Search results for "RED"

Explainable AI for Industry 4.0 : Semantic Representation of Deep Learning Models

2022

Artificial Intelligence is an important asset of Industry 4.0. Current discoveries within machine learning and particularly in deep learning enable qualitative change within the industrial processes, applications, systems and products. However, there is an important challenge related to explainability of (and, therefore, trust to) the decisions made by the deep learning models (aka black-boxes) and their poor capacity for being integrated with each other. Explainable artificial intelligence is needed instead but without loss of effectiveness of the deep learning models. In this paper we present the transformation technique between black-box models and explainable (as well as interoperable) …

Adaptive Methodology for Designing a Predictive Model of Cardiac Arrhythmia Symptoms Based on Cubic Neural Unit

2017

A cubic neural unit is a kind of a higher-order neural unit which can be used for prediction tasks among others, in the medical field. The example of the tasks includes monitoring cardiac behavior in real-time either for preemptive treatment, or for supporting a doctor to reach a more accurate diagnosis. We propose a predictive model which has been developed as an application in open source code with the aim to make it publicly accessible for research community and medical professionals and also to decrease the implementation cost. The proposed model uses sample-by-sample adaptation of the gradient descent method with error backpropagation. This paper presents an application of a cubic neur…

SUSTAINABLE MOBILITY: SIMULATION OF THE ADOPTION OF FUEL CELL ELECTRIC VEHICLES

2022

Computation of the regime configuration of a meandering stream

2004

Regime channel formation is a delicate adaptation to the imposed environmental conditions compatible with flow and sediment transport mechanisms. The present paper concerns the computation of the regime configuration of a meandering stream. It is supposed that the channel develops until it reaches the state of “final thermodynamic equilibrium”, where the ratio of the kinetic energy of the flow to its cross-sectional potential energy is minimum. An optimization procedure that allows the analysis of the regime channel formation is presented and it is checked using a real case.

DEVELOPMENT & QUALIFICATION OF BIOASSAYS FOR THE DETERMINATION OF THE BIOACTIVITY, PREDICTIVE PHARMACOKINETICS AND POTENTIAL IMMUNOGENICITY OF THERAP…

2021

The critical quality attributes of a given biotherapeutic monoclonal antibody (mAb), its molecular characterization, functional assessment and effector function analysis should be defined and profiled in detail during the life cycle of a biotherapeutic drug. In the past, this product characterization was simple and standardized. In today’s complex world of biologics, success demands a more thoughtful approach and drug developers are investing in advanced analytics much earlier in the development process. Indeed, investing in selected sophisticated and state of the art analytics in early developmental phases of a therapeutic monoclonal antibody may mitigate risks by confirming that the drug …

Resolving reading disability : Childhood predictors and adult-age outcomes

2019

We examined frequency of adult‐age reading disability (RD) and its childhood predictors among 48 adults (20 to 39 years) with documented childhood RD, and contrasted their cognitive skills, education, and employment with 37 matched controls. Among individuals with childhood RD, more than half had improved in their reading fluency to the level where the set criterion for adult‐age RD was not met anymore. More fluent rapid naming, less severe childhood RD, and multiple support providers in childhood together predicted improvement of reading fluency. More fluent naming differentiated the childhood RD participants whose reading fluency had improved by adult‐age from those participants whose RD …

Clinical characteristics and predictors of death among hospitalized patients infected with SARS‑CoV‑2 in Sicily, Italy: A retrospective observational…

2022

Since late December 2019, severe acute respiratory syndrome coronavirus 2 has spread across the world, which resulted in the World Health Organization declaring a global pandemic. Coronavirus disease 2019 (COVID-19) presents a highly variable spectrum with regard to the severity of illness. Most infected individuals exhibit a mild to moderate illness (81%); however, 14% have a serious disease and 5% develop severe acute respiratory distress syndrome (ARDS), requiring intensive care support. The mortality rate of COVID-19 continues to rise across the world. Data regarding predictors of mortality in patients with COVID 19 are still scarce but are being actively investigated. The present multi…

Zum finnischen Abessiv des 3. Infinitivs und zu seinen deutschen Entsprechungen

1999

Zum Partizip I als unflektierter adjektivischer Prädikativergänzug

2008

According to relevant literature the use of the 1st participle as a predicative is said to be very restricted. The restrictions, however, are understood in many different ways. The aim of this article is to verify the validity of semantic, morphological and syntactic criteria and to show the insufficiencies of the rules formulated so far. peerReviewed

LA PRESCRIZIONE DEL CREDITO TRIBUTARIO

2006

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