We're looking for a senior researcher for CAUSALTIME project at the INVEST Research Flagship Centre at the University of Turku starting 1/2024 at the earliest.
The overall goal of the project is to develop new #Bayesian #causal inference methods for panel/time series data. Depending on your skills and interests, you can work on various methodological and/or applied social science research problems utilising the methods developed in the project.
See more at https://ats.talentadore.com/apply/erikoistutkija-tai-vaitoskirjatutkija/8RbY22?lang=en&UTUID=200551
Jouni Helske
@jouni_helske@fediscience.org
mastodon
4.5.9
Academy Research Fellow at INVEST (University of Turku) and PI of PREDLIFE project at University of Jyväskylä. Working on Bayesian statistics, causal inference, state space models, hidden Markov models, general computational statistics and software development, visualization etc. Author of KFAS, bssm, seqHMM, walker, dynamite, Rlibeemd and other R packages.
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Joined November 04, 2022
Location:
Turku/Jyväskylä, Finland
Homepage:
jounihelske.netlify.com
Github:
github.com/helske
Twitter:
twitter.com/jouni_helske
Posts
Jouni Helske
@jouni_helske@fediscience.org
Academy Research Fellow at INVEST (University of Turku) and PI of PREDLIFE project at University of Jyväskylä. Working on Bayesian statistics, causal inference, state space models, hidden Markov models, general computational statistics and software development, visualization etc. Author of KFAS, bssm, seqHMM, walker, dynamite, Rlibeemd and other R packages.
fediscience.org
Jouni Helske
@jouni_helske@fediscience.org
Academy Research Fellow at INVEST (University of Turku) and PI of PREDLIFE project at University of Jyväskylä. Working on Bayesian statistics, causal inference, state space models, hidden Markov models, general computational statistics and software development, visualization etc. Author of KFAS, bssm, seqHMM, walker, dynamite, Rlibeemd and other R packages.
fediscience.org
@jouni_helske@fediscience.org
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Nov 15, 2023
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Jouni Helske
@jouni_helske@fediscience.org
Academy Research Fellow at INVEST (University of Turku) and PI of PREDLIFE project at University of Jyväskylä. Working on Bayesian statistics, causal inference, state space models, hidden Markov models, general computational statistics and software development, visualization etc. Author of KFAS, bssm, seqHMM, walker, dynamite, Rlibeemd and other R packages.
fediscience.org
Jouni Helske
@jouni_helske@fediscience.org
Academy Research Fellow at INVEST (University of Turku) and PI of PREDLIFE project at University of Jyväskylä. Working on Bayesian statistics, causal inference, state space models, hidden Markov models, general computational statistics and software development, visualization etc. Author of KFAS, bssm, seqHMM, walker, dynamite, Rlibeemd and other R packages.
fediscience.org
@jouni_helske@fediscience.org
·
Feb 06, 2023
Preprint introducing the dynamite R package for Bayesian Dynamic Multivariate Panel Model is now on ArXiv:
https://arxiv.org/abs/2302.01607
There is also a short tech note in here: https://ropensci.org/blog/2023/01/31/dynamite-r-package/
https://arxiv.org/abs/2302.01607
There is also a short tech note in here: https://ropensci.org/blog/2023/01/31/dynamite-r-package/
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Jouni Helske
@jouni_helske@fediscience.org
Academy Research Fellow at INVEST (University of Turku) and PI of PREDLIFE project at University of Jyväskylä. Working on Bayesian statistics, causal inference, state space models, hidden Markov models, general computational statistics and software development, visualization etc. Author of KFAS, bssm, seqHMM, walker, dynamite, Rlibeemd and other R packages.
fediscience.org
Jouni Helske
@jouni_helske@fediscience.org
Academy Research Fellow at INVEST (University of Turku) and PI of PREDLIFE project at University of Jyväskylä. Working on Bayesian statistics, causal inference, state space models, hidden Markov models, general computational statistics and software development, visualization etc. Author of KFAS, bssm, seqHMM, walker, dynamite, Rlibeemd and other R packages.
