Results 71 to 80 of about 424,586 (329)
Relativistic quantum mechanics and the Bohmian interpretation [PDF]
Conventional relativistic quantum mechanics, based on the Klein-Gordon equation, does not possess a natural probabilistic interpretation in configuration space. The Bohmian interpretation, in which probabilities play a secondary role, provides a viable interpretation of relativistic quantum mechanics.
arxiv +1 more source
miRNA‐29 regulates epidermal and mesenchymal functions in skin repair
miRNA‐29 inhibits cell‐to‐cell and cell‐to‐matrix adhesion by silencing mRNA targets. Adhesion is controlled by complex interactions between many types of molecules coded by mRNAs. This is crucial for keeping together the layers of the skin and for regenerating the skin after wounding.
Lalitha Thiagarajan+10 more
wiley +1 more source
Are Interpretations Fairly Evaluated? A Definition Driven Pipeline for Post-Hoc Interpretability [PDF]
Recent years have witnessed an increasing number of interpretation methods being developed for improving transparency of NLP models. Meanwhile, researchers also try to answer the question that whether the obtained interpretation is faithful in explaining mechanisms behind model prediction? Specifically, (Jain and Wallace, 2019) proposes that "attention
arxiv
The Definitions of Interpretability and Learning of Interpretable Models [PDF]
As machine learning algorithms getting adopted in an ever-increasing number of applications, interpretation has emerged as a crucial desideratum. In this paper, we propose a mathematical definition for the human-interpretable model. In particular, we define interpretability between two information process systems. If a prediction model is interpretable
arxiv
The abstract is available here: https://uscholar.univie.ac.at/o ...
openaire +1 more source
Interaction extracellular vesicles (iEVs) are hybrid vesicles formed through host‐pathogen communication. They facilitate immune evasion, transfer pathogens' molecules, increase host cell uptake, and enhance virulence. This Perspective article illustrates the multifunctional roles of iEVs and highlights their emerging relevance in infection dynamics ...
Bruna Sabatke+2 more
wiley +1 more source
There is no first quantization - except in the de Broglie-Bohm interpretation [PDF]
The relativistic effects of the integer-spin quantum field theory imply that the wave functions describing a fixed number of particles do not admit the usual probabilistic interpretation. Among several most popular interpretations of quantum mechanics applied to first quantization, the only interpretation for which this fact does not lead to a serious ...
arxiv
iCapsNets: Towards Interpretable Capsule Networks for Text Classification [PDF]
Many text classification applications require models with satisfying performance as well as good interpretability. Traditional machine learning methods are easy to interpret but have low accuracies. The development of deep learning models boosts the performance significantly. However, deep learning models are typically hard to interpret.
arxiv
On the Effectiveness of Interpretable Feedforward Neural Network [PDF]
Deep learning models have achieved state-of-the-art performance in many classification tasks. However, most of them cannot provide an interpretation for their classification results. Machine learning models that are interpretable are usually linear or piecewise linear and yield inferior performance.
arxiv
Kristina Harris,1 Jill Dawson,2 Elizabeth Gibbons,2 Chris R Lim,1 David J Beard,1 Raymond Fitzpatrick,2 Andrew J Price1 1Nuffield Department of Orthopedics, Rheumatology and Musculoskeletal Sciences, 2Nuffield Department of Population Health (HSRU ...
Harris K+6 more
doaj