{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,2]],"date-time":"2026-05-02T09:58:44Z","timestamp":1777715924424,"version":"3.51.4"},"publisher-location":"Cham","reference-count":55,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783031975882","type":"print"},{"value":"9783031975899","type":"electronic"}],"license":[{"start":{"date-parts":[[2025,6,28]],"date-time":"2025-06-28T00:00:00Z","timestamp":1751068800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,6,28]],"date-time":"2025-06-28T00:00:00Z","timestamp":1751068800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026]]},"DOI":"10.1007\/978-3-031-97589-9_15","type":"book-chapter","created":{"date-parts":[[2025,7,8]],"date-time":"2025-07-08T07:56:04Z","timestamp":1751961364000},"page":"208-224","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Predicting Information Diffusion on\u00a0Social Media Using an\u00a0Epidemiological Approach"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-8486-6861","authenticated-orcid":false,"given":"Dajana","family":"Conte","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0003-6212-5079","authenticated-orcid":false,"given":"Samira","family":"Iscaro","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9712-1364","authenticated-orcid":false,"given":"Beatrice","family":"Paternoster","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2025,6,28]]},"reference":[{"key":"15_CR1","doi-asserted-by":"publisher","first-page":"2","DOI":"10.1016\/j.apnum.2023.04.001","volume":"200","author":"L Aceto","year":"2024","unstructured":"Aceto, L., Conte, D., Pagano, G.: On a generalization of time-accurate and highly-stable explicit operators for stiff problems. Appl. Numer. Math. 200, 2\u201317 (2024). https:\/\/doi.org\/10.1016\/j.apnum.2023.04.001","journal-title":"Appl. Numer. Math."},{"key":"15_CR2","doi-asserted-by":"publisher","unstructured":"Aceto, L., Conte, D., Pagano, G.: Modified TASE Runge-Kutta methods for integrating stiff differential equations. SIAM J. Sci. Comput. 47(3), A1652\u2013A1680 (2025). https:\/\/doi.org\/10.1137\/24M1667336","DOI":"10.1137\/24M1667336"},{"issue":"4","key":"15_CR3","doi-asserted-by":"publisher","first-page":"1145","DOI":"10.4208\/jcm.2301-m2022-0065","volume":"42","author":"P Amodio","year":"2024","unstructured":"Amodio, P., Brugnano, L., Frasca-Caccia, G., Iavernaro, F.: Arbitrarily high-order energy-conserving methods for Hamiltonian problems with quadratic holonomic constraints. J. Comput. Math. 42(4), 1145\u20131171 (2024). https:\/\/doi.org\/10.4208\/jcm.2301-m2022-0065","journal-title":"J. Comput. Math."},{"issue":"3","key":"15_CR4","doi-asserted-by":"publisher","DOI":"10.1002\/gamm.202000012","volume":"43","author":"M Benzi","year":"2020","unstructured":"Benzi, M., Boito, P.: Matrix functions in network analysis. GAMM-Mitteilungen 43(3), e202000012 (2020). https:\/\/doi.org\/10.1002\/gamm.202000012","journal-title":"GAMM-Mitteilungen"},{"key":"15_CR5","doi-asserted-by":"publisher","unstructured":"Buckwar, E., D\u2019Ambrosio, R.: Exponential mean-square stability properties of stochastic linear multistep methods. Adv. Comput. Math. 47(4), 1\u201314 (2021). https:\/\/doi.org\/10.1007\/s10444-021-09879-2","DOI":"10.1007\/s10444-021-09879-2"},{"key":"15_CR6","doi-asserted-by":"publisher","DOI":"10.1016\/j.cnsns.2022.106726","volume":"115","author":"A Cardone","year":"2022","unstructured":"Cardone, A., Conte, D., Paternoster, B.: Stability of two-step spline collocation methods for initial value problems for fractional differential equations. Commun. Nonlinear Sci. Numer. Simul. 