Embedded artificial intelligence (AI) seamlessly integrates AI into everyday devices. By bringing closer to the data source, embedded empowers real-time decision making, enhanced efficiency, and new possibilities across diverse domains.

Human beings can quickly adapt to environmental changes by leveraging learning experience. However, adapting deep neural networks dynamic environments machine algorithms remains a challenge. To better understand this issue, we study the problem of continual domain adaptation, where model is presented with labelled source and sequence unlabelled target domains. The obstacles in are both shift ca...

The aim of domain adaptation algorithms is to establish a learner, trained on labeled data from a source domain, that can classify samples from a target domain, in which few or no labeled data are available for training. Covariate shift, a primary assumption in several works on domain adaptation, assumes that the labeling functions of source and target domains are identical. We present a domain...

This paper investigates what words map from the source domain of PLANT in Mandarin Chinese. In particular, we examine how different aspects of the source domain of PLANT are mapped onto the different target domains of LOVE, MARRIAGE, HAPPINESS, and BELIEFS. We found that mapping principles can account for the different mappings (Ahrens 2000).

Background: Polycystic ovary syndrome (PCOS) is a disorder of hyperandrogenemia and chronic anovulation which affects 5-10% of all women. The PCOS symptoms such as hirsutism, irregular menses, obesity and infertility are a major source of psychological morbidity and can negatively affect quality of life. In this study, we examined the health-related quality of life among Iranian women who suffe...

the purpose of the present study is to introduce the sequence space[{l_p}(e,delta) = left{ x = (x_n)_{n = 1}^infty : sum_{n = 1}^infty left| sum_{j in {e_n}} x_j - sum_{j in e_{n + 1}} x_jright| ^p < infty right},]where $e=(e_n)$ is a partition of finite subsets of the positive integers and $pge 1$. the topological properties and inclusion relations of this space are studied. moreover, the prob...

The Web has become the most important information source for most of us. Unfortunately, there is no guarantee for the correctness of information on the Web. Moreover, different websites often provide conflicting information on a subject. Several truth discovery methods have been proposed for various scenarios, and they have been successfully applied in diverse application domains. In this paper...

Automated question answering has been a topic of research and development since the earliest AI applications. Computing power has increased since the first such systems were developed, and the general methodology has changed from the use of hand-encoded knowledge bases about simple domains to the use of text collections as the main knowledge source over more complex domains. Still, many researc...

Automated question answering has been a topic of research and development since the earliest AI applications. Computing power has increased since the first such systems were developed, and the general methodology has changed from the use of hand-encoded knowledge bases about simple domains to the use of text collections as the main knowledge source over more complex domains. Still, many researc...

The introduction of two-dimension (2D) graphs and their numerical characterization for comparative analyses of DNA/RNA and protein sequences without the need of sequence alignments is an active yet recent research topic in bioinformatics. Here, we used a 2D artificial representation (four-color maps) with a simple numerical characterization through topological indices (TIs) to aid the discoveri...