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forecasting.bib
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@book{serrano2021grokking,
author = {Serrano, Luis},
date-added = {2024-02-11 08:13:53 +0100},
date-modified = {2024-02-11 08:13:53 +0100},
publisher = {Simon and Schuster},
title = {Grokking Machine Learning},
year = {2021}}
@book{glassnerVisual2021,
author = {Andrew Glassner},
publisher = {No Starch Press},
title = {Deep learning: a visual approach},
year = {2021}}
@book{IMLPY,
author = {Andreas C Muller and Sarah Guido},
publisher = {O'Reilly},
title = {Introduction to machine learning with Python},
year = {2017}}
@book{pml1,
author = {Kevin P Murphy},
publisher = {MIT Press},
title = {Probabilistic Machine Learning: An introduction},
url = {https://probml.github.io/pml-book/},
year = {2022},
bdsk-url-1 = {https://probml.github.io/pml-book/}}
@book{ISLP2023,
author = {Gareth James and Daniela Witten and Trevor Hastie and Robert Tibshirani and Jonathan Taylor},
city = {Cham},
doi = {10.1007/978-3-031-38747-0},
isbn = {9783031387463},
publisher = {Springer International Publishing},
title = {An Introduction to Statistical Learning with Applications in Python},
url = {https://link.springer.com/10.1007/978-3-031-38747-0 https://www.statlearning.com/},
year = {2023},
bdsk-url-1 = {https://link.springer.com/10.1007/978-3-031-38747-0%20https://www.statlearning.com/},
bdsk-url-2 = {https://doi.org/10.1007/978-3-031-38747-0}}
@book{PDSH,
author = {J VanderPlas},
isbn = {9781491912058},
publisher = {O'Reilly},
title = {Python data science handbook: Essential tools for working with data},
url = {https://jakevdp.github.io/PythonDataScienceHandbook/},
year = {2016},
bdsk-url-1 = {https://jakevdp.github.io/PythonDataScienceHandbook/}}
@book{ESLI2009,
author = {Trevor J Hastie and Robert John Tibshirani and Jerome H Friedman},
publisher = {Springer},
title = {The elements of statistical learning: data mining, inference, and prediction},
note = {Corrected 12th printing Jan 2017},
url = {https://hastie.su.domains/ElemStatLearn},
year = {2009}}
@book{farawayLMP,
title = {Linear models with Python},
author = {Faraway, Julian James},
edition = {First edition},
isbn = {9781138483958},
series = {Chapman & Hall/CRC texts in statistical science},
url = {https://julianfaraway.github.io/LMP/},
year = {2021}}
@book{aggarwal2020linear,
title={Linear Algebra and Optimization for Machine Learning},
author={Aggarwal, Charu C.},
year={2020},
publisher={Springer},
isbn={978-3-030-40344-7},
url={https://link.springer.com/book/10.1007/978-3-030-40344-7}
}
@book{hyndman2021fpp3,
title={Forecasting: Principles and Practice},
author={Hyndman, R.J. and Athanasopoulos, G.},
isbn={9780987507136},
url={https://otexts.com/fpp3/},
year={2021},
publisher={OTexts},
note={Freely available online}
}
@book{peixeiro2022time,
title={Time Series Forecasting in Python},
author={Peixeiro, M.},
isbn={9781617299889},
lccn={2022286777},
url={https://www.manning.com/books/time-series-forecasting-in-python-book},
year={2022},
publisher={Manning}
}
@book{Manu2022modernts,
title={Modern Time Series Forecasting with Python},
author={Manu J.},
isbn={9781803246802},
url={https://www.packtpub.com/product/modern-time-series-forecasting-with-python/9781803246802},
year={2022},
publisher={Packt Publishing}
}
@book{shumwaystoffer2017,
title={Time Series Analysis and Its Applications: With R Examples},
author={Shumway, R.H. and Stoffer, D.S.},
isbn={9783319524528},
series={Springer Texts in Statistics},
url={https://link.springer.com/book/10.1007/978-3-319-52452-8},
year={2017},
publisher={Springer International Publishing}
}
@book{Krispin2019,
author = {Rami Krispin},
isbn = {978-1-78862-915-7},
publisher = {Packt Publishing Ltd},
title = {Hands-On Time Series Analysis with R: Perform time series analysis and forecasting using R},
url = {https://github.com/PacktPublishing/Hands-On-Time-Series-Analysis-with-R},
year = {2019},
}
@book{R4DS_2e,
author = {Wickham, Hadley and Çetinkaya-Rundel, Mine and Grolemund, Garrett},
isbn = {978-1492097402},
publisher = {O'Reilly Media, Inc.},
title = {{R for data science (2e): import, tidy, transform, visualize, and model data}},
year = {2023},
url={https://r4ds.hadley.nz/}
}