115, 106726 (2022). https:\/\/doi.org\/10.1016\/j.cnsns.2022.106726","journal-title":"Commun. Nonlinear Sci. Numer. Simul."},{"key":"15_CR7","doi-asserted-by":"publisher","unstructured":"Cardone, A., Diaz de Alba, P., Paternoster, B.: Analytical properties and numerical preservation of an age-group susceptible-infected-recovered model: application to the diffusion of information. J. Comput. Nonlinear Dyn. 19(6), 061006 (2024). https:\/\/doi.org\/10.1115\/1.4065437","DOI":"10.1115\/1.4065437"},{"issue":"4","key":"15_CR8","doi-asserted-by":"publisher","first-page":"1459","DOI":"10.1007\/s13540-022-00059-7","volume":"25","author":"A Cardone","year":"2022","unstructured":"Cardone, A., Frasca-Caccia, G.: Numerical conservation laws of time fractional diffusion PDEs. Fract. Calc. Appl. Anal. 25(4), 1459\u20131483 (2022). https:\/\/doi.org\/10.1007\/s13540-022-00059-7","journal-title":"Fract. Calc. Appl. Anal."},{"key":"15_CR9","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"333","DOI":"10.1007\/978-3-030-66046-8_27","volume-title":"Computational Data and Social Networks","author":"M Casillo","year":"2020","unstructured":"Casillo, M., Colace, F., Conte, D., De Santo, M., Lombardi, M., Mottola, S., Santaniello, D.: A multi-feature Bayesian approach for fake news detection. In: Chellappan, S., Choo, K.-K.R., Phan, N.H. (eds.) CSoNet 2020. LNCS, vol. 12575, pp. 333\u2013344. Springer, Cham (2020). https:\/\/doi.org\/10.1007\/978-3-030-66046-8_27"},{"issue":"8","key":"15_CR10","doi-asserted-by":"publisher","first-page":"391","DOI":"10.3390\/a16080391","volume":"16","author":"M Castiello","year":"2023","unstructured":"Castiello, M., Conte, D., Iscaro, S.: Using epidemiological models to predict the spread of information on Twitter. Algorithms 16(8), 391 (2023). https:\/\/doi.org\/10.3390\/a16080391","journal-title":"Algorithms"},{"key":"15_CR11","doi-asserted-by":"publisher","first-page":"18","DOI":"10.1016\/j.apnum.2019.08.011","volume":"150","author":"V Citro","year":"2020","unstructured":"Citro, V., D\u2019Ambrosio, R.: Long-term analysis of stochastic theta-methods for damped stochastic oscillators. Appl. Numer. Math. 150, 18\u201326 (2020). https:\/\/doi.org\/10.1016\/j.apnum.2019.08.011","journal-title":"Appl. Numer. Math."},{"key":"15_CR12","unstructured":"CNN (Cable News Network). https:\/\/edition.cnn.com\/2022\/01\/20\/sport\/djokovic-serbia-national-hero-intl-spt\/index.html. Accessed 1 Mar 2025"},{"key":"15_CR13","doi-asserted-by":"publisher","first-page":"191","DOI":"10.1007\/s10915-010-9378-x","volume":"2","author":"D Conte","year":"2010","unstructured":"Conte, D., D\u2019Ambrosio, R., Jackiewicz, Z.: Two-step Runge-Kutta methods with quadratic stability functions. J. Sci. Comput. 2, 191\u2013218 (2010). https:\/\/doi.org\/10.1007\/s10915-010-9378-x","journal-title":"J. Sci. Comput."