usage decay model using time series modellingf - SERP Analysis

https://forum.posit.co/t/which-models-to-use-when-forecasting-autocorrelated-time-series-data-that-shows-exponential-decay/158786

https://www.youtube.com/watch?v=DoMGTZtUrrM

https://www.kaggle.com/code/ryanholbrook/time-series-as-features

https://www.duke.edu/~rnau/411l696.htm

https://stats.stackexchange.com/questions/193122/how-do-i-identify-slow-decay-in-a-seasonal-time-series

https://www.analystforum.com/t/exponential-decay-in-financial-modeling/82398

https://preset.io/blog/time-series-forecasting-a-complete-guide/

https://stats.stackexchange.com/questions/518797/how-to-model-exponential-time-decay-component-with-linear-regression

https://otexts.com/fpppy/nbs/07-regression.html

https://discourse.mc-stan.org/t/trouble-estimating-exponential-decay-rate-from-time-series/32128

https://stackoverflow.com/questions/56817947/estimating-parameters-of-exponential-decay-model-where-dvs-are-dependent-on-sum

https://h2o.ai/blog/2021/an-introduction-to-time-series-modeling-traditional-time-series-models-and-their-limitations/

https://www.sciencedirect.com/topics/mathematics/time-series-modeling

https://www.analyticsvidhya.com/blog/2015/12/complete-tutorial-time-series-modeling/

https://courses.worldcampus.psu.edu/welcome/mangt515/lesson02_06.html

https://chrisgrannan.medium.com/time-series-analysis-with-exponential-smoothing-d3ad82d47ab0

https://www.researchgate.net/publication/359751290_Time-Rescaling_regression_method_for_exponential_decay_time_series_predictions

https://www.bauer.uh.edu/rsusmel/4397/fec-9-a.pdf

https://naarm.org.in/VirtualLearning/vlc/e-chapters/anntimeseries.pdf

https://bmcmedresmethodol.biomedcentral.com/articles/10.1186/s12874-021-01235-8

https://www.datarobot.com/blog/better-forecasting-with-ai-powered-time-series-modeling/

https://pmc.ncbi.nlm.nih.gov/articles/PMC3778070/

https://blog.dataiku.com/deep-learning-time-series-forecasting

https://archive.espon.eu/sites/default/files/attachments/TR_Time_Series_june2012.pdf

https://neptune.ai/blog/time-series-forecasting

https://docs.datarobot.com/en/docs/modeling/build-models/adv-opt/time-series-adv-opt.html

https://support.minitab.com/en-us/minitab/help-and-how-to/statistical-modeling/time-series/supporting-topics/basics/methods-for-analyzing-time-series/

https://www.sciencedirect.com/science/article/pii/S092523122300499X

https://machinelearningmastery.com/arima-for-time-series-forecasting-with-python/

https://online.stat.psu.edu/stat510/

https://medium.com/%40geokam/time-series-forecasting-with-xgboost-and-lightgbm-predicting-energy-consumption-with-lag-features-dbf69970a90f

https://environmentalcomputing.net/statistics/time-series/

https://proceedings.neurips.cc/paper/8773-latent-ordinary-differential-equations-for-irregularly-sampled-time-series.pdf

https://www.stata.com/manuals13/tstimeseries.pdf

https://file.scirp.org/Html/6-7402068_45617.htm

https://www.linkedin.com/pulse/how-use-machine-learning-time-series-forecasting-vegard-flovik-phd-1f

https://auto.gluon.ai/1.2.0/tutorials/timeseries/forecasting-model-zoo.html

https://unit8co.github.io/darts/generated_api/darts.models.forecasting.regression_model.html

https://learn.microsoft.com/en-us/analysis-services/data-mining/microsoft-time-series-algorithm-technical-reference?view=asallproducts-allversions

https://otexts.com/fpp2/stationarity.html

https://pytorch-forecasting.readthedocs.io/en/latest/models.html

http://home.ubalt.edu/ntsbarsh/stat-data/forecast.htm

https://rpubs.com/odenipinedo/time-series-analysis-in-R

https://arxiv.org/html/2403.00131v1

https://pmc.ncbi.nlm.nih.gov/articles/PMC7727047/

https://www.youtube.com/watch?v=SVjCc1gySIo

https://people.duke.edu/~rnau/411arim2.htm

https://link.springer.com/article/10.1007/s10462-025-11223-9

https://arxiv.org/html/2401.13912v1

https://www.youtube.com/watch?v=zPHqVveF_ko

https://nixtlaverse.nixtla.io/statsforecast/src/core/models.html

https://hdsr.mitpress.mit.edu/pub/ozgjx0yn

https://www.youtube.com/watch?v=IiZ_SNBlZhw

https://wandb.ai/iamleonie/A-Gentle-Introduction-to-Time-Series-Analysis-Forecasting/reports/A-gentle-introduction-to-time-series-analysis-forecasting--VmlldzoxMDg5NDMxMw

