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Covered Information Disentanglement: Model Transparency via Unbiased Permutation Importance [article]

João Pereira and Erik S.G. Stroes and Aeilko H. Zwinderman and Evgeni Levin
<span title="2021-11-21">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
To address this issue, we propose Covered Information Disentanglement (CID), a method that considers all feature information overlap to correct the values provided by permutation importance.  ...  Model transparency is a prerequisite in many domains and an increasingly popular area in machine learning research.  ...  Motivated by the idea that there is an information overlap between different features, we develop Covered Information Disentanglement (CID), 1 an informationtheoretic approach to disentangle the shared  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2111.09744v2">arXiv:2111.09744v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/z3zpccpcerh5xe35zquweuva5a">fatcat:z3zpccpcerh5xe35zquweuva5a</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20211125010402/https://arxiv.org/pdf/2111.09744v2.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/cd/cd/cdcdc9fa9dfab2de6f3a13fee5c22039d0d0ff63.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2111.09744v2" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Disentangling Macroeconomic Policies

Jose Miguel Acosta
<span title="">2022</span>
In chapter 1, I decompose monetary policy into an interest rate component, and a component that captures macroeconomic information provision.  ...  In chapter 3, I return to monetary policy, asking whether more-transparent communications from the Federal Reserve have allowed for a more effective transmission of monetary policy.  ...  Overall, our data cover $1.3 billion of $2.3 billion in total U.S. imports of goods in 2017.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.7916/53z3-n895">doi:10.7916/53z3-n895</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/udtdabzdgnfyfab2nwq3hlqoze">fatcat:udtdabzdgnfyfab2nwq3hlqoze</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220516050933/https://academiccommons.columbia.edu/doi/10.7916/gy9k-fa54/download" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/d0/d0/d0d044d1bc757185e960987775713bd44cf8747a.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.7916/53z3-n895"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Using reproducible research pipelines to help disentangle health effects of environmental changes from social factors [article]

Ivan Hanigan, University, The Australian National, University, The Australian National
<span title="2016-09-13">2016</span>
Adequately controlling for all these factors in statistical models is difficult.  ...  Such questions require us to attempt to disentangle health effects of environmental changes from social factors as all diseases have multiple causal factors.  ...  This particular variable is plausibly related to droughts due to the lessened cloud cover, and may be linked to suicide rates via mechanisms including theimmune system function and related psychiatric  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.25911/5d7789e60bed2">doi:10.25911/5d7789e60bed2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/r4dr2sx2nbcadaynhox3w2oegq">fatcat:r4dr2sx2nbcadaynhox3w2oegq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200222135333/https://openresearch-repository.anu.edu.au/bitstream/1885/108735/1/Hanigan%20I%20C%20Thesis%202016.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/d9/f0/d9f0aa38e5a5fede6e43e52690ccb15ab39ec5ed.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.25911/5d7789e60bed2"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Models of the aging brain structure and individual decline

Gabriel Ziegler
<span title="">2012</span> <i title="Frontiers Media SA"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/w7oms7cvvjfs7ht4yodsyhuzku" style="color: black;">Frontiers in Neuroinformatics</a> </i> &nbsp;
The presented models first address the estimation of age trajectories, then we consider inter-individual variations of structural decline, using a repeated measures design.  ...  For making inferences about age effects it is important to assume that all applied preprocessing techniques are completely age-unbiased.  ...  age (via regression), i.e., age = R(Y, β).  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3389/fninf.2012.00003">doi:10.3389/fninf.2012.00003</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/22435060">pmid:22435060</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC3303090/">pmcid:PMC3303090</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/hdxpbkadbvc43lbghh646fjmum">fatcat:hdxpbkadbvc43lbghh646fjmum</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20171007221009/http://publisher-connector.core.ac.uk/resourcesync/data/Frontiers/pdf/e6e/aHR0cDovL2pvdXJuYWwuZnJvbnRpZXJzaW4ub3JnL2FydGljbGUvMTAuMzM4OS9mbmluZi4yMDEyLjAwMDAzL3BkZg%3D%3D.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/58/20/5820d63569ded5a2493d8497f487d7f2d6698ff9.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3389/fninf.2012.00003"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> frontiersin.org </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3303090" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