fediscience.org
@jouni_helske@fediscience.org
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Jan 17, 2023
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Jouni Helske
@jouni_helske@fediscience.org
Academy Research Fellow at INVEST (University of Turku) and PI of PREDLIFE project at University of Jyväskylä. Working on Bayesian statistics, causal inference, state space models, hidden Markov models, general computational statistics and software development, visualization etc. Author of KFAS, bssm, seqHMM, walker, dynamite, Rlibeemd and other R packages.
fediscience.org
Jouni Helske
@jouni_helske@fediscience.org
Academy Research Fellow at INVEST (University of Turku) and PI of PREDLIFE project at University of Jyväskylä. Working on Bayesian statistics, causal inference, state space models, hidden Markov models, general computational statistics and software development, visualization etc. Author of KFAS, bssm, seqHMM, walker, dynamite, Rlibeemd and other R packages.
fediscience.org
@jouni_helske@fediscience.org
·
Jan 16, 2023
New preprint and R package for causal inference and Bayesian modelling for complex panel data using Dynamic Multivariate Panel Models (DMPMs):
https://osf.io/preprints/socarxiv/mdwu5/
https://docs.ropensci.org/dynamite/index.html
DMPM supports
(1) joint modelling of multiple response variables from mixed distributions
(2) time-varying regression coefficients
(3) posterior predictive simulations for estimation of long-term causal effects
(4) Suitable for both large N and large T case as well as for univariate time series case (N=1)
https://osf.io/preprints/socarxiv/mdwu5/
https://docs.ropensci.org/dynamite/index.html
DMPM supports
(1) joint modelling of multiple response variables from mixed distributions
(2) time-varying regression coefficients
(3) posterior predictive simulations for estimation of long-term causal effects
(4) Suitable for both large N and large T case as well as for univariate time series case (N=1)
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Jouni Helske
@jouni_helske@fediscience.org
Academy Research Fellow at INVEST (University of Turku) and PI of PREDLIFE project at University of Jyväskylä. Working on Bayesian statistics, causal inference, state space models, hidden Markov models, general computational statistics and software development, visualization etc. Author of KFAS, bssm, seqHMM, walker, dynamite, Rlibeemd and other R packages.
fediscience.org
Jouni Helske
@jouni_helske@fediscience.org
Academy Research Fellow at INVEST (University of Turku) and PI of PREDLIFE project at University of Jyväskylä. Working on Bayesian statistics, causal inference, state space models, hidden Markov models, general computational statistics and software development, visualization etc. Author of KFAS, bssm, seqHMM, walker, dynamite, Rlibeemd and other R packages.
fediscience.org
@jouni_helske@fediscience.org
·
Nov 13, 2022
My daughter and her friend googled me for a theme for her Father's Day card. So now they think I study space. I will enjoy being a cool space scientist instead of a statistician working on state space models.
I think I have at least a few years to find a collaborator for a paper related to actual space so she doesn't feel disappointed when she realizes the truth.
I think I have at least a few years to find a collaborator for a paper related to actual space so she doesn't feel disappointed when she realizes the truth.
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Jouni Helske
@jouni_helske@fediscience.org
Academy Research Fellow at INVEST (University of Turku) and PI of PREDLIFE project at University of Jyväskylä. Working on Bayesian statistics, causal inference, state space models, hidden Markov models, general computational statistics and software development, visualization etc. Author of KFAS, bssm, seqHMM, walker, dynamite, Rlibeemd and other R packages.
fediscience.org
Jouni Helske
@jouni_helske@fediscience.org
Academy Research Fellow at INVEST (University of Turku) and PI of PREDLIFE project at University of Jyväskylä. Working on Bayesian statistics, causal inference, state space models, hidden Markov models, general computational statistics and software development, visualization etc. Author of KFAS, bssm, seqHMM, walker, dynamite, Rlibeemd and other R packages.
fediscience.org
@jouni_helske@fediscience.org
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Nov 08, 2022
First time for me to review a double blinded paper where I'm sure both parties actually know each others identities (I've been on the other side before).
