markov-model

There are 2 repositories under markov-model topic.

deeptime-ml / deeptime
Python library for analysis of time series data including dimensionality reduction, clustering, and Markov model estimation
coherent-set-detection covariance-estimation hidden-markov-model koopman-operator markov-model markov-state-model python time-series-analysis
Language:Python 833
markovmodel / PyEMMA
🚂 Python API for Emma's Markov Model Algorithms 🚂
python hidden-markov-model molecular-dynamics analysis markov-state-model tica time-series hmm bayesian-methods markov-model mbar kinetic-modeling umbrella-sampling molecular-modeling
Language:Python 329
markovmodel / deeptime
Deep learning meets molecular dynamics.
pytorch tensorflow dimension-reduction markov-model data-analysis machine-learning autoencoder time-series computational-biology computational-chemistry python deep-learning
Language:Jupyter Notebook 187
msmbuilder / msmbuilder
:building_construction: Statistical models for biomolecular dynamics :building_construction:
molecular-dynamics python msmbuilder dimensionality-reduction hmm feature-extraction tica pca markov-model clustering analysis
Language:Python 160
maximtrp / mchmm
Markov Chains and Hidden Markov Models in Python
python markov-chain markov-model hidden-markov-model simulation probability hmm hmm-viterbi-algorithm baum-welch-algorithm
Language:Python 131
borchero / pycave
Traditional Machine Learning Models for Large-Scale Datasets in PyTorch.
machine-learning gaussian-mixture-models markov-model pytorch kmeans pytorch-lightning
Language:Python 128
kingaa / pomp
R package for statistical inference using partially observed Markov processes
mathematical-modelling statistical-inference dynamical-systems stochastic-processes state-space markov-model particle-filter likelihood-free likelihood r time-series abc markov-chain-monte-carlo sequential-monte-carlo sobol-sequence b-spline differential-equations measurement-error iterated-filtering simulation-based-inference
Language:R 118
eeghor / mta
Multi-Touch Attribution
marketing markov-model shapley probabilistic-models
Language:Python 117
ignis-sec / Markopy
Markov Model libraries, optimized for cracking-focused password generations.
markov-model markov-chain password security security-tools cpp
Language:C++ 111
spedygiorgio / markovchain
Easy Handling Discrete Time Markov Chains
markov-chain markov-model r-package r-programming rcpp cran dtmc ctmc
Language:R 108
lucylow / Deep-Learning-Mahjong---
Reinforcement learning (RL) implementation of imperfect information game Mahjong using markov decision processes to predict future game states
mahjong deep-learning-mahjong battle-mahjong deep-neural-network reinforcement-learning game-play supervised-learning supervised-machine-learning reinforcement computer-vision nlp game-development game-theory markov-chain markov-model softmax tensorflow reactjs deep-q-network npc-generator
Language:JavaScript 96
markovmodel / pyemma_tutorials
How to analyze molecular dynamics data with PyEMMA
tutorial pyemma md-simulations analysis molecular-dynamics kinetics markov-model
Language:Jupyter Notebook 79
amazon-sagemaker-amazon-routing-challenge-sol
aws-samples / amazon-sagemaker-amazon-routing-challenge-sol
AWS Last Mile Route Sequence Optimization
last-mile-delivery markov-decision-processes markov-model ppm reinforcement-learning sequence-models sagemaker-processing dynamic-programming
Language:Python 69
smashwilson / hubot-markov
Hubot watches all, and builds a markov model from everything you say.
markov-model hubot coffeescript
Language:CoffeeScript 62
kinglegendzzh / chordPrediction
音乐创作工具(基于马尔科夫链的和弦预测算法)
machine-learning markov-chain markov-model music chord-prediction pyhton
Language:Python 60
jbclements / molis-hai
Password Generation using Markov models, Huffman trees, and Charles Dickens
racket huffman-tree markov-model molis-hai
Language:Racket 43
markovmodel / msmtools
Tools for estimating and analyzing Markov state models
markov-state-model analysis markov-model
Language:Python 43
pierucci / heemod
:chart_with_upwards_trend:Markov Models for Health Economic Evaluations
health-economic-evaluation markov-model
Language:R 41
yuvalpinter / m3gm
Max-Margin Markov Graph Models for WordNet (EMNLP 2018)
markov-model nlp relation-extraction semantics wordnet
Language:Python 41
eheinzen / elo
An R package to calculate Elo ratings
r cran elo elo-rating ranking markov-chain markov-model logistic-regression sports-analytics r-package
Language:R 38
danieljsharpe / DISCOTRESS
🦜 DISCOTRESS 🦜 is a software package to simulate and analyse the dynamics on arbitrary Markov chains
simulation kinetic-monte-carlo enhanced-sampling rare-events network-dynamics markov-model markov-chain continuous-time-markov-chain stochastic-processes stochastic-simulation-algorithm stochastic-simulation markov-process simulation-algorithms markovian-dynamics markov-chains random-walk k-shortest-paths dtmc ctmc
Language:C++ 27
ashwinmj / word-prediction
Auto generate text using Markov models.
