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Kostas Mammas's Projects

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A collection of popular anomaly detection methods (iid/point-based and time series) including active learning for anomaly detection/discovery, description for diversity/explanation/interpretability. With a deeper analysis of incorporating label feedback with ensemble and tree-based detectors. Includes results-plots and illustrations for most approaches covered.

arff-datasets icon arff-datasets

The collection of ARFF datasets of the Connectionist Artificial Intelligence Laboratory (LIAC)

classification icon classification

An implementation of balancing classes during cross-validation when solving a classification problem

droughtbias icon droughtbias

This is a repository with codebase and results of the publication: "Characterization of Bias During Meteorological Drought Calculation in Time Series Out-of-Sample Validation"

droughtr icon droughtr

An R package for non-stationary meteorological drought monitoring

earthbias2017 icon earthbias2017

Material for Big Data Analysis in Earth Sciences - EarthBiAs2017

envstats icon envstats

A code repository to perform analytics on environmental time-series

getenv icon getenv

An R interface to download environmental data from ecad.eu

hdbscan icon hdbscan

A high performance implementation of HDBSCAN clustering.

intvis icon intvis

Interactive visualisation scripts using R

lag-llama icon lag-llama

Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting

lstm_spi icon lstm_spi

Unbiased model forecast of SPI using LSTM

mammask.github.io icon mammask.github.io

Github Pages template for academic personal websites, forked from mmistakes/minimal-mistakes

talos icon talos

Hyperparameter Optimization for TensorFlow, Keras and PyTorch

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