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Advanced statistical analysis highlights the role of interaction between US Supreme Court judges

Credit: CC0 Public Domain Supreme Court deliberations happen behind closed doors. Can we peek behind them using the voting record? Employing techniques from statistical physics and complexity science, Eddie Lee, a postdoctoral researcher at the Complexity Science Hub, along with his colleague George Cantwell of Cambridge University, analyzed U.S. Supreme Court voting data from 1946 to 2021.

Enhancing NPS Measurement with LLMs and Statistical Inference

Combining LLMs with Human Judgement through Prediction-Powered Inference (PPI)Continue reading on Towards Data Science » Combining LLMs with Human Judgement through Prediction-Powered Inference (PPI)Continue reading on Towards Data Science » FOLLOW US ON GOOGLE NEWS Read original article here Denial of responsibility! Techno Blender is an automatic aggregator of the all world’s media. In each content, the hyperlink to the primary source is specified. All trademarks belong to their rightful owners, all…

Statistical Method scDEED Detects Dubious t-SNE and UMAP Embeddings and Optimizes Hyperparameters

scDEED assigns a reliability score to each 2D embedding to indicate how much the data point’s mid-range neighbors change in the 2D spaceThe article was co-authored with Christy Lee, Ph.D. student of Statistics at UCLA.Photo by Viktor Forgacs on Unsplasht-SNE (t-Distributed Stochastic Neighbor Embedding) and UMAP (Uniform Manifold Approximation and Projection) are non-linear dimensionality reduction techniques for visualizing high-dimensional data, particularly in the context of single-cell analysis for visualizing cell…

Enhancing statistical reliability of weather forecasts with machine learning

Credit: CC0 Public Domain A global team of researchers has made strides in refining weather forecasting methods, with a specific focus on addressing the persistent issue of "quantile crossing." This phenomenon disrupts the order of predicted values in weather forecasts and arises from the numerical weather prediction (NWP) process—a two-step forecasting method involving observations and atmospheric evolution laws.…

New statistical tool to distinguish shared and unique features in data from different sources

Personalized PCA, a statistical tool capable of distinguishing shared and unique features, can help disentangle complex data from multiple sources, such as smartwatch data. Credit: This image was generated by OpenAI's DALL-E 2, prompted by Naichen Shi. When facing a daunting dataset, Principal Component Analysis (PCA), known as PCA, can help distill complexity by finding a few meaningful features that explain the most…

Applied Statistical Moments and Moment-Generating Functions

Motivation, definition, and applicationsContinue reading on Towards Data Science » Motivation, definition, and applicationsContinue reading on Towards Data Science » FOLLOW US ON GOOGLE NEWS Read original article here Denial of responsibility! Techno Blender is an automatic aggregator of the all world’s media. In each content, the hyperlink to the primary source is specified. All trademarks belong to their rightful owners, all materials to their authors. If you are the owner of the content and do not want us…

On the statistical analysis of rounded or binned data

On the Statistical Analysis of Rounded or Binned DataSheppard’s corrections offer approximations, but errors persist. Analytical bounds provide insight into the magnitude of these errorsPhoto by charlesdeluvio on UnsplashImagine having a list of length measurements in inches, precise to the inch. This list might represent, for instance, the heights of individuals participating in a medical study, forming a sample from a cohort of interest. Our goal is to estimate the average height within this cohort.Consider an…

The statistical theory behind why your Instagram posts have so few likes

The Statistical Theory Behind Why Your Instagram Posts Have So Few LikesA handy trick to count uncountable things — from Instagram clout, to penguin population and Man City fans in North LondonImage by StockSnap from PixabayWe have all been there …With hopeful eyes, we framed the Christmas spirit through our iPhone 15 lens, capturing the dinner table with an artist’s persistence and a poet’s soul, each photo a festive vignette brimming with friends, the shimmering glaze of the turkey, and the twinkle of ornaments. We…

Scientists uncover link between ocean weather and global climate, using mechanical rather than statistical analysis

This illustration by Benjamin Storer shows oceanic weather systems (mesoscale eddies) from data overlaid with atmospherically driven climate-scale currents (black lines), which can be extracted with a coarse graining technique developed in the lab of Hussein Aluie. The image reveals how these ocean weather systems are energized (red) or weakened (blue) when interacting with climate-scales, which follows a pattern mirroring the global atmospheric…

How to refine your writing with LibreOffice’s statistical analysis tool

With the help of this tool, I can get a fairly clear idea of what words I've overused within a document and set about changing some of them to lower the percentage.How do you do it? Let me show you.How to refine your writing with LibreOffice's toolWhat you'll need: To run a statistical analysis of your document, you'll need an up-to-date version of LibreOffice installed on your platform of choice (Linux, MacOS, or Windows) and a document to check. That's it. Let's run that check. The first thing to do is open