MARC details
| 000 -LIDER |
|---|
| fixed length control field |
02573nam a22002897a 4500 |
| 003 - CONTROL NUMBER IDENTIFIER |
|---|
| control field |
MX-MeUAM |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
|---|
| control field |
20250311055949.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
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| fixed length control field |
250310s2025 mx fo||d| 00| 0 spa d |
| 040 ## - CATALOGING SOURCE |
|---|
| Original cataloging agency |
MX-MeUAM |
| Language of cataloging |
spa |
| Transcribing agency |
MX-MeUAM |
| 050 #4 - LIBRARY OF CONGRESS CALL NUMBER |
|---|
| Classification number |
QA76.87 |
| Item number |
G37 2025 |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
García Campos, Carlos Alan |
| 9 (RLIN) |
24790 |
| 245 12 - TITLE STATEMENT |
|---|
| Title |
A comparative analysis of Gabor filters and biologically inspired learning rules for image classification implementing Spiking Neural Networks |
| Medium |
[recurso electrónico] / |
| Statement of responsibility, etc. |
Carlos Alan García Campos ; director, Ricardo Morales Carbajal ; codirector, Hirotsugu Okuno |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) |
|---|
| Place of publication, distribution, etc. |
Mexicali, Baja California, |
| Date of publication, distribution, etc. |
2025 |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
1 recurso en línea, 69 p. ; |
| Other physical details |
il. col., gráficas |
| 500 ## - GENERAL NOTE |
|---|
| General note |
Maestría y Doctorado en Ciencias e Ingeniería |
| 502 ## - DISSERTATION NOTE |
|---|
| Dissertation note |
Tesis (Maestría) - - Universidad Autónoma de Baja California, Instituto de Ingeniería, Mexicali, 2025 |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
|---|
| Bibliography, etc |
Incluye referencias bibliográficas. |
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc. |
Plastic changes on the synapse drive by spike-timing have been of great interest<br/>as the main learning rule for spiking neural networks. Spike-timing-based rules are<br/>built to model the behavior of a region on the brain related to experimental data in<br/>neuroscience, therefore can lead to differences in the moment of implementing the<br/>rule within a spiking network. This work compares the performance of a pair-wise<br/>and a triplet STDP with different spike interactions to clear an MNIST classification<br/>task. A bio-inspired preprocessing stage was implemented that consisted of a Gabor<br/>filter (as a model of the simple cells mechanism orientation selectivity) and an input<br/>normalization for a homogeneous brightness level of each image. The highlights<br/>of this work are 1) The consistent improvement of the model accuracy whenever<br/>they added the Gabor filter to the inputs; 2) The input normalization to prevent<br/>the overfitting of the model; 3) The Gabor filter helps to correct decoding of some<br/>images of the dataset on the evaluation test. |
| 650 #4 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Término temático o nombre geográfico como elemento de entrada |
Redes neuronales (Informática) |
| Subdivisión de forma |
Tesis y disertaciones académicas. |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Término temático o nombre geográfico como elemento de entrada |
Redes neurales (computadores) |
| Subdivisión de forma |
Tesis y disertaciones académicas. |
| Fuente del encabezamiento o término |
lemb |
| 650 #4 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Término temático o nombre geográfico como elemento de entrada |
Redes neuronales (Informática) |
| Subdivisión general |
Software |
| Subdivisión de forma |
Tesis y disertaciones académicas. |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Morales Carbajal, Ricardo |
| Relator term |
dir. |
| 9 (RLIN) |
14650 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Okuno, Hirotsugu |
| Relator term |
codir. |
| 9 (RLIN) |
37794 |
| 710 2# - ADDED ENTRY--CORPORATE NAME |
|---|
| Corporate name or jurisdiction name as entry element |
Universidad Autónoma de Baja California. |
| Subordinate unit |
Instituto de Ingeniería |
| 856 4# - ELECTRONIC LOCATION AND ACCESS |
|---|
| Uniform Resource Identifier |
https://drive.google.com/file/d/1jUWURFzAfflbH7JzGXP1qUD80Qc8-kcS/view?usp=sharing |
| Public note |
Tesis digital |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
|---|
| Koha item type |
Tesis |
