multivariate

There are 1 repository under multivariate topic.

titu1994 / MLSTM-FCN
Multivariate LSTM Fully Convolutional Networks for Time Series Classification
multivariate timeseries classification keras tensorflow lstmfcn
Language:Python 505
predict-idlab / tsflex
Flexible time series feature extraction & processing
data-science feature-engineering feature-extraction multimodal multivariate pandas processing python time-series window-stride
Language:Python 415
DataCanvasIO / HyperTS
A Full-Pipeline Automated Time Series (AutoTS) Analysis Toolkit.
classification forecasting regression prophet covariates multivariate time-series lstnet meta-features nbeats neural-architecture-search hyperparameter-optimization autots tensorflow automl inceptiontime anomaly-detection iforest autodl
Language:Python 282
wviechtb / metafor
A meta-analysis package for R
meta-analysis mixed-effects multilevel-models multivariate r r-package
Language:R 250
cosanlab / nltools
Python toolbox for analyzing imaging data
fmri machine-learning multivariate neuroimaging-data python python-toolbox toolbox
Language:Python 122
ajayarunachalam / Deep_XF
Package towards building Explainable Forecasting and Nowcasting Models with State-of-the-art Deep Neural Networks and Dynamic Factor Model on Time Series data sets with single line of code. Also, provides utilify facility for time-series signal similarities matching, and removing noise from timeseries signals.
python forecasting nowcasting-models forecasting-models explainable-ml deep-neural-networks deep-learning time-series time-series-analysis auto-ml auto-timeseries interpretable-ai sensors timeseries multivariate ecg-signal siamese-neural-network machine-learning
Language:Jupyter Notebook 118
TY-Cheng / torchvinecopulib
Yet another vine copula package, using PyTorch.
copula multivariate statistics vine-copula
Language:Python 118
maximenc / pycop
Python library for multivariate dependence modeling with Copulas
copula tdc tail-dependence-coefficient simulation dependence mixture multivariate python simulations
Language:Python 109
usnistgov / pyMCR
pyMCR: Multivariate Curve Resolution for Python
unsupervised-learning unsupervised-machine-learning unsupervised-learning-algorithms multivariate spectroscopy hyperspectral hyperspectral-data multivariate-curve-resolution mixture-modeling self-modeling-mixture-analysis
Language:Python 88
mmkim1210 / GeneticsMakie.jl
🧬High-performance genetics- and genomics-related data visualization using Makie.jl
genetics genomics julia visualization makie bioinformatics cairomakie gwas phewas locuszoom colocalization fine-mapping qtl linkage julia-language data-science multi-ethnic v2f multivariate openmendel
Language:Julia 85
eonu / sequentia
Scikit-Learn compatible HMM and DTW based sequence machine learning algorithms in Python.
classification-algorithms machine-learning python time-series time-series-classification multivariate-timeseries dynamic-time-warping hidden-markov-models k-nearest-neighbor-classifier sequential-patterns sequence-classification dtw knn hmm variable-length multivariate
Language:Python 63
benman1 / time-series
Time-Series models for multivariate and multistep forecasting, regression, and classification
deep-learning forecasting time-series lstm transformer tensorflow keras nbeats gaussian-processes deepar multivariate multi-step
Language:Python 62
sigvaldm / localreg
Multivariate Local Polynomial Regression and Radial Basis Function Regression
regression loess lowess radial-basis-function non-parametric kernel-methods multivariate
Language:Python 51
gabrielegilardi / ANFIS
Multivariate Regression and Classification Using an Adaptive Neuro-Fuzzy Inference System (Takagi-Sugeno) and Particle Swarm Optimization.
pso anfis multivariate regression classification fuzzy-logic takagi-sugeno python
Language:Python 49
krishnap25 / geom_median
Fast and differentiable geometric median, a multivariate median analogue. Install with `pip install geom-median`
aggregation geometric-median median multivariate robust
Language:Python 49
MattAFRL / abtestgen
An Android library for generating simple A/B tests
annotations android java processor annotations-processor testing ab-test ab-tests ab-testing multivariate multivariate-testing annotation-processor annotation-processing
Language:Java 48
wolfws / keras-tensorflow-financial-time-series-signal-forecast
Financial Time Series Price forecast using Keras for Tensorflow. RNN LSTM
backtester forecasting keras multivariate portfolio-optimization tensorflow time-series
Language:Python 47
Forecast.jl
viraltux / Forecast.jl
Julia package containing utilities intended for Time Series analysis.
time-series loess stl forecast mauna-loa smoothing trend-decomposition multivariate autoregressive boxcox var
Language:Julia 46
laowu-code / iTansformer_LSTM_CrossAttention_KAN
This is the implementation of the paper Enhanced Photovoltaic Power Forecasting: An iTransformer and LSTM-Based Model Integrating Temporal and Covariate Interactions
cross-attention forecasting itransformer kan lstm multivariate optuna pv solar tcn
Language:Python 36
convst
baraline / convst
Implementation of the Random Dilated Shapelet Transform algorithm along with interpretability tools. ReadTheDocs documentation is not up to date with the current version for now.