Tree-based Synthetic Control Methods: Consequences of moving the US Embassy [article]

Nicolaj Søndergaard Mühlbach, Mikkel Slot Nielsen
<span title="2021-02-02">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
By using conformal inference and placebo tests, we justify our model and find the increase to be statistically significant.  ...  We recast the synthetic controls for evaluating policies as a counterfactual prediction problem and replace its linear regression with a nonparametric model inspired by machine learning.  ...  Via this data splitting approach, we control the bias and variance of the model.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1909.03968v3">arXiv:1909.03968v3</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/wk546uuj5vbdpbrhlvvngrbyvq">fatcat:wk546uuj5vbdpbrhlvvngrbyvq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210204084931/https://arxiv.org/pdf/1909.03968v3.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/72/ee/72eea32975a348f40fbbae9fa8ded45cae321e75.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1909.03968v3" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

A causal inference approach for estimating effects of non-pharmaceutical interventions during Covid-19 pandemic [article]

Vesna Barros, Itay Manes, Victor Akinwande, Celia Cintas, Osnat Bar-Shira, Michal Ozery-Flato, Yishai Shimoni, Michal Rosen-Zvi
<span title="2022-03-02">2022</span> <i title="Cold Spring Harbor Laboratory"> medRxiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Our results are robust and consistent across different model specifications and can shed more light on the impact of individual NPIs.  ...  We frame our model using a causal inference approach to quantify the impact of five governmental interventions introduced until June 2020 to control the outbreak in 113 countries: confinement, school closure  ...  To evaluate the performance of the XGBoost models, we compared their accuracy to the one of a model based on permutation tests [37] .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1101/2022.02.28.22271671">doi:10.1101/2022.02.28.22271671</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/zaunf3rulvg5fiaqbif5y7rrgm">fatcat:zaunf3rulvg5fiaqbif5y7rrgm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220309051800/https://www.medrxiv.org/content/medrxiv/early/2022/03/02/2022.02.28.22271671.full.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/cf/14/cf145cd8993ecceb20afcdb53a4672f7a2ccfacb.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1101/2022.02.28.22271671"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> medrxiv.org </button> </a>

Transcriptomics in Toxicogenomics, Part I: Experimental Design, Technologies, Publicly Available Data, and Regulatory Aspects

Pia Anneli Sofia Kinaret, Angela Serra, Antonio Federico, Pekka Kohonen, Penny Nymark, Irene Liampa, My Kieu Ha, Jang-Sik Choi, Karolina Jagiello, Natasha Sanabria, Georgia Melagraki, Luca Cattelani (+8 others)
<span title="2020-04-15">2020</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/jdgqfwsfhzegdhmzc3cgj3t7jy" style="color: black;">Nanomaterials</a> </i> &nbsp;
The starting point of successful hazard assessment is the generation of unbiased and trustworthy data.  ...  Conventional toxicity testing deals with extensive observations of phenotypic endpoints in vivo and complementing in vitro models.  ...  To disentangle the kinetic patterns of molecular alterations exerted by an exposure, analyzing multiple time points becomes of paramount importance.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/nano10040750">doi:10.3390/nano10040750</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/32326418">pmid:32326418</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/yibinmlorvfvbh7i7mggzy2d5i">fatcat:yibinmlorvfvbh7i7mggzy2d5i</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201105070532/https://trepo.tuni.fi/bitstream/handle/10024/122721/transcriptomics_in_toxicogenomics_part_I_2020.pdf;jsessionid=26E22186F52B7E6008E6AC89AAF76D80?sequence=2" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/22/83/228332fbdb72588b428d4f3d09e5d1dac5738941.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/nano10040750"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a>

