NN2Poly: turning deep feed forward neural networks into polynomials.
P. Morala Miguélez, J. A. Cifuentes Quintero, R. E. Lillo Rodríguez, I. Ucar Marques
In this work, the method NN2Poly is presented as a tool that can help explain deep artificial feed forward neural networks by means of an alternative representation with polynomials. This extends a previous version of this method that was limited to single hidden layer neural networks. This representation is obtained by using Taylor expansion on the activation functions and combinatorial properties, which allow to obtain the coefficients of a polynomial that performs similarly to a given neural network using its weights. This reduces the number of parameters in the model, improving its interpretability, while also allowing to find interesting connections between neural networks and polynomials. The practical implementation of the method presents some computational limitations that are discussed while also presenting some practical examples.
Keywords: Neural Networks, Interpretability
Scheduled
GT04 Multivariate Analysis and Classification IV. Latest Advances in Explainable Machine Learning
June 7, 2022 6:40 PM
Cloister room
Other papers in the same session
M. Landete, M. Leal Palazón, M. Labbé
C. Pachón García, P. Delicado, V. Vilaplana Besler
E. Carrizosa, J. Ramírez-Ayerbe, D. Romero Morales
Latest news
-
6/8/22
Visit Alhambra
Tomorrow, Thursday, we will visit the Alhambra. 1. At 7:00 p.m., buses will start leaving from the door of the Hotel Granada Center (in front of the door of the Faculty of Sciences) 2. Upon arrival, groups with guides will be organized. 3. There will be groups in English language. These groups will wait at the destination until the arrival of all buses. 4. After the visit to the Alhambra we will walk to the Carmen de los Mártires to have a cocktail. 5. On the way back, we can go back by bus, which will leave from the same place where they left us at the Alhambra. 6. Although the way to the Alhambra by bus seems long, it really is close to the city. We invite you, whoever wishes, to go down for a pleasant walk. 7. Do not forget to take your Alhambra ticket and your identity card or passport. The document must be the same whose number matches the ticket number you have.
-
5/31/22
YouTube Channel
The menu label is already on the web from where you can see the live broadcasts: inauguration, plenary sessions, round tables,... Don't forget to enter the YouTube channel and subscribe!!!!
-
5/27/22
Gala Dinner
It opens the possibility that anyone who is registered for the conference, and wants non-registered companions to attend the gala dinner, can do so by paying the price of this dinner (80 euros VAT included). This payment must be made before June 1 (inclusive). To do this, contact with [email protected]
-
5/23/22
IMPORTANT WARNING
To access the Alhambra on the visit on Thursday 9, it is obligatory to present the identification document whose reference was sent to the organization (eurocongress)
-
5/16/22
Social Events
All social events are included with the payment of the corresponding registration.