time-series-classification shapelet-transform shapelets ucr-archive algorithm series univariate paper convolutions python machine-learning dilation rdst classification multivariate numba parallel shapelet time-series
Language:Python 33
jannikmi / multivar_horner
python package implementing a multivariate Horner scheme for efficiently evaluating multivariate polynomials
math mathematics polynomials horner-scheme multivariate multivariate-polynomials hornerscheme-solver horner python python3 factorization polynomial polynomial-evaluation evaluation
Language:Python 29
Era-Dorta / tf_mvg
Multivariate Gaussian distributions for Tensorflow.
tensorflow probability gaussian multivariate uncertainty
Language:Python 23
OpenMendel / MendelIHT.jl
Iterative hard thresholding for l0 penalized regression
julia gwas model-selection genetic-algorithms glm multivariate regression sparsity multivariate-regression sparse-linear-solver
Language:Julia 23
ChristopherRabotin / ode
An ordinary differential equation solving library in golang.
ode solving-library multivariate differential-equations golang
Language:Go 22
ML-KULeuven / locomotif
LoCoMotif is a time series motif discovery method that discovers variable-length motif sets in multivariate time series using time warping
motif-discovery multivariate pattern-mining time-series time-warping unsupervised-learning variable-length
Language:Jupyter Notebook 22
pastas / metran
Multivariate timeseries analysis using dynamic factor modelling.
timeseries analysis hydrology groundwater pastas multivariate python
Language:Python 21
ZahraNabilaIzdihar / Backpropagation-Neural-Network-for-Multivariate-Time-Series-Forecasting
Backpropagation Neural Network for Multivariate Time Series Forecasting (multi input single output: 2 inputs and 1 output)
backpropagation backpropagation-neural-network neural-networks neural-network time-series multivariate-forecasting forecasting prediction prediction-algorithm forecasting-algorithms multivariate time-series-forecasting python anaconda jupyter-notebook sessions e-journal data-mining data-science machine-learning
Language:Python 21
mackelab / CorBinian
CorBinian: A toolbox for modelling and simulating high-dimensional binary and count-data with correlations
binary multivariate correlation mcmc entropy ising-model neurons maxent high-dimensional-data maximum-likelihood dichotomized-gaussian k-pairwise iterative-scaling gibbs-sampling specific-heat criticality heat-capacity bernoulli count maximum-entropy
Language:MATLAB 19
JBris / multivariate_analysis_examples
Several examples of multivariate techniques implemented in R, Python, and SAS. Multivariate concrete dataset retrieved from https://archive.ics.uci.edu/ml/datasets/Concrete+Slump+Test. Credit to Professor I-Cheng Yeh.
canonical-correlation-analysis concrete dimension-reduction dimensionality-reduction factor-analysis mds multivariate multivariate-analysis multivariate-data multivariate-distributions multivariate-linear-regression multivariate-regression multivariate-statistics nmds partial-least-squares partial-least-squares-regression pca pca-analysis pls redundancy-analysis
Language:Python 18
brandmaier / semtree
Recursive Partitioning for Structural Equation Models
forest randomforest decision-tree multivariate sem statistical-modeling structural-equation-modeling structural-equation-models bigdata r cran recursive-partitioning
Language:R 16
HiClimR
hsbadr / HiClimR
Hierarchical Climate Regionalization
r regionalization homogeneity contiguity spatiotemporal multivariate clustering
Language:R 16
javascript-machine-learning / multivariate-linear-regression-gradient-descent-javascript
⭐️ Multivariate Linear Regression with Gradient Descent in JavaScript (Vectorized)
gradient-descent javascript linear-regression machine-learning multivariate vectorization
Language:JavaScript 15
jchristopherson / fstats
A modern Fortran statistical library.
anova design-of-experiments distributions experimental-design hypothesis-testing regression special-functions statistical-testing statistics levenberg-marquardt allan-variance bootstrap lowess sampling-distribution markov-chain-monte-carlo mcmc-sampler metropolis-hastings multivariate interpolation
Language:Fortran 15
mlgig / ChannelSelectionMTSC
Channel (Feature) selection for Multivariate Time series classification
channel-selection classification dimensionality-reduction feature-selection multivariate time-series
Language:TypeScript 15
senadkurtisi / Multivariate-Time-Series-Forecast
Forecast of the level of pollution in the next hour in Beijing based on historical information
lstm pytorch rnn forecasting forecasting-model multivariate lstm-pytorch rnn-pytorch
Language:Python 15
Badr-MOUFAD / multivariate-time-series-clustering
Multivariate clustering of weather data. This is part of my research internship.
time-series clustring weather-data univariate multivariate internship machine-learning
Language:Jupyter Notebook 13