Neurophysiological correlates of collective perceptual decision‐making

Kristina G. Baumgart, Petr Byvshev, Alexa‐Nicole Sliby, Andreas Strube, Peter König, Basil Wahn
<span title="2019-08-16">2019</span> <i title="Wiley"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/zxr4nls4g5h57osoxavrqwra7y" style="color: black;">European Journal of Neuroscience</a> </i> &nbsp;
., stimulus onset, response and feedback) using explorative cluster mass permutation tests.  ...  In sum, these results demonstrate that response- and feedback-related components elicited by an error-monitoring system differentially integrate conflicting information exchanged during the joint decision-making  ...  For the present purpose-analyzing EEG signals of a novel paradigm-it combines two important advantages that it is not dependent on a specific theoretical framework, but allows an unbiased investigation  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1111/ejn.14545">doi:10.1111/ejn.14545</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/31418946">pmid:31418946</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/qg4n56v4ure4hldm36bcvywiri">fatcat:qg4n56v4ure4hldm36bcvywiri</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210716122152/https://acris.aalto.fi/ws/portalfiles/portal/56883222/ejn.14545.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/ca/e2/cae24db1334b61c287ba1494c04728f0b175d2fd.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1111/ejn.14545"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Explainable Artificial Intelligence Methods in Combating Pandemics: A Systematic Review [article]

Felipe Giuste, Wenqi Shi, Yuanda Zhu, Tarun Naren, Monica Isgut, Ying Sha, Li Tong, Mitali Gupte, May D. Wang
<span title="2021-12-25">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
The impact of artificial intelligence during the COVID-19 pandemic was greatly limited by lack of model transparency.  ...  Evaluation of XAI results is also discussed as an important step to maximize the value of AI-based clinical decision support systems.  ...  Permutation-or occlusion-based methods measure the importance of a feature by calculating the increase in the model's prediction error after permuting the feature.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2112.12705v2">arXiv:2112.12705v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/pji2saeikbeq7phmygphbomm5e">fatcat:pji2saeikbeq7phmygphbomm5e</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20211231165712/https://arxiv.org/pdf/2112.12705v1.pdf" title="fulltext PDF download [not primary version]" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <span style="color: #f43e3e;">&#10033;</span> <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/79/30/793089a4f53d09ad1f18d63cbc8bfc30f8583d5c.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2112.12705v2" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Social contagion theory: examining dynamic social networks and human behavior

Nicholas A. Christakis, James H. Fowler
<span title="2012-06-18">2012</span> <i title="Wiley"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/6c6ulvjkkvgbhburvxae2cigoy" style="color: black;">Statistics in Medicine</a> </i> &nbsp;
Our work on social networks and human behavior thus covers several domains and relies on diverse data and approaches.  ...  While limited in certain ways, these data offered important strengths and opportunities for the study of social networks.  ...  To be clear, our basic model assumes that there is no correlation of ego's weight at t+1 with alter's weight at t+1 except via influence, and no other effects on ego's weight at t+1 except via the effect  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1002/sim.5408">doi:10.1002/sim.5408</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/22711416">pmid:22711416</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC3830455/">pmcid:PMC3830455</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/k3cw6iiui5czlcfbvpqsuhuhxa">fatcat:k3cw6iiui5czlcfbvpqsuhuhxa</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20120314155250/http://jhfowler.ucsd.edu/social_contagion_theory.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/e0/cc/e0ccded71a98abeb8840d44e30ef71b5edf8969d.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1002/sim.5408"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> wiley.com </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3830455" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

Harnessing value from data science in business: ensuring explainability and fairness of solutions [article]

