Albeit simple and easy to interpret, a piecewise representation of time series comes with discontinuities that inevitably lead to substantial representation (approximation) error. In this study, we present models of time series with time granulation that reduce representation errors and subsequently give ...
With the continuous development of artificial intelligence, deep machine learning models has been successfully implemented to forecast air quality using time series air pollutant and meteorological datasets with excellent performances15. Some scholars also look forward to the research on air quality ...
Artificial intelligence (AI) systems are increasingly used in healthcare applications, although some challenges have not been completely overcome to make them fully trustworthy and compliant with modern regulations and societal needs. First of all, sensitive health data, essential to train AI systems, ...
Here, we present an ensemble approach where one such computationally expensive tool, discrete element method, is combined with time-series forecasting via auto regressive integrated moving average and machine learning methods to simulate a complex pharmaceutical problem: development of an agitation protocol...
Information GranulationANFIS-based Fuzzy Inference SystemIn this study, we propose a space search algorithm (SSA) and then introduce a hybrid optimization of ANFIS-based fuzzy models based on SSA and information granulation (IG). In comparison with "conventional" evolutionary algorithms (such as PSO...
As disc degeneration progresses, nascent vascular nerve endings grow inward along the fissure to form inflammatory granulation tissue that leads to the distribution of vessels and nerves inside the disc, even within the nucleus pulposus[2]. During this process, biochemical, metabolic, inflammatory and...
In the mouse, a deficiency of TGFβ1 combined with an absence of T-cells (Tgfb1-/-; Rag2-/-) results in a high occur- rence of colon cancer [13]. These mice develop adenomas by two months of age, and adenocarcinomas, often mucinous, by three to six months of age. ...
Angiogenesis play an important role in the mature of wound tissue [2]. The proliferative phase, also called the granulation tissue phase, follows the inflammatory phase. Show abstract Wound healing, fibroblast heterogeneity, and fibrosis 2022, Cell Stem Cell Citation Excerpt : Multiple studies have ...
Integrative taxonomy of Diamesus Hope, 1840 (Coleoptera: Silphinae) is presented. Adults of D. bimaculatus Portevin, 1914 (endemic to Taiwan) and D. osculans (Vigors, 1825) (widely distributed from northern India to Australia) are redescribed, keyed and
The pathogenesis of non-insulin-dependent diabetes mellitus (NIDDM) has been the subject of debate for many years, and it still remains poorly understood [55, 82]. Current dogma states that it is a heterogeneous disorder; indeed, several patients have now been identified with mutant insulins [...