TY - JOUR
T1 - Toward the Bleaching of the Black Boxes
T2 - Minimalist Machine Learning
AU - Yanez-Marquez, Cornelio
N1 - Publisher Copyright:
© 1999-2012 IEEE.
PY - 2020/7/1
Y1 - 2020/7/1
N2 - In the field of machine learning, there exist effective models that achieve remarkable results. However, it is criticized from the perspective of the end user that many successful models behave like black boxes. In the desire for achieving excellent performances, the models become more complicated and less explainable. In this context, a major challenge has emerged: it is necessary to provide the intelligent models and algorithms with the property to be explained. In this article, a new paradigm is proposed: the minimalist machine learning. The conceptual cornerstone of the new paradigm is the assumption that it is possible to make the representation of the data of any problem of classification of patterns reduced to the Cartesian plane. The proposal is to design algorithms that are capable of achieving intelligent pattern classification in two dimensions (the plane) effectively, regardless of the number of attributes that the patterns contain.
AB - In the field of machine learning, there exist effective models that achieve remarkable results. However, it is criticized from the perspective of the end user that many successful models behave like black boxes. In the desire for achieving excellent performances, the models become more complicated and less explainable. In this context, a major challenge has emerged: it is necessary to provide the intelligent models and algorithms with the property to be explained. In this article, a new paradigm is proposed: the minimalist machine learning. The conceptual cornerstone of the new paradigm is the assumption that it is possible to make the representation of the data of any problem of classification of patterns reduced to the Cartesian plane. The proposal is to design algorithms that are capable of achieving intelligent pattern classification in two dimensions (the plane) effectively, regardless of the number of attributes that the patterns contain.
UR - http://www.scopus.com/inward/record.url?scp=85088705548&partnerID=8YFLogxK
U2 - 10.1109/MITP.2020.2994188
DO - 10.1109/MITP.2020.2994188
M3 - Artículo
AN - SCOPUS:85088705548
SN - 1520-9202
VL - 22
SP - 51
EP - 56
JO - IT Professional
JF - IT Professional
IS - 4
M1 - 9143261
ER -