What are some current research directions aimed at developing more fundamentally generalizable machine learning algorithms that are less prone to overfitting?

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Jan 9, 2022 ... Practically, a saliency map can be built using gradients of the output over the input, and this highlights the areas of the images which were ... Sep 15, 2021 ... Critics noted that patients were not afforded agency over the use of their information, nor were privacy impacts adequately discussed [22]. A ... Aug 26, 2021 ... When the tree is fully grown up, it is liking to overfit data due to noise or outliers which can lead to anomalies in decision trees. Which in ... Relational databases are widely used in modern information sys- tems, but traditional machine learning models are often tailored for single table settings, ... 2.2 The informational benefits of multivariate pattern analysis. Before we turn to the dictum, it is worth considering the advantages of MVPA over more ... ... informational value of evidence at trial is not equal to the informational ... overfitting,” which can lead to false-positive judgments when combined ... Overfitting: Overfitting occurs when a model fits too closely to a limited ... This information is for informational purposes only and not intended to ... According to Eli Pariser, those algorithms create “a unique universe of information for each of us … ... over another, competing candidates would have no way of ... Oct 26, 2018 ... ... over time. Together, this research suggests that at least compositional information effects might bias human rights data over time. In a ... Apr 20, 2012 ... We consider the accuracy of the density nowcasts as within-quarter information on monthly indicators accumulates. We focus on their ability to ...
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