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<!DOCTYPE html>
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<title>Articles | Caleb Martins</title>
<meta name="description" content="Statistics and data science articles by Caleb Martins — financial efficiency, cryptocurrencies, and public safety analytics.">
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<meta property="og:title" content="Articles | Caleb Martins">
<meta property="og:description" content="Statistics and data science articles by Caleb Martins — financial efficiency, cryptocurrencies, and public safety analytics.">
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<header class="header-section">
<h1>Articles</h1>
<p>Published research in statistics and data science.</p>
</header>
<main>
<div class="articles-list">
<a href="https://doi.org/10.1016/j.physa.2025.130427" class="article-card" target="_blank" rel="noopener noreferrer" aria-label="Read: The battle of informational efficiency: Cryptocurrencies vs. classical assets">
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" alt="First page of Physica A paper on informational efficiency of cryptocurrencies"></div>
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<span class="journal-badge">Physica A</span>
<span class="article-date"><i class="far fa-calendar" aria-hidden="true"></i> 2025</span>
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<p class="article-title">The battle of informational efficiency: Cryptocurrencies vs. classical assets</p>
<p class="article-authors">Leonardo H.S. Fernandes, José R.A. Figueirôa, Caleb M.F. Martins, Adriel M.F. Martins</p>
<p class="article-abstract">Applies the MFN method for estimating statistical confidence intervals in information theory using permutation entropy and Fisher information measure. Analyzes daily closing prices of Bitcoin, Ethereum, BNB, Solana, and XRP against S&P 500, NYSE, Gold, and EUR/USD via the Shannon-Fisher Causality Plane — finding that cryptocurrencies exhibit higher informational efficiency and lower speculative activity than classical assets.</p>
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<span class="read-link"><i class="fas fa-external-link-alt" aria-hidden="true"></i> Read on ScienceDirect</span>
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<a href="https://doi.org/10.5540/03.2025.011.01.0345" class="article-card" target="_blank" rel="noopener noreferrer" aria-label="Read: Análise de Fronteira Não Paramétricas em Dados em Painéis Para a Identificação de Benchmarking Estratégicos na Gestão da Segurança Pública em Pernambuco">
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" alt="First page of CNMAC 2024 paper on DEA and public safety in Pernambuco"></div>
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<span class="journal-badge">CNMAC 2024</span>
<span class="article-date"><i class="far fa-calendar" aria-hidden="true"></i> 2025</span>
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<p class="article-title">Análise de Fronteira Não Paramétricas em Dados em Painéis Para a Identificação de Benchmarking Estratégicos na Gestão da Segurança Pública em Pernambuco</p>
<p class="article-authors">Miguel G. da Silva, Thyago C. C. Nepomuceno, Helio V. R. Neto, Caleb M. F. Martins</p>
<p class="article-abstract">Propõe uma estrutura para avaliar a eficiência operacional das forças policiais usando Análise Envoltória de Dados (DEA) em dados de painel de 2018 a 2021. Identifica as Áreas Integradas de Segurança (AIS) de Pernambuco que demonstram eficiência na alocação de recursos, sugerindo-as como modelos de benchmarking para outras áreas com menor eficiência na gestão da segurança pública.</p>
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