A Gaussian Mixture Model for Multiple Instance Learning With Both Bag‐ and Instance‐Level Features
ABSTRACT The core challenge of multiple instance learning (MIL) is to predict bag‐level labels with partially or completely unobserved instance‐level labels. Most existing methods focus on instance‐level features and ignore commonly available bag‐level covariates. To address this issue, this paper proposes a novel Gaussian mixture model (GMM) framework
Guoji Wang +4 more
wiley +1 more source
Bacterial stress rewires diatom chronobiology and ecosystem function. [PDF]
Chen J +9 more
europepmc +1 more source
A Geometric Multigrid Preconditioner for Discontinuous Galerkin Shifted Boundary Method
ABSTRACT I introduce a geometric multigrid preconditioner for the Shifted Boundary Method (SBM) designed to solve PDEs on complex geometries. While the SBM simplifies mesh generation by using a nonconforming background grid, it often results in nonsymmetric linear systems, a complete analysis of which is missing from the literature, especially with ...
Michał Wichrowski
wiley +1 more source
Interpretable prototype learning for EGFR amplification prediction from whole-slide images in glioblastoma. [PDF]
Danaei Mehr H +5 more
europepmc +1 more source
A group of western gorillas at Mondika Research Center, Republic of Congo, shifted toward lower tree strata and consumed more fruit and flowers as fruit availability increased. During low‐fruit periods, gorillas used higher strata more frequently and relied more heavily on leaves and bark.
Roberta Salmi +4 more
wiley +1 more source
Bayesian nonparametric mixtures of categorical directed graphs for personalized causal inference. [PDF]
Castelletti F, Ferrini L.
europepmc +1 more source
Occlusal Relief and Dental Wear Predict Pulp Chamber Volume in Captive Baboons
ABSTRACT Primates have adaptations that mitigate the functional consequences of dental wear. One such adaptation is dentin deposition within the pulp chamber, which may extend tooth functionality. Because this deposition can reflect age‐related secondary dentin and stimulus‐driven tertiary dentin, it remains unclear whether the resulting pulp volume ...
Myra F. Laird +3 more
wiley +1 more source
Clustering methods for categorical time series and sequences : a scoping review. [PDF]
Khalifa O +3 more
europepmc +1 more source
In the aftermath of a large earthquake, several practical constraints affect the systematic collection of data for assessing building damage. The available data are therefore typically incomplete, frequently missing key information such as the type of construction, age and geographic location.
Max Anderson Loake, Kishor S. Jaiswal
wiley +1 more source
Computational Insights Into Smart Bioelectronics in Digital Health Care (2020-2024): Topic Modeling Study. [PDF]
Bae J +6 more
europepmc +1 more source

