Florian Hartig
@florianhartig.bsky.social
2.5K followers 110 following 25 posts

Professor at U. Regensburg, Germany #Ecology #Evolution #Statistics #MachineLearning https://www.uni-regensburg.de/biologie-vorklinische-medizin/forschen/arbeitsgruppen/ag-hartig

Environmental science 57%
Geography 15%
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florianhartig.bsky.social
Our new study “Human and apex predators shape lower trophic levels through top-down control”, led by Ye Htet Lwin and conducted in in Htamanthi Wildlife Sanctuary, northwestern Myanmar, now out in Biological Conservation www.sciencedirect.com/science/arti...

florianhartig.bsky.social
I will soon open up calls for a PhD student (free choice of topic as long as it fits to our group) and a scientific programmer / ecological data scientist. If you know what we are doing and would like to join our team, feel free to get in touch.

Reposted by Florian Härtig

florianhartig.bsky.social
That being said, I agree that standard S3 functions schools conform to R defaults as far as possible and I’ll have a look at the example you point out … there are a number of other standard S3 functions that we still need to implement

florianhartig.bsky.social
deep neural networks in one line of R code, with convenient options for automatic hyperparameter tuning, xAI and bootstrapping.

The current CRAN version supports only fully connected DNNs, but our development version on GitHub also includes CNNs and multi-modal architectures.

florianhartig.bsky.social
Looking for a simple way to do #deeplearning in #Rstats? Check out cito, available on #CRAN via cran.r-project.org/web/packages... and presented in this recent Ecography paper nsojournals.onlinelibrary.wiley.com/doi/full/10....

Cito is an interface to torch for R and supports building and training

florianhartig.bsky.social
Nice! How do you see this in relation to ggeffects?

florianhartig.bsky.social
But why does the effect appear in the first place? We believe the reason is that as mutualism rates are predicted by latitude, mutualism and latitude are perfectly nonlinear confounded. Using only a linear model, nonlinear effects of latitude create spurious effects of mutualism.

florianhartig.bsky.social
The main issue we see is that the mutualism covariate is not measured, but predicted by a very simple model that only depends on latitude (R2 = 0.14). Predicting mutualism rates with a more precise model (R=0.39) removes any effect of this covariate in the main regression.

florianhartig.bsky.social
Well, I've heard it said that great minds think alike ... ;)

florianhartig.bsky.social
It may be time for a starter pack of ecology starter packs ...

florianhartig.bsky.social
Our study "Analyzing longitudinal trait trajectories using #GWAS identifies genetic variants for kidney function decline" led by Simon Wiegrebe and Iris Heid just published via www.nature.com/articles/s41...

florianhartig.bsky.social
On my way back from a short visit at Uni Birmingham! Thanks Juliano Sarmento Cabral for inviting me!

Reposted by Florian Härtig

florianhartig.bsky.social
Our preprint "Calibration, sensitivity and uncertainty analysis of ecological models -- a review" with Anne Malchow now available at doi.org/10.22541/au.... Comments welcome!

florianhartig.bsky.social
DHARMa v0.4.7 #rstats package for #glmm residual diagnostics now available on #CRAN. Among other things, this version includes a new residual test for #phylogenetic correlation, as well as support for the #phylolm package. cran.r-project.org/web/packages...

Reposted by Florian Härtig

zurelllab.bsky.social
New paper on spatiotemporal population dynamics of #RedKite in Switzerland. We inversely fitted #RangeShifter to long-term monitoring data. This hugely reduced prediction #uncertainty. esajournals.onlinelibrary.wiley.com/doi/10.1002/... 1/n

Reposted by Florian Härtig

maximilianpichler.bsky.social
cito v1.1 #rstats package for deep neural networks (#DL #DNN) (with formula syntax) is now available on #CRAN. New features include likelihoods such as the negative binomial distribution and easy hyperparameter tuning: cran.r-project.org/web/packages...

florianhartig.bsky.social
Our study "Latitudinal patterns in stabilizing density dependence of forest communities" now out in nature.com/articles/s41... . See also tread by first author @lisahuelsmann.bsky.social below

florianhartig.bsky.social
Our new preprint "Environmental DNA captures the internal structure of a pond metacommunity" led by Wang Cai with Maximilian Pichler, Jeremy Biggs, Pascale Nicolet, Naomi Ewald, Richard A. Griffiths, Alex Bush, Mathew A. Leibold, Florian Hartig, Douglas W. Yu www.biorxiv.org/content/10.1...

florianhartig.bsky.social
Rockström et al. 2009 write e.g. "Many subsystems of Earth react in a nonlinear, often abrupt, way, and are particularly sensitive around threshold levels of certain key variables. If these thresholds are crossed, then [...] deleterious or potentially even disastrous consequences for humans"

florianhartig.bsky.social
I had always assumed that this is intentional and aims at visualising that "something bad" is going to happen if we transgress the boundary (i.e. societal costs increase nonlinear with the axis displayed here). However, not sure how explicit this was made in the various boundary papers.

florianhartig.bsky.social
For more info on DHARMa, see here cran.r-project.org/package=DHARMa . For more info on our lab, see here uni-regensburg.de/biologie-vor... . A first assessment of applications will be on Dec. 12th, but applications will be considered until the position is filled!