AZ
Andrea Zaccaria
physics.soc-phecon.GNq-fin.ECq-fin.TRcond-mat.stat-mechq-fin.STcs.CYcs.LGcs.SIModels, Theoretical
On Valency
published · living versionsW_uwznxfmc·v1 · currentpublished
Follow the money: a startup-based measure of AI exposure across occupations, industries and regions
with Enrico Maria Fenoaltea, Dario Mazzilli, Aurelio Patelli, Angelica Sbardella +3
1 version
Preprints & journals
73 papers in the corpus · 2008–2026Machine learning-inspired similarity measure to forecast M&A from patent data.41650205 · Albora, Giambattista, Straccamore, Matteo, Zaccaria, Andrea2026 · 0 citationsPloS one. 2026;21(2):e0341010
Follow the money: a startup-based measure of AI exposure across occupations, industries and regions2412.04924v2 · Enrico Maria Fenoaltea, Dario Mazzilli, Aurelio Patelli et al.2024 · 2 citationsarXivon Valency
Economic complexity at subnational level: A consistency analysis2606.26966v1 · Wenli Du, Andrea Zaccaria2026 · 0 citationsarXiv
How the Taxonomy of Products Drives the Economic Development of Countries1408.2138v1 · Andrea Zaccaria, Matthieu Cristelli, Andrea Tacchella et al.2014 · 102 citationsPLoS ONE 9(12): e113770 (2014)on Valency
On the convergence of the Fitness-Complexity Algorithm1410.0249v2 · Emanuele Pugliese, Andrea Zaccaria, Luciano Pietronero2014 · 79 citationsarXiv
How log-normal is your country? An analysis of the statistical distribution of the exported volumes of products1506.03597v1 · Mario Alberto Annunziata, Alberto Petri, Giorgio Pontuale et al.2015 · 3 citationsarXiv
Complex economies have a lateral escape from the poverty trap1511.08622v1 · Emanuele Pugliese, Guido L. Chiarotti, Andrea Zaccaria et al.2015 · 79 citationsarXiv
The complex dynamics of products and its asymptotic properties1610.00274v2 · Orazio Angelini, Matthieu Cristelli, Andrea Zaccaria et al.2016 · 13 citationsAngelini O, Cristelli M, Zaccaria A, Pietronero L (2017) The complex dynamics of products and its asymptotic properties. PLOS ONE 12(5): e0177360
Coherent diversification in corporate technological portfolios1707.02188v1 · Emanuele Pugliese, Lorenzo Napolitano, Andrea Zaccaria et al.2017 · 42 citationsarXiv
Why we like the ECI+ algorithm1708.01161v1 · Andrea Gabrielli, Matthieu Cristelli, Dario Mazzilli et al.2017 · 6 citationsarXiv
A job-based assessment of economic complexity: from hidden to revealed2507.05846v1 · Antonio Russo, Pasquale Scaramozzino, Andrea Zaccaria2025 · 0 citationsarXiv
Product-level value chains from firm data: mapping trophic levels into economic growth2505.01133v1 · Massimiliano Fessina, Andrea Tacchella, Andrea Zaccaria2025 · 0 citationsarXiv
The Intrinsic Dimension of Neural Network Ensembles.40282675 · Tosti Guerra, Francesco, Napoletano, Andrea, Zaccaria, Andrea2025 · 0 citationsEntropy (Basel, Switzerland). 2025;27(4)
Asymmetric Relatedness from Partial Correlation.35327876 · Saenz de Pipaon Perez, Carlos, Zaccaria, Andrea, Di Matteo, Tiziana2024 · 1 citationEntropy (Basel, Switzerland). 2022;24(3)
Uncovering key predictors of high-growth firms via explainable machine learning2408.09149v1 · Yiwei Huang, Shuqi Xu, Linyuan Lu et al.2024 · 0 citationsarXiv
Mapping job fitness and skill coherence into wages: an economic complexity analysis.38783004 · Aufiero, Sabrina, De Marzo, Giordano, Sbardella, Angelica et al.2024 · 10 citationsScientific reports. 2024;14(1):11752
Pattern-detection in the global automotive industry: a manufacturer-supplier-product network analysis2310.10363v2 · Massimiliano Fessina, Andrea Zaccaria, Giulio Cimini et al.2023 · 18 citationsChaos Solit. Fractals 181 (114630) (2024)
Machine learning-based similarity measure to forecast M&A from patent data2404.07179v1 · Giambattista Albora, Matteo Straccamore, Andrea Zaccaria2024 · 1 citationarXiv
AI specialization for pathways of economic diversification.37945609 · Mishra, Saurabh, Koopman, Robert, De Prato, Giuditta et al.2023 · 14 citationsScientific reports. 2023;13(1):19475
Universal Database for Economic Complexity2110.00302v1 · Aurelio Patelli, Andrea Zaccaria, Luciano Pietronero2021 · 8 citationsarXiv
Sapling Similarity: a performing and interpretable memory-based tool for recommendation2210.07039v2 · Giambattista Albora, Lavinia Rossi-Mori, Andrea Zaccaria2022 · 19 citationsarXiv
Prediction and visualization of Mergers and Acquisitions using Economic Complexity2210.07292v1 · Lorenzo Arsini, Matteo Straccamore, Andrea Zaccaria2022 · 11 citationsarXiv
Mapping job complexity and skills into wages2304.05251v1 · Sabrina Aufiero, Giordano De Marzo, Angelica Sbardella et al.2023 · 0 citationsarXiv
Product progression: a machine learning approach to forecasting industrial upgrading.36707529 · Albora, Giambattista, Pietronero, Luciano, Tacchella, Andrea et al.2023 · 22 citationsScientific reports. 2023;13(1):1481