},{"key":"15_CR14","doi-asserted-by":"publisher","DOI":"10.1016\/j.cnsns.2020.105528","volume":"93","author":"D Conte","year":"2021","unstructured":"Conte, D., D\u2019Ambrosio, R., Paternoster, B.: Improved $$\\theta $$-methods for stochastic Volterra integral equations. Commun. Nonlinear Sci. Numer. Simul. 93, 105528 (2021). https:\/\/doi.org\/10.1016\/j.cnsns.2020.105528","journal-title":"Commun. Nonlinear Sci. Numer. Simul."},{"key":"15_CR15","doi-asserted-by":"publisher","DOI":"10.1016\/j.cnsns.2022.106334","volume":"109","author":"D Conte","year":"2022","unstructured":"Conte, D., Frasca-Caccia, G.: Exponentially fitted methods that preserve conservation laws. Commun. Nonlinear Sci. Numer. Simul. 109, 106334 (2022). https:\/\/doi.org\/10.1016\/j.cnsns.2022.106334","journal-title":"Commun. Nonlinear Sci. Numer. Simul."},{"issue":"4","key":"15_CR16","doi-asserted-by":"publisher","first-page":"49","DOI":"10.1007\/s10444-023-10049-9","volume":"49","author":"D Conte","year":"2023","unstructured":"Conte, D., Frasca-Caccia, G.: Exponentially fitted methods with a local energy conservation law. Adv. Comput. Math. 49(4), 49 (2023). https:\/\/doi.org\/10.1007\/s10444-023-10049-9","journal-title":"Adv. Comput. Math."},{"issue":"2","key":"15_CR17","doi-asserted-by":"publisher","first-page":"34","DOI":"10.1007\/s10915-024-02579-1","volume":"100","author":"D Conte","year":"2024","unstructured":"Conte, D., Gonz\u00e1lez-Pinto, S., Hern\u00e1ndez-Abreu, D., Pagano, G.: On approximate matrix factorization and TASE W-methods for the time integration of parabolic partial differential equations. J. Sci. Comput. 100(2), 34 (2024). https:\/\/doi.org\/10.1007\/s10915-024-02579-1","journal-title":"J. Sci. Comput."},{"issue":"5","key":"15_CR18","doi-asserted-by":"publisher","first-page":"65","DOI":"10.14658\/pupj-drna-2022-5-7","volume":"15","author":"D Conte","year":"2022","unstructured":"Conte, D., Guarino, N., Pagano, G., Paternoster, B.: Positivity-preserving and elementary stable nonstandard method for a COVID-19 SIR model. Dolomites Res. Notes Approx. 15(5), 65\u201377 (2022). https:\/\/doi.org\/10.14658\/pupj-drna-2022-5-7","journal-title":"Dolomites Res. Notes Approx."},{"issue":"3","key":"15_CR19","doi-asserted-by":"publisher","first-page":"219","DOI":"10.1134\/S1995423922030041","volume":"15","author":"D Conte","year":"2022","unstructured":"Conte, D., Guarino, N., Pagano, G., Paternoster, B.: On the advantages of nonstandard finite difference discretizations for differential problems. Numer. Anal. Appl. 15(3), 219\u2013235 (2022). https:\/\/doi.org\/10.1134\/S1995423922030041","journal-title":"Numer. Anal. Appl."},{"key":"15_CR20","unstructured":"Conte,D., Iscaro,S., Pagano,G., Paternoster,B.: Adapted numerical modeling for fake news diffusion on social networks. Submitted"},{"issue":"6","key":"15_CR21","doi-asserted-by":"publisher","first-page":"A3628","DOI":"10.1137\/24M1631869","volume":"46","author":"D Conte","year":"2024","unstructured":"Conte, D., Martin-Vaquero, J., Pagano, G., Paternoster, B.: Stability theory of TASE\u2013Runge\u2013Kutta methods with inexact Jacobian. SIAM J. Sci. Comput. 46(6), A3628\u2013A3657 (2024). https:\/\/doi.org\/10.1137\/24M1631869","journal-title":"SIAM J. Sci. Comput."