This article illustrates ways that dynamic software using some sophisticated techniques in Excel can be used to demonstrate fundamental ideas related to regression and correlation analysis to increase student u
Linear regression analysis made it possible to find out which independent variables best explain the positive emotions dependent variable: the sentiment expressed in the text, number of hashtags included in the text, amount of written text, narcissism as the main reason for the photo, number of wo...
Instatistics, kurtosis helps us understand this aspect of a dataset. Think of kurtosis as a way to measure the ‘personality’ of your data, focusing on the tails (the extreme values) and the peak (how tall the data piles up in the middle). Kurtosis refers to the “tailedness” or the...
assessment9. Using ensembles in combination with AI models has progressed the field of attribution of extremes10, identification of patterns, trends11and climate analogs12. Yet, AI does not only excel at prediction but can also explain processes (e.g., via explainable AI (XAI)13and causal infe...
site, samples of roots and litter were obtained. Soil samples within the 0–10 cm depth were acquired using a 10 cm diameter soil drill and preserved in a refrigerator at 4 °C. Subsequently, plant roots, litter, and soil were transferred to the laboratory for the analysis of theirδ13C...
In comparison, the MAEs of the SCANN models are 2 to 2.5 times higher than those of ALIGNN. Despite this gap, SCANN exhibits competitive performance relative to other remaining models, particularly in predicting EHOMO, ELUMO, and Egap. For a comprehensive analysis of the predictive capabilities ...
Compositional analysis Movement behaviors Physical activity Sedentary behavior Sleep 1. Introduction From a movement perspective, the 24-h period is distributed among sleep, sedentary behavior (SB), and physical activity (PA) on a continuum from no movement to high movement. Over the past decade, ...
In summary, these advancements illustrate the growing role of ML/AI tools in addressing the challenges of GxE interaction analysis in NCDs and other complex diseases. By harnessing large and diverse datasets and employing sophisticated analytical methods, researchers can better understand the complex inte...
Data analysis solutions and resources Excel Turn your data into actionable insights and visualize the results with ease. Try it Microsoft 365 Process data and turn ideas into reality with innovative apps, including Excel. Learn more Importance of backing up data Learn...
Figure 1 is a high-level illustration of the current state of AI for Eureka-Bench, highlighting the best and the worst performances across various capabilities. These results reveal a nuanced picture of different models’ strengths, showing that no single model excels in all tasks. However, Cla...