https://www.nature.com/articles/s41598-022-15120-x

https://docs.aws.amazon.com/forecast/latest/dg/aws-forecast-recipe-npts.html

https://michaela-kratofil.com/files/2009_Book_IntroductoryTimeSeriesWithR.pdf

http://repo.darmajaya.ac.id/4781/1/Time%20Series%20Analysis_%20Forecasting%20and%20Control%20%28%20PDFDrive%20%29.pdf

https://prasadnaik.faculty.ucdavis.edu/wp-content/uploads/sites/422/2016/11/tsm2008.pdf

https://palantir.com/docs/foundry/quiver/timeseries-forecast//

https://docs.akkio.com/akkio-docs/building-a-model/model-types

https://nrm.dfg.ca.gov/FileHandler.ashx?DocumentID=187246

https://developer.ibm.com/tutorials/awb-creating-autoregressive-models-in-r/

https://www.mdpi.com/2227-7390/11/4/817

https://timeserieslab.com/manual

https://docs.oracle.com/en/database/oracle/machine-learning/oml4sql/21/mlsql/time-series-use-case-scenario.html

https://www.albany.edu/~reinhold/m565/NotesTimeSeries.doc

https://360digitmg.com/blog/exponential-trend-models-for-time-series-forecasting

https://faculty.washington.edu/ezivot/econ584/notes/nonlinear.pdf

https://cran.r-project.org/web/packages/forecast/forecast.pdf

https://en.wikipedia.org/wiki/Autoregressive_model

https://bookdown.org/cuborican/RE_STAT/time-series.html

https://libguides.princeton.edu/time_series_basics

https://www.robots.ox.ac.uk/~sjrob/Pubs/Phil.%20Trans.%20R.%20Soc.%20A-2013-Roberts-.pdf

https://www.youtube.com/watch?v=kyPg3jV4pJ8

https://www.simplilearn.com/exponential-smoothing-for-time-series-forecasting-in-python-article

https://www.kaggle.com/code/iamleonie/time-series-interpreting-acf-and-pacf

https://people.stat.sc.edu/tebbs/stat520/f13notes.pdf

https://u.cs.biu.ac.il/~krauss/data/articles/Online%20Prediction%20of%20Exponential%20Decay%20Time%20Series%20with.pdf

https://www.geeksforgeeks.org/artificial-intelligence/exponential-smoothing-for-time-series-forecasting/

https://bmsce.ac.in/Content/CDS/Time_Series_Analysis__Unit_1.pdf

https://mybiostats.files.wordpress.com/2015/03/time-series-analysis-and-its-applications-with-examples-in-r.pdf

https://www.frontiersin.org/journals/psychology/articles/10.3389/fpsyg.2015.00727/full

http://www.stat.ucla.edu/~frederic/415/S23/tsa4.pdf

https://www.statslab.cam.ac.uk/~rrw1/timeseries/t.pdf

https://www.nature.com/articles/s41598-024-69418-z

https://unit8co.github.io/darts/generated_api/darts.models.forecasting.exponential_smoothing.html

https://www.mdpi.com/2306-5338/10/11/208

https://mfe.baruch.cuny.edu/wp-content/uploads/2014/12/TS_Lecture1_2019.pdf

https://www.getcensus.com/blog/predicting-the-future-time-series-analysis-with-simple-exponential-smoothing

https://developer.ibm.com/tutorials/awb-creating-autoregressive-models-in-python/

https://bauer.uh.edu/rsusmel/4397/fec-9-b.pdf

https://www.analyticsvidhya.com/blog/2019/12/6-powerful-feature-engineering-techniques-time-series/

https://www.pluralsight.com/resources/blog/guides/time-series-forecasting-using-r

https://www1.cmc.edu/pages/faculty/bhunter/topic-time-series.pdf

https://towardsdatascience.com/time-series-analysis-7138ec68754a/

https://mattsosna.com/ARIMA-deep-dive/

https://www.geeksforgeeks.org/machine-learning/nonlinear-time-series-models/

https://www.researchgate.net/publication/355279889_On_the_Autoregressive_Time_Series_Model_Using_Real_and_Complex_Analysis