Unsupervised domain adaptation (UDA) requires source samples with clean ground truth labels during training. Accurately labeling a large number of is time-consuming and laborious. An alternative to utilize noisy for However, training can greatly reduce the performance UDA. In this paper, we address problem that learning UDA models only access propose novel method called robust local preserving ...

This synthesis article joins the authors of the special issue "Gender perspectives in resilience, vulnerability and adaptation to global environmental change" in a common reflective dialogue about the main contributions of their papers. In sum, here we reflect on links between gender and feminist approaches to research in adaptation and resilience in global environmental change (GEC). The main ...

The Paris Agreement articulates a global goal on adaptation, which aims to ensure an ‘adequate adaptation response’ the ‘global temperature goal’, and requires countries report progress through periodic stocktakes. However, there remain conceptual methodological challenges in defining mixed evidence what effective looks like how it can be enabled. In this review, we demonstrate different normat...

Agricultural adaptation is necessary to reduce the negative impacts of climate change on crop yields and to maintain food production. However, few studies have assessed the course of adaptation along with the progress of climate change in each of the current major food producing countries. Adaptation pathways, which describe the temporal sequences of adaptations, are helpful for illustrating th...

Three different strategies are identified for organizational adaptation, including dynamic process selection. An executable organizational model composed of individual models of a five stage interacting decision maker is used to evaluate the effectiveness of the different adaptation strategies on organizational performance. The concept of entropy is used to calculate the total activity value, a...