Quantinar: a blockchain peer-to-peer ecosystem for modern data analytics

IF 16.4 1区化学 Q1 CHEMISTRY, MULTIDISCIPLINARY

Accounts of Chemical Research Pub Date : 2024-08-06 DOI:10.1007/s00180-024-01529-7

Raul Bag, Bruno Spilak, Julian Winkel, Wolfgang Karl Härdle

引用次数: 0

Abstract

The power of data and correct statistical analysis has never been more prevalent. Academics and practitioners require nowadays an accurate application of quantitative methods. Yet many branches are subject to a crisis of integrity, which is shown in an improper use of statistical models, p-hacking, HARKing, or failure to replicate results. We propose the use of a Peer-to-Peer (P2P) ecosystem based on a blockchain network, Quantinar, to support quantitative analytics knowledge paired with code in the form of Quantlets or software snippets. The integration of blockchain technology allows Quantinar to ensure fully transparent and reproducible scientific research.

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Quantinar：用于现代数据分析的区块链点对点生态系统

数据和正确统计分析的力量从未像今天这样强大。如今，学术界和从业人员都需要准确地应用定量方法。然而，许多学科都面临着诚信危机，具体表现为统计模型使用不当、P 黑客、HARKing 或无法复制结果。我们建议使用一个基于区块链网络的点对点（P2P）生态系统--Quantinar，以支持量化分析知识与 Quantlets 或软件片段形式的代码配对。通过整合区块链技术，Quantinar 可以确保科学研究完全透明、可重复。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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来源期刊

Accounts of Chemical Research 化学-化学综合

CiteScore

31.40

自引率

1.10%

发文量

312

审稿时长

2 months

期刊介绍： Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.