W. Luo's Webpage
Publication
Development and Evaluation of Image Preprocessing Pipelines for the Centiloid Method (HAI 2023)
Evaluating Template Generation Methods for Spatially Normalizing Down Syndrome Brain Magnetic Resonance Images (AIC 2022)
Multi-site Data Harmonization with ComBat (2022)
Linear regression and cluster: EIO-LCA Analysis
Label-Free Differentiation of Cancer and Non-Cancer Cells Based on Machine-Learning-Algorithm-Assisted Fast Raman Imaging (Biosensors 2022)
Multiscale Analysis Framework for the Iowa Water-Energy-Food Nexus (ProQuest 2021)
Crop Yield and Nitrous Oxide Emissions following Swine Manure Application: A Meta‐Analysis (A&EL 2019)
Beating the Odds: Success Strategies for At-Risk Students (ASABE 2018)
Project
Group-wise Image Registration: SyGN Experiment (PPT)
Group-wise Image Registration: SyGN Experiment
Pairwise Image Registration: Review on Algorithm (PPT)
Neuroimage Homogenization: Removing variability (PPT)
Study of COVID-19 Vaccine Hesitancy
Engineering design: Balance
Theory
Deep Learning: Adaptive momentum optimizer
Deep Learning: Feature engineering for structural data
Deep Learning: Keras computational graph
Deep Learning: Data input pipeline
Deep Learning: Classical architecture
Deep Learning: Attention mechanism
Deep Learning: Problems of Gradient
Deep Learning: Batch Size
Deep Learning: Loss function
Recommendation System: Matching algorithm
Machine Learning: Machine Learning Experiement
Machine Learning: Manifold Learning
Machine Learning: Ensemble Learning
Machine Learning: Clustering
Machine Learning: Support Vector Machine
Machine Learning: Association Rule
Machine Learning: Classification
Statistical Method: Linear Mixed-effect Regression
Statistical Method: Generalized Additive Models
Statistical Method: Post-hoc Analysis
Statistical Method: ANOVA
Statistical Method: Linear Regression
Statistical Method: Design of Experiment
Statistical Method: Power Analysis
Statistical Method: Moment Generating Function
Graphical Model: Social network analysis
Controlled Experiment: A/B Testing
Business Analysis: Research Framework
Software architecture
Miscellany
Parallel Computing: ipyparallel (py)
Linear Algebra: Numpy (py)
GNU Parallel (Linux)
Function: Parameter Passing (py)
Data Wrangling: Pandas (py)
Version Control (Git)
Data Wrangling: plyr (R)
Functional Programming (R)
Data Wrangling: tidyverse/purrr (R)
Data Visualization: tidyverse/ggplot2 (R)
Regular Expression: tidyverse/stringr (R)
Lazy Data: tidyverse/tibble (R)
Data Wrangling: tidyverse/dplyr (R)
Data type (R)
Package Development: devtools (R)
Dynamic Documents: rmarkdown (R)
Package Development & Dynamic Documents (py)
python3 in rmarkdown: reticulate (py in R)
Web Applications: Shiny (R)
Image Processing: magick (R)
Optimization (R)
Google Project Management Career Program Archive
Rolling Regression: Fama French Five Factor Asset Pricing Model on SP500
Monte Carlo Simulation: Genshin Impact wishes
Reproducing GTM Partial volume correction algorithm
Decision Making: BCG Matrix (Tableau)
Operational Efficiency: DuPont Analysis (Tableau)
Résumé
Repo
Weiquan Luo
笑意人生 就好