…v Overview Details Introduction Standard Metadata Vocabulary What to Document – Datasets and Web APIs Metadata File Format – JSON Catalog Fields Dataset Fields Dataset Distribution Fields Further Metadata Field Guidance Federal Government Fields Rationale for Metadata Nomenclatur…

…orrect on submission, refreshed at least annually and made public. But like any dataset, this data requires tending. It can become incorrect over time. That's when a little people power makes all the difference! Customers of this provider a request coming from a customer to updat…

…utomated machine learning methods for thyroid gland tumor classification on two datasets to assist pathologists in decision-making regarding these methods and their parameters. The first method is a feature-based classification originating from common image processing and consist…

…a generic set of instructions, regardless of the origin of the FOCUS compatible dataset. Working Group Maintainers Thanks to the following FOCUS Maintainers for their leadership and contributions to the FOCUS Release v1.3 specification. Christopher Harris (Datadog) Irena Jurica (…

… ground-based sensors, satellite and radar observations, and multimodal climate datasets together with advances in artificial intelligence (AI), machine learning (ML), deep learning (DL) now enables more precise, scalable weather detection, classification, and forecasting. This r…

… data model [OGC 11-165r02]. This extension is required to encode CF-netCDF 3.0 datasets using the “OGC Implementation Schema for Coverages” specification [OGC 09-146r2] and to exchange CF-netCDF datasets. Suggested additions, changes, and comments on this draft standard are welc…

…ved a recall of 1.0000, 0.9701, 1.0000, and 0.9362 across the four tested fraud datasets. Consequently, this methodology outperforms other approaches employing single machine learning models in terms of recall. Keywords: recall analysis; sensitivity analysis; true positive rate a…

…uilt specifically for ocean-colour validation. The use of only any one of these datasets would limit the number of data in validation exercises. It is, therefore, vital to acquire and merge all these datasets into a single unified dataset to maximize the number of matchups availa…

…a generic set of instructions, regardless of the origin of the FOCUS compatible dataset. Working Group Maintainers Thanks to the following FOCUS Maintainers for their leadership and contributions to the FOCUS Release v1.2 specification. Alex Hullah (Goldman Sachs) Christopher Har…

…cell cycle reporter system as ground truth, we collected two benchmarking image datasets and trained 2D and 3D ML models—of support vector machine and deep neural network architecture—to classify nuclei in the G1 or S/G2 phases. Our results show that 3D CellCycleNet outperforms s…

…elabel relabel an an obstacle obstacle class class and and generate generate aa dataset dataset using voice instructions. This allows validation and refinement of the machine using voice instructions. This allows validation and refinement of the machine learning model by, for ins…

…, Sarina Patterson, and Seth Goodman. Our analysis draws upon a newly assembled dataset—the Chinese-financed Ports Overseas and Related Terminals Dataset, Version 2.0 (CPORTS 2.0)—released by AidData in conjunction with this report. We owe a major debt of gratitude to AidData’s T…

…, the task of searching for compact programmatic hypotheses that best explain a dataset. The problem is commonly solved using genetic algorithms; we show that we can enhance such methods by inducing a library of abstract textual concepts. Our algorithm, called LaSR , uses zero-sh…

RDF Spaces and Datasets This specification introduces the notion of RDF space s—places to store RDF triples—and defines a set of mechanisms expressing and manipulating information about them. Examples of RDF spaces include: an HTML page with embedded RDFa or microdata, a file con…

…nsive review of writer identification methods and intend to provide taxonomy of dataset, feature extraction methods, as well as classification (conventional and deep learning based) for writer identification. For ease of reader, we grouped the discussion into English, Arabic, Wes…