Donated on 5/12/2022
The DARWIN dataset includes handwriting data from 174 participants. The classification task consists in distinguishing Alzheimer’s disease patients from healthy people.
Dataset Characteristics
Tabular
Subject Area
Life Sciences
Associated Tasks
Classification
Attribute Type
-
# Instances
174
# Attributes
452
Information
For what purpose was the dataset created?
The DARWIN dataset was created to allow researchers to improve the existing machine learning methodologies for the prediction of Alzheimer's disease via handwriting analysis.
Citation Requests/Acknowledgements
N. D. Cilia, C. De Stefano, F. Fontanella, A. S. Di Freca, An experimental protocol to support cognitive impairment diagnosis by using handwriting analysis, Procedia Computer Science 141 (2018) 466–471. https://doi.org/10.1016/j.procs.2018.10.141 N. D. Cilia, G. De Gregorio, C. De Stefano, F. Fontanella, A. Marcelli, A. Parziale, Diagnosing Alzheimer’s disease from online handwriting: A novel dataset and performance benchmarking, Engineering Applications of Artificial Intelligence, Vol. 111 (20229) 104822. https://doi.org/10.1016/j.engappai.2022.104822
Features
| Attribute Name | Role | Type | Description | Units | Missing Values |
|---|---|---|---|---|---|
| ID | Feature | Categorical | false | ||
| air_time1 | Feature | Numerical - Discrete | false | ||
| disp_index1 | Feature | Categorical | false | ||
| gmrt_in_air1 | Feature | Numerical - Continuous | false | ||
| gmrt_on_paper1 | Feature | Numerical - Continuous | false | ||
| max_x_extension1 | Feature | Numerical - Discrete | false | ||
| max_y_extension1 | Feature | Numerical - Discrete | false | ||
| mean_acc_in_air1 | Feature | Numerical - Continuous | false | ||
| mean_acc_on_paper1 | Feature | Numerical - Continuous | false | ||
| mean_gmrt1 | Feature | Numerical - Continuous | false |
1 to 10 of 452
Fontanella,Francesco. (2022). DARWIN. UCI Machine Learning Repository.
@misc{misc_darwin_732,
author = {Fontanella,Francesco},
title = {{DARWIN}},
year = {2022},
howpublished = {UCI Machine Learning Repository}
}Keywords
Creators
Francesco Fontanella
fontanella@unicas.it
License
This dataset is licensed under a Creative Commons Attribution 4.0 International (CC BY 4.0) license.
This allows for the sharing and adaptation of the datasets for any purpose, provided that the appropriate credit is given.