The trickle down from environmental innovation to productive complexity.36550185 · de Cunzo, Francesco, Petri, Alberto, Zaccaria, Andrea et al.2022 · 25 citationsScientific reports. 2022;12(1):22141
Which products activate a product? An explainable machine learning approach2212.03094v1 · Massimiliano Fessina, Giambattista Albora, Andrea Tacchella et al.2022 · 0 citationsarXiv
Quantifying the Unexpected: a scientific approach to Black Swans2201.12042v1 · Giordano De Marzo, Andrea Gabrielli, Andrea Zaccaria et al.2022 · 12 citationsarXiv
Machine learning to assess relatedness: the advantage of using firm-level data2202.00458v3 · Giambattista Albora, Andrea Zaccaria2022 · 14 citationsarXiv
The trickle down from environmental innovation to productive complexity2206.07537v1 · Francesco de Cunzo, Alberto Petri, Andrea Zaccaria et al.2022 · 25 citationsarXiv
A Bayesian approach to translators' reliability assessment2203.07135v2 · Marco Miccheli, Andrej Leban, Andrea Tacchella et al.2022 · 0 citationsarXiv
Meta-validation of bipartite network projections2105.03391v2 · Giulio Cimini, Alessandro Carra, Luca Didomenicantonio et al.2021 · 26 citationsCommun Phys 5, 76 (2022)
The different structure of economic ecosystems at the scales of companies and countries2202.01804v1 · Dario Laudati, Manuel S. Mariani, Luciano Pietronero et al.2022 · 11 citationsarXiv
Which will be your firm's next technology? Comparison between machine learning and network-based algorithms2110.02004v1 · Matteo Straccamore, Luciano Pietronero, Andrea Zaccaria2021 · 12 citationsarXiv
Citations or dollars? Early signals of a firm's research success2108.00200v1 · Shuqi Xu, Manuel S. Mariani, Linyuan Lu et al.2021 · 12 citationsarXiv
Product Progression: a machine learning approach to forecasting industrial upgrading2105.15018v1 · Giambattista Albora, Luciano Pietronero, Andrea Tacchella et al.2021 · 22 citationsarXiv
AI Specialization for Pathways of Economic Diversification2103.11042v1 · Saurabh Mishra, Robert Koopman, Giuditta De-Prato et al.2021 · 14 citationsarXiv
Relatedness in the Era of Machine Learning2103.06017v1 · Andrea Tacchella, Andrea Zaccaria, Marco Miccheli et al.2021 · 23 citationsarXiv
Dynamical approach to Zipf's law1911.04844v3 · Giordano De Marzo, Andrea Gabrielli, Andrea Zaccaria et al.2019 · 45 citationsPhys. Rev. Research 3, 013084 (2021)
Emergence of polarization in a voter model with personalized information2007.04903v2 · Giordano De Marzo, Andrea Zaccaria, Claudio Castellano2020 · 54 citationsPhys. Rev. Research 2, 043117 (2020)
Where is your field going? A Machine Learning approach to study the relative motion of the domains of Physics1911.02890v1 · Andrea Palmucci, Hao Liao, Andrea Napoletano et al.2019 · 8 citationsarXiv
Considering patient clinical history impacts performance of machine learning models in predicting course of multiple sclerosis.32196512 · Seccia, Ruggiero, Gammelli, Daniele, Dominici, Fabio et al.2020 · 59 citationsPloS one. 2020;15(3):e0230219
Collaboration between a human group and artificial intelligence can improve prediction of multiple sclerosis course: a proof-of-principle study.29904574 · Tacchella, Andrea, Romano, Silvia, Ferraldeschi, Michela et al.2020 · 25 citationsF1000Research. 2017;6:2172
Coherent diversification in corporate technological portfolios.31600259 · Pugliese, Emanuele, Napolitano, Lorenzo, Zaccaria, Andrea et al.2020 · 42 citationsPloS one. 2019;14(10):e0223403
Economic Complexity: why we like "Complexity weighted diversification"1912.10955v1 · Luciano Pietronero, Andrea Gabrielli, Andrea Zaccaria2019 · 0 citationsarXiv
Correction: The complex dynamics of products and its asymptotic properties.29020048 · Angelini, Orazio, Cristelli, Matthieu, Zaccaria, Andrea et al.2019 · 1 citationPloS one. 2017;12(10):e0186436
Unfolding the innovation system for the development of countries: co-evolution of Science, Technology and Production1707.05146v3 · Emanuele Pugliese, Giulio Cimini, Aurelio Patelli et al.2017 · 96 citationsScientific Reports 9, 16440 (2019)
Economic Complexity: "Buttarla in caciara" vs a constructive approach1709.05272v1 · Luciano Pietronero, Matthieu Cristelli, Andrea Gabrielli et al.2017 · 8 citationsarXiv
PopRank: Ranking pages' impact and users' engagement on Facebook1808.00062v1 · Andrea Zaccaria, Michela del Vicario, Walter Quattrociocchi et al.2018 · 12 citationsarXiv
What do central counterparties default funds really cover? A network-based stress test answer1611.03782v1 · Giulia Poce, Giulio Cimini, Andrea Gabrielli et al.2016 · 16 citationsJournal of Network Theory in Finance 4(4), 43-57 (2018)
The role of complex analysis in modeling economic growth1808.10428v1 · Angelica Sbardella, Emanuele Pugliese, Andrea Zaccaria et al.2018 · 40 citationsarXiv
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