Krzysztof Chomiak, Michał Miktus
<span title="2021-08-10">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
., 2015) 25 approaches to disentangled representative learning.  ...  It can be tackled in two ways: domain-specific and model-based. requirements of model transparency in industries such as banking or insurance.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2108.07714v1">arXiv:2108.07714v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/s36ftwpzyvbaxnawhtcdtpyobe">fatcat:s36ftwpzyvbaxnawhtcdtpyobe</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210831014310/https://arxiv.org/pdf/2108.07714v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/ef/9d/ef9defac02691b2298284d24f206a9484410c13f.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2108.07714v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

A Review on Explainability in Multimodal Deep Neural Nets

Gargi Joshi, Rahee Walambe, Ketan Kotecha
<span title="">2021</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/q7qi7j4ckfac7ehf3mjbso4hne" style="color: black;">IEEE Access</a> </i> &nbsp;
Permutation feature importance works because a particular feature is important if alteration of that feature results in large model errors.  ...  The system's explanation should be human interpretable and understandable, mapping the human mental model to build trust, transparency, reliability for success and failure, robust, fair, and unbiased applications  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/access.2021.3070212">doi:10.1109/access.2021.3070212</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/5wtxr4nf7rbshk5zx7lzbtcram">fatcat:5wtxr4nf7rbshk5zx7lzbtcram</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210409201554/https://ieeexplore.ieee.org/ielx7/6287639/6514899/09391727.pdf?tp=&amp;arnumber=9391727&amp;isnumber=6514899&amp;ref=" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/51/19/51195bdbb4697edf0b863a3e5b643c051744df5c.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/access.2021.3070212"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> ieee.com </button> </a>

Neurophysiological correlates of collective perceptual decision-making [article]

Kristina G Baumgart, Petr Byvshev, Alexa-Nicole Sliby, Andreas Strube, Peter König, Basil Wahn
<span title="2019-04-10">2019</span> <i title="Cold Spring Harbor Laboratory"> bioRxiv </i> &nbsp; <span class="release-stage" >pre-print</span>
., stimulus onset, response, and feedback) using explorative cluster mass permutation tests.  ...  In sum, these results demonstrate that response- and feedback-related components elicited by an error-monitoring system differentially integrate conflicting information exchanged during the joint decision  ...  For the present purpose it combines two important advantages that it is not dependent on a specific theoretical framework, but allows an unbiased investigation of the physiological decision process.  ... 
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Risk Prediction of Cardiovascular Events by Exploration of Molecular Data with Explainable Artificial Intelligence

Annie M. Westerlund, Johann S. Hawe, Matthias Heinig, Heribert Schunkert
<span title="2021-09-24">2021</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/3loumxx7kzamnlu4h6x3xoz6ay" style="color: black;">International Journal of Molecular Sciences</a> </i> &nbsp;
Finally, we introduce explainable AI which may improve clinical decision systems by making predictions transparent to the medical practitioner.  ...  Concerning model-agnostic XAI, the permutation method was used to obtain the patient-averaged feature importance from the PRAISE models predicting recurrent events [129] , Table 6d .  ...  Therefore, a completely unbiased comparison of these models on different datasets is difficult.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/ijms221910291">doi:10.3390/ijms221910291</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/34638627">pmid:34638627</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC8508897/">pmcid:PMC8508897</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/jwcakee4drbcpkddoc23tywtym">fatcat:jwcakee4drbcpkddoc23tywtym</a> </span>
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Movie-watching outperforms rest for functional connectivity-based prediction of behavior

Emily S. Finn, Peter A. Bandettini
<span title="2021-04-01">2021</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/sa477uo7lveh7hchpikpixop5u" style="color: black;">NeuroImage</a> </i> &nbsp;
Individual-subject data are overlaid as semi-transparent dots.  ...  Individual-subject data are overlaid as semi-transparent dots.  ...  Data and code availability Original MRI and behavioral data are publicly available via the Human Connectome Project.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.neuroimage.2021.117963">doi:10.1016/j.neuroimage.2021.117963</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/33813007">pmid:33813007</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/26rykevurnfl3h4tgfg5h7rqcm">fatcat:26rykevurnfl3h4tgfg5h7rqcm</a> </span>
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