Luces y sombras en la incorporaci??n de la Directiva de servicios

download pdf Luces y sombras en la incorporaci??n de la Directiva de servicios, دانلود Luces y sombras en la incorporaci??n de la Directiva de servicios,Mercedes Fuertes, کتاب های Mercedes Fuertes,Escuela de Administraci??n P??blica de Catalu??a 2011-01-12, لیست کتاب های Escuela de Administraci??n P??blica de Catalu??a 2011-01-12,WorldCat, کتاب های WorldCat

گت بلاگز Internet A methodology for the design of experiments in computational intelligence with multiple regression models / دانلود فایل

مشخصات کلی A methodology for the design of experiments in computational intelligence with multiple regression models

نویسنده کتاب (Author):

Fernández-Lozano, Carlos; Gestal, Marcos; Munteanu, Cristian-Robert; Dorado, Julián; Pazos, A.

انتشارات (Publisher):

Peer J 2016-12-01

ویرایش و نوع فایل (Edition/Format):

 Downloadable article : English

منبع (Database):

WorldCat

عنوان ژورنال (Publication):

fernandez-lozano-c-gestal-m-munteanu-cr-dorado-j-pazos-a-a-methodology-for-the-design-of-experiments-in-computational-intelligence-with-multiple-regression-models-peerj-internet-20164

موضوع (Subject):

Computational intelligence       Machine learning       Methodology       View all subjects      

توضیحات خلاصه (Summary):

[Abstract] The design of experiments and the validation of the results achieved with them are vital in any research study. This paper focuses on the use of different Machine Learning approaches for regression tasks in the field of Computational Intelligence and especially on a correct comparison between the different results provided for different methods, as those techniques are complex systems that require further study to be fully understood. A methodology commonly accepted in Computational intelligence is implemented in an R package called RRegrs. This package includes ten simple and complex regression models to carry out predictive modeling using Machine Learning and well-known regression algorithms. The framework for experimental design presented herein is evaluated and validated against RRegrs. Our results are different for three out of five state-of-the-art simple datasets and it can be stated that the selection of the best model according to our proposal is statistically significant and relevant. It is of relevance to use a statistical approach to indicate whether the differences are statistically significant using this kind of algorithms. Furthermore, our results with three real complex datasets report different best models than with the previously published methodology. Our final goal is to provide a complete methodology for the use of different steps in order to compare the results obtained in Computational Intelligence problems, as well as from other fields, such as for bioinformatics, cheminformatics, etc., given that our proposal is open and modifiable.  Read more…

ژانر / فرم:info:eu-repo/semantics/article

موضوع:Internet resource

نوع منبع:Internet Resource, Article

تمام نویسندگان / همکاران: Fernández-Lozano, Carlos; Gestal, Marcos; Munteanu, Cristian-Robert; Dorado, Julián; Pazos, A.

شناسه OCLC:979265402

Language Note:English

فهرست محتوا:2167-8359 http://hdl.handle.net/2183/17976

نویسنده : getblogs