AHMED ELADLY's Projects
Cortical Basal Ganglia Network Model during Closed-loop DBS (Fleming et al 2020)
An implementation of piecewise linear time warping for multi-dimensional time series alignment
Materials for UC Berkeley Neuroscience 299
ARCH models in Python
Scikit-learn compatible package for archetypal analysis.
My solutions to the exercises in "Data Analysis Using Regression and Multilevel/Hierarchical Models" by Andrew Gelman and Jennifer Hill
List of tools & datasets for anomaly detection on time-series data.
BandRatios project repository: Electrophysiological Frequency Band Ratio Measures Conflate Periodic and Aperiodic Neural Activity.
Repository of Jupyter notebooks for NS/PY 357.
Kentaro Matsuura (2023). Bayesian Statistical Modeling with Stan, R, and Python. Springer, Singapore.
Brain-computer interface with Functional data analysis Human behavioral analysis and forecasting requires models, which have to predict target variables of complex structure. We develop PLS and CCA (Projection to latent space and Canonic correlation analysis) methods towards the Multiview with continuous-time data representation.
Bayesian Data Analysis demos for Python
Toolbox for analyzing behavioral videos and neural activity
Experiments on a computational model of the basal ganglia.
Python Jupyter notebooks for BioImageAnalysis, GPU-accelerated image processing, bio-image data science and more
Basic bootstrapping for estimation statistics.
Source code for the book "Building Probabilistic Graphical Models in Python"
Detect bursts in batched data using Kleinberg's (2002) algorithm.
Computational toolbox for large scale Calcium Imaging Analysis, including movie handling, motion correction, source extraction, spike deconvolution and result visualization.
In this project our aim is to study difference in neuronal activity between normal and genetically modified mice with epileptic behavior. To facilitate, here we are designing and implementing analysis pipeline to analyze ca2+ data.
Jupyter Notebooks for 2023 CAMBAM Workshop on Neuronal Excitability
An introduction to the practicing neuroscientist to data analysis in Python
Causal Inference and Discovery in Python by Packt Publishing
Package implementing Convergent Cross Mapping for causality inference in dynamical systems
Python port of CausalImpact R library
A Python package for modular causal inference analysis and model evaluations