markov-model markov-chains text-generator
Language:Jupyter Notebook 24
tmlr-group / CausalCOAT
[NeurIPS 2024] "Discovery of the Hidden World with Large Language Models"
bayesian-network causal-discovery causal-inference causal-representation-learning causality foundation-models large-language-models markov-model unstructured-data
Language:Jupyter Notebook 24
yjlolo / pytorch-deep-markov-model
PyTorch re-implementation of [Structured Inference Networks for Nonlinear State Space Models, AAAI 17]
aaai markov-model pytorch-implementation reimplementation sequential-data variational-autoencoders variational-inference
Language:Python 24
valentinomario / HMM-Stock-Market-Prediction
MATLAB program to train and test a HMM model for stock market predictions
markov-model matlab stock stock-market stock-price-prediction
Language:MATLAB 23
aadya940 / chainopy
ChainoPy: A Python Library for Discrete Time Markov Chain based stochastic analysis
bayesian-data-analysis bayesian-inference bayesian-statistics data-analysis data-science deep-learning forecasting machine-learning markov-chain markov-model markov-process time-series time-series-analysis
Language:Jupyter Notebook 22
Jstacs / Jstacs
biological-sequences biological-sequence-statistics statistical-models statistical-learning machine-lerning classification discriminative-learning generative-model gradient-descent-algorithm mixture-model markov-model hidden-markov-model bayesian-network
Language:Java 22
Rapfff / jajapy
Baum-Welch for all kind of Markov models
baum-welch hidden-markov-model machine-learning markov-chain markov-decision-processes markov-model python storm model-checking
Language:Python 22
MathWorks-Teaching-Resources / Applied-Linear-Algebra
Learn linear algebra by applications in stoichiometry, steganography, static force analysis, and machine learning.
chemistry courseware cwm linear-algebra machine-learning markov-model moments robotics statics steganography
Language:MATLAB 20
mccallofthewild / markov
⛓ A Crystal library for building Markov Chains and running Markov Processes.
markov-chain markov-model markovian-processes markov natural-language-processing
Language:Crystal 20
FedericoDiMarzo / MusesEchoes
An automatic improvisation software and an interactive installation that generates chord progressions and melodies on the fly, following the playing of the musician, understanding the modal changes and providing an artificial musical companion that could provide new unexpected composition ideas.
automatic-music-generation generative-art markov-chain markov-model audio midi creative-coding new-media-art artistic-visualization touchdesigner real-time sequencer-midi
Language:Python 18
markovmodel / adaptivemd
A python framework to run adaptive Markov state model (MSM) simulation on HPC resources
adaptive hpc markov-model molecular-dynamics-simulation python
Language:Python 18
white07S / Pricing-Models
Implementation of option pricing models using Numba that performs better. This entire project has utilized as little libraries as possible, even though certain models have their own Machine Learning Model with assessment and performance.
algorithmic-trading american-options binomial-model black-scholes european-options forex-prediction forex-trading heston-model heston-stochastic-volatility markov-model mathematical-finance option-pricing options-trading pricing-model stochastic-processes volatility-modeling
Language:Python 18
msmbuilder / msmexplorer
Data visualizations for biomolecular dynamics
biomolecular-dynamics data-visualization markov-model msmbuilder plotting python
Language:Python 17
rohitkrai03 / iterators
Share Market Prediction App using Markov Chains Model
stock-prices markov-chain markov-model prediction transition-matrix stock-data php javascript css
Language:PHP 17
HirojiSawatari / Wetland-GIS
A land management system base on C#
supermap access markov-model spatial-analysis
Language:C# 16