While exact methods for computing stability can be an effective solution in small applications, their algorithmic complexity is however at least quadratic in the size of the input lattice which could be exponen
we constructed a large multi-center EHR dataset consisting of records of long-term continuous clinical observation and medication of hospitalized patients with T2D. Middle, with the standardized time-series data as input, the patient model generated hidden...
Goodman B, Flaxman S (2017) European Union regulations on algorithmic decision-making and a "right to explanation." AI Mag 38(3):50–57 18. Chattopadhayay A, Rijal I (2023) Towards inclusive privacy consenting for GDPR compliance in vis- ual surveillance: a survey study. In: 2023 IEEE...
While exact relevance indices in Formal Concept Analysis provide accurate importance evaluation that can be used for extracting interesting concepts, they often have expensive algorithmic complexity (e.g., at least quadratic in the lattice size, which is exponential with respect to the context size)....
The field of explainable artificial intelligence (XAI) aims to bring transparency to today’s powerful but opaque deep learning models. While local XAI methods explain individual predictions in the form of attribution maps, thereby identifying ‘where’
the dual threats of bias and noise, individuals and organizations can take more informed steps to improve decision-making processes. The path forward requires a shift in mindset: moving beyond individual judgment to embrace systemic solutions like noise audits, decision hygiene, and algorith...
The DLVSW-CDTD is an algorithmic framework for handling CD in cloud computing environments. In the following, we will focus on the aspects of the framework that are specifically related to cloud computing. In this algorithm, based on the concept of CD detection, the window size is initially ...
Furthermore, a pressing need exists to delve more deeply into the potential applica- tions of AI in nursing and healthcare to enhance overall healthcare provision. It is essential to address pertinent issues such as bias and algorithmic considerations, which are integral to evaluating the efficacy...
Although smart contracts can run algorithmic calculations, store data, and retrieve data, it is not practical to make arbitrary requests to a service off the blockchain, such as the database server, from a smart contract. Smart contracts interact with the off-chain world through “oracles,” ...
Table 2 defines the algorithmic steps to deal with drift. Still, it needs to monitor. There are many ways to monitor concept drift, as given below: Table 2. Algorithmic steps to handle concept drift Steps No.Name of StepsMethodology Step1: Data - Statistical based methods processing -...