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Data analytics applications combine multiple functions from different libraries and frameworks. Even when each function is optimized in isolation, the performance of the combined application can be an order of magnitude below hardware…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-10-26 Shoumik Palkar , James Thomas , Deepak Narayanan , Anil Shanbhag , Rahul Palamuttam , Holger Pirk , Malte Schwarzkopf , Saman Amarasinghe , Samuel Madden , Matei Zaharia

Online Continual Learning (OCL) studies learning over a continuous data stream without observing any single example more than once, a setting that is closer to the experience of humans and systems that must learn "on-the-wild". Yet,…

Computation and Language · Computer Science 2021-02-02 Germán Kruszewski , Ionut-Teodor Sorodoc , Tomas Mikolov

Functional data present unique challenges for clustering due to their infinite-dimensional nature and potential sensitivity to outliers. An extension of the OCLUST algorithm to the functional setting is proposed to address these issues. The…

Machine Learning · Statistics 2025-08-06 Katharine M. Clark , Paul D. McNicholas

Data warehousing and OLAP applications must nowadays handle complex data that are not only numerical or symbolic. The XML language is well-suited to logically and physically represent complex data. However, its usage induces new theoretical…

Feature model are widely used to capture commonalities and variabilities of artefacts in Software Product Line (SPL). Several studies have discussed the formal representation of feature diagram using ontologies with different styles of…

Software Engineering · Computer Science 2017-07-11 Iis Afriyanti , Faiq Miftakhul Falakh , Ade Azurat , Bravyto Takwa

The amount of large-scale scientific computing software is dramatically increasing. In this work, we designed a new language, named feature query language (FQL), to collect and extract software features from a quick static code analysis. We…

Software Engineering · Computer Science 2019-05-24 Weijian Zheng , Dali Wang , Fengguang Song

Over the past two decades, the Web Ontology Language (OWL) has been instrumental in advancing the development of ontologies and knowledge graphs, providing a structured framework that enhances the semantic integration of data. However, the…

Logic in Computer Science · Computer Science 2024-12-13 Atalay Mert Ileri , Nalen Rangarajan , Jack Cannell , Hande McGinty

We overview the ensmallen numerical optimization library, which provides a flexible C++ framework for mathematical optimization of user-supplied objective functions. Many types of objective functions are supported, including general,…

Mathematical Software · Computer Science 2024-02-12 Ryan R. Curtin , Marcus Edel , Rahul Ganesh Prabhu , Suryoday Basak , Zhihao Lou , Conrad Sanderson

In recent years, In-context Learning (ICL) has gained increasing attention and emerged as the new paradigm for large language model (LLM) evaluation. Unlike traditional fine-tuning methods, ICL instead adapts the pre-trained models to…

Computation and Language · Computer Science 2023-03-07 Zhenyu Wu , YaoXiang Wang , Jiacheng Ye , Jiangtao Feng , Jingjing Xu , Yu Qiao , Zhiyong Wu

Weyl algebra is a simple noncommutative system used in quantum mechanics. Here I introduce the weyl package, written in the R computing language, which furnishes functionality for working with univariate and multivariate Weyl algebras. The…

Symbolic Computation · Computer Science 2022-12-20 Robin K. S. Hankin

Computational Workflows are widely used in data analysis, enabling innovation and decision-making. In many domains (bioinformatics, image analysis, & radio astronomy) the analysis components are numerous and written in multiple different…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-05-24 Michael R. Crusoe , Sanne Abeln , Alexandru Iosup , Peter Amstutz , John Chilton , Nebojša Tijanić , Hervé Ménager , Stian Soiland-Reyes , Bogdan Gavrilovic , Carole Goble

The ordered weighted $\ell_1$ (OWL) norm is a newly developed generalization of the Octogonal Shrinkage and Clustering Algorithm for Regression (OSCAR) norm. This norm has desirable statistical properties and can be used to perform…

Optimization and Control · Mathematics 2015-06-29 Damek Davis

Currently, there is no consistent model for visually or formally representing the architecture of AI systems. This lack of representation brings interpretability, correctness and completeness challenges in the description of existing models…

Artificial Intelligence · Computer Science 2018-12-31 Guy Marshall , André Freitas

This article provides a brief overview of the UML SP (UML Scientific Profile). It is an Object-Oriented Simulation Language and may find usage in OOS and ABS. UML SP allows for the application of Unified Process methodology for the…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-04-21 Vasyliy I. Gurianov

Mathematical formulae carry complex and essential semantic information in a variety of formats. Accessing this information with different systems requires a standardized machine-readable format that is capable of encoding presentational and…

Digital Libraries · Computer Science 2021-09-20 André Greiner-Petter , Moritz Schubotz , Howard S. Cohl , Bela Gipp

Large Language Models (LLMs) excel at general code generation, yet translating natural-language trading intents into correct option strategies remains challenging. Real-world option design requires reasoning over massive, multi-dimensional…

Artificial Intelligence · Computer Science 2026-03-18 Haochen Luo , Zhengzhao Lai , Junjie Xu , Yifan Li , Tang Pok Hin , Yuan Zhang , Chen Liu

Compliance checking is the process of determining whether a regulated entity adheres to these regulations. Currently, compliance checking is predominantly manual, requiring significant time and highly skilled experts, while still being…

Artificial Intelligence · Computer Science 2025-04-09 Ildar Baimuratov , Denis Turygin

Online Analytical Processing (OLAP) comprises tools and algorithms that allow querying multidimensional databases. It is based on the multidimensional model, where data can be seen as a cube, where each cell contains one or more measures…

Databases · Computer Science 2016-09-19 Bart Kuijpers , Alejandro Vaisman

Instead of a monolithic programming language trying to cover all features of interest, some programming systems are designed by combining together simpler languages that cooperate to cover the same feature space. This can improve usability…

Programming Languages · Computer Science 2018-04-13 Gabriel Scherer , Max New , Nick Rioux , Amal Ahmed

Parsl is a parallel programming library for Python that aims to make it easy to specify parallelism in programs and to realize that parallelism on arbitrary parallel and distributed computing systems. Parsl relies on developers annotating…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-05-05 Kyle Chard , Yadu Babuji , Anna Woodard , Ben Clifford , Zhuozhao Li , Mihael Hategan , Ian Foster , Mike Wilde , Daniel S. Katz
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