Page Not Found
Page not found. Your pixels are in another canvas.
Sitemap
A list of all the posts and pages found on the site. For you robots out there is an XML version available for digesting as well.
Pages
Fernando Martínez
Personal site
Page not in menu
This is a page not in th emain menu
Posts
Future Blog Post
Published:
This post will show up by default. To disable scheduling of future posts, edit config.yml and set future: false.
Blog Post number 4
Published:
This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.
Blog Post number 3
Published:
This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.
Blog Post number 2
Published:
This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.
Blog Post number 1
Published:
This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.
portfolio
Mini Imagen Study
Exploring Google’s Imagen, I developed ‘Mini Imagen,’ enhancing my expertise in advanced generative AI.
Snake: Reinforcement Learning Agent
RL Agent that learns to play Snake (QNet) 
Analysis of Motor Vehicle Collisions in New York City
Analysis of Motor Vehicle Collisions in New York City
Stable Marriage Problem
Study of the Stable Marriage Problem; Game Theory Problem
Predicting Term Deposit Subscriptions
Data Mining Final Project Course
Netflix Recommendation System
Netflix Recommendation System - Kaggle Competition
publications
A Machine Learning Approach to Examine Personality, Adjustment, and Engineering Identity Among College Engineering Students
Published in [PENDING], 2023
Submitted Y. Ding, Q. Wang , F. Martinez Lopez, Y. Wu, Y. Zhao, “A Machine Learning Approach to Examine Personality, Adjustment, and Engineering Identity Among College Engineering Students”
Rediscovering The Particle in a Box: Machine learning regression analysis for hypothesis generation in physical chemistry lab
Published in Journal of Chemical Education, 2023
We an interactive ML activity that utilizes regression analysis to predict the wavelength of maximum absorption for cyanine dyes. The activity employs a dataset of 13 molecular features to train regression models of increasing complexity. This approach effectively guides students towards the particle-in-a-box (PIB) model, fostering a deeper understanding of the underlying molecular properties that govern cyanine dye absorption.
Recommended citation: Thrall E, Martinez Lopez F, Egg T, Lee SE, Schrier J, Zhao Y. Rediscovering the particle in a box: Machine learning regression analysis for hypothesis generation in physical chemistry lab. Journal of Chemical Education; 2023, doi: 10.1021/acs.jchemed.3c00765
Rediscovering Fraud Detection in Bitcoin Transactions Using Machine Learning Models
Published in WF-IoT, 2023
Performance study of ML techniques such as conventional ML models, regular MLP architectures, and graph convolutional networks to accurately detect fraudulent transactions in the Bitcoin Blockchain.
Recommended citation: F. Martinez, M. Rahouti, A. Chehri, R. Amin and N. Ghani, "Rediscovering Fraud Detection in Bitcoin Transactions Using Machine Learning Models," 2023 IEEE 9th World Forum on Internet of Things (WF-IoT), Aveiro, Portugal, 2023, pp. 1-6, doi: 10.1109/WF-IoT58464.2023.10539490.
Integrating Multiple Visual Attention Mechanisms in Deep Neural Networks
Published in COMPSAC, 2023
We introduce PVAN, a novel and efficient convolutional neural network approach that employs parallelized hybrid visual attention. This method not only outperforms existing state-of-the-art techniques but also maintains efficiency.
Recommended citation: F. Martinez and Y. Zhao, "Integrating Multiple Visual Attention Mechanisms in Deep Neural Networks," 2023 IEEE 47th Annual Computers, Software, and Applications Conference (COMPSAC), Torino, Italy, 2023, pp. 1191-1196, doi: 10.1109/COMPSAC57700.2023.00180.
Redefining Cyber Resilience with Dual-Space Prototypical Networks for DDoS Attack Detection
Published in ICCCN, 2024
Our work introduces the Dual-space Prototypical network, a neural network that leverages a unique dual-space loss function to enhance the detection accuracy of distributed denial-of-service (DDoS) attacks, both known and novel patterns, through geometric and angular similarity measures in the latent space, demonstrating outstanding performance, especially on reduced training sets, which is a challenge for standard deep learning architectures.
Admissions in the Age of AI: Detecting AI-Generated Application Materials in Higher Education
Published in 2nd Annual Symposium on Data Science and AI: Empowering Society for the Greater Good, Fordham University, 2024
Presented Y. Zhao, A. Borelli, F. Martinez, H. Xue, G.M. Weiss “Admissions in the Age of AI: Detecting AI-Generated Application Materials in Higher Education”
GPT vs. Llama2: Which Comes Closer to Human Writing in Text Generation?
Published in EDM 2024, 2024
F. Martinez, G.M. Weiss, M. Palma, H. Xue, A. Borelli, Y. Zhao, “GPT vs. Llama2: Which Comes Closer to Human Writing in Text Generation?”
Benchmarking Interpretability in Healthcare using Pattern Discovery and Disentanglement
Published in EMBS BHI 2024, 2024
Amane Takeuchi, Peiyuan Zhou, Fernando Martinez, Wendy Yusi Cheng, Kexin Sha, Malikeh Ehghaghi, Andrew K. C. Wong, En-Shiun Annie Lee, “Benchmarking Interpretability in Healthcare using Pattern Discovery and Disentanglement”
talks
Talk 1 on Relevant Topic in Your Field
Published:
This is a description of your talk, which is a markdown files that can be all markdown-ified like any other post. Yay markdown!
Conference Proceeding talk 3 on Relevant Topic in Your Field
Published:
This is a description of your conference proceedings talk, note the different field in type. You can put anything in this field.
teaching
Teaching experience 1
Undergraduate course, University 1, Department, 2014
This is a description of a teaching experience. You can use markdown like any other post.
Teaching experience 2
Workshop, University 1, Department, 2015
This is a description of a teaching experience. You can use markdown like any other post.