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Banca de DEFESA: LUCAS HENRIQUE GOIS DE CAMPOS

Uma banca de DEFESA de MESTRADO foi cadastrada pelo programa.
STUDENT : LUCAS HENRIQUE GOIS DE CAMPOS
DATE: 30/01/2023
TIME: 09:00
LOCAL: https://meet.google.com/rvd-ocxx-jfu
TITLE:

Epanechnikov based Correntropy Analyses in Channel Equalization


PAGES: 65
BIG AREA: Engenharias
AREA: Engenharia Elétrica
SUBÁREA: Telecomunicações
SUMMARY:

Information Theoretic Learning based channel equalization has the potential to deal with scenarios in which classical techniques fail, as in the presence of correlated signals or non-linear channels. One of the measures in this context is correntropy, a generalized correlation measure. In this work, we analyze the effect of using a non-Gaussian kernel do obtain correntropy, i.e., we use the Epanechnikov kernel. Since such kernel is given by a second order polynomial, we include the Correlation Retrieval Criterion in the analyses, discussing their similarities and performance.

In addition, kernel adaptive filters are also included in our analysis. Such filters are interesting due to their capacity of equalizing non-linear channels. Thus, we study the Kernel Maximum Correntropy with the Epanechnikov kernel and its relation to the well known Kernel Least Mean Square algorithm.


COMMITTEE MEMBERS:
Presidente - Interno ao Programa - 1544392 - ALINE DE OLIVEIRA NEVES PANAZIO
Membro Titular - Examinador(a) Interno ao Programa - 2356637 - KENJI NOSE FILHO
Membro Titular - Examinador(a) Externo à Instituição - ROMIS RIBEIRO DE FAISSOL ATTUX - UNICAMP
Membro Suplente - Examinador(a) Interno ao Programa - 1761107 - RICARDO SUYAMA
Membro Suplente - Examinador(a) Externo à Instituição - RAFAEL FERRARI - UNICAMP
Notícia cadastrada em: 19/01/2023 13:24
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