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Jouni Helske
@jouni_helske@fediscience.org
Academy Research Fellow at INVEST (University of Turku) and PI of PREDLIFE project at University of Jyväskylä. Working on Bayesian statistics, causal inference, state space models, hidden Markov models, general computational statistics and software development, visualization etc. Author of KFAS, bssm, seqHMM, walker, dynamite, Rlibeemd and other R packages.
fediscience.org
Jouni Helske
@jouni_helske@fediscience.org
Academy Research Fellow at INVEST (University of Turku) and PI of PREDLIFE project at University of Jyväskylä. Working on Bayesian statistics, causal inference, state space models, hidden Markov models, general computational statistics and software development, visualization etc. Author of KFAS, bssm, seqHMM, walker, dynamite, Rlibeemd and other R packages.
fediscience.org
@jouni_helske@fediscience.org
·
Nov 06, 2022
@mattgoldstein @josh I'm using Tusky app on Android, there's three dots at the bottom right corner of your post and tapping that opens a menu with an option to pin a post.
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Jouni Helske
@jouni_helske@fediscience.org
Academy Research Fellow at INVEST (University of Turku) and PI of PREDLIFE project at University of Jyväskylä. Working on Bayesian statistics, causal inference, state space models, hidden Markov models, general computational statistics and software development, visualization etc. Author of KFAS, bssm, seqHMM, walker, dynamite, Rlibeemd and other R packages.
fediscience.org
Jouni Helske
@jouni_helske@fediscience.org
Academy Research Fellow at INVEST (University of Turku) and PI of PREDLIFE project at University of Jyväskylä. Working on Bayesian statistics, causal inference, state space models, hidden Markov models, general computational statistics and software development, visualization etc. Author of KFAS, bssm, seqHMM, walker, dynamite, Rlibeemd and other R packages.
fediscience.org
@jouni_helske@fediscience.org
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Nov 06, 2022
@laurau Likewise, good luck with your upcoming defense!
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Jouni Helske
@jouni_helske@fediscience.org
Academy Research Fellow at INVEST (University of Turku) and PI of PREDLIFE project at University of Jyväskylä. Working on Bayesian statistics, causal inference, state space models, hidden Markov models, general computational statistics and software development, visualization etc. Author of KFAS, bssm, seqHMM, walker, dynamite, Rlibeemd and other R packages.
fediscience.org
Jouni Helske
@jouni_helske@fediscience.org
Academy Research Fellow at INVEST (University of Turku) and PI of PREDLIFE project at University of Jyväskylä. Working on Bayesian statistics, causal inference, state space models, hidden Markov models, general computational statistics and software development, visualization etc. Author of KFAS, bssm, seqHMM, walker, dynamite, Rlibeemd and other R packages.
fediscience.org
@jouni_helske@fediscience.org
·
Nov 06, 2022
Hello! Here's my #introduction:
I'm a Senior Researcher in #statistics at the University of Jyväskylä, Finland, where I currently run PREDLIFE project aiming to develop new methods and software for #Bayesian #CausalInference for complex #paneldata.
I'm broadly interested in Bayesian modeling, state space (hidden Markov) models, uncertainty #visualization, and statistical software development. I have developed several #rstats packages such as #KFAS, #bssm, #seqHMM, #walker and #dynamite.
I'm a Senior Researcher in #statistics at the University of Jyväskylä, Finland, where I currently run PREDLIFE project aiming to develop new methods and software for #Bayesian #CausalInference for complex #paneldata.
I'm broadly interested in Bayesian modeling, state space (hidden Markov) models, uncertainty #visualization, and statistical software development. I have developed several #rstats packages such as #KFAS, #bssm, #seqHMM, #walker and #dynamite.
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