},{"key":"15_CR22","doi-asserted-by":"publisher","DOI":"10.1016\/j.cam.2022.114790","volume":"419","author":"D Conte","year":"2023","unstructured":"Conte, D., Pagano, G., Paternoster, B.: Nonstandard finite differences numerical methods for a vegetation reaction\u2013diffusion model. J. Comput. Appl. Math. 419, 114790 (2023). https:\/\/doi.org\/10.1016\/j.cam.2022.114790","journal-title":"J. Comput. Appl. Math."},{"issue":"4","key":"15_CR23","doi-asserted-by":"publisher","first-page":"140","DOI":"10.1007\/s40314-022-01844-z","volume":"41","author":"D Conte","year":"2022","unstructured":"Conte, D., Pagano, G., Paternoster, B.: Two-step peer methods with equation-dependent coefficients. Comput. Appl. Math. 41(4), 140 (2022). https:\/\/doi.org\/10.1007\/s40314-022-01844-z","journal-title":"Comput. Appl. Math."},{"key":"15_CR24","doi-asserted-by":"publisher","DOI":"10.1016\/j.cnsns.2023.107136","volume":"119","author":"D Conte","year":"2023","unstructured":"Conte, D., Pagano, G., Paternoster, B.: Time-accurate and highly-stable explicit peer methods for stiff differential problems. Commun. Nonlinear Sci. Numer. Simul. 119, 107136 (2023). https:\/\/doi.org\/10.1016\/j.cnsns.2023.107136","journal-title":"Commun. Nonlinear Sci. Numer. Simul."},{"key":"15_CR25","doi-asserted-by":"publisher","unstructured":"D\u2019Ambrosio, R.: Numerical Approximation of Ordinary Differential Problems: From Deterministic to Stochastic Numerical Methods. Springer (2023). https:\/\/doi.org\/10.1007\/978-3-031-31343-1","DOI":"10.1007\/978-3-031-31343-1"},{"key":"15_CR26","doi-asserted-by":"publisher","unstructured":"D\u2019Ambrosio, R., D\u00edaz de Alba, P., Giordano, G., Paternoster, B.: A modified SEIR model: stiffness analysis and application to the diffusion of fake news. In: Gervasi, O., Murgante, B., Hendrix, E.M.T., Taniar, D., Apduhan, B.O. (eds.) ICCSA, 90-103, Springer International Publishing (2022). https:\/\/doi.org\/10.1007\/978-3-031-10522-7_7","DOI":"10.1007\/978-3-031-10522-7_7"},{"key":"15_CR27","doi-asserted-by":"publisher","DOI":"10.1016\/j.cnsns.2020.105671","volume":"96","author":"R D\u2019Ambrosio","year":"2021","unstructured":"D\u2019Ambrosio, R., Di Giovacchino, S.: Mean-square contractivity of stochastic theta-methods. Comm. Nonlin. Sci. Numer. Simul. 96, 105671 (2021). https:\/\/doi.org\/10.1016\/j.cnsns.2020.105671","journal-title":"Comm. Nonlin. Sci. Numer. Simul."},{"key":"15_CR28","doi-asserted-by":"publisher","DOI":"10.1016\/j.cnsns.2020.105549","volume":"94","author":"R D\u2019Ambrosio","year":"2021","unstructured":"D\u2019Ambrosio, R., Di Giovacchino, S.: Nonlinear stability issues for stochastic Runge-Kutta methods. Comm. Nonlin. Sci. Numer. Simul. 94, 105549 (2021). https:\/\/doi.org\/10.1016\/j.cnsns.2020.105549","journal-title":"Comm. Nonlin. Sci. Numer. Simul."},{"key":"15_CR29","doi-asserted-by":"publisher","DOI":"10.1016\/j.amc.2023.128488","volume":"467","author":"R D\u2019Ambrosio","year":"2024","unstructured":"D\u2019Ambrosio, R., Di Giovacchino, S.: Strong backward error analysis of symplectic integrators for stochastic Hamiltonian systems. Appl. Math. Comput. 467, 128488 (2024). https:\/\/doi.org\/10.1016\/j.amc.2023.128488","journal-title":"Appl. Math. Comput."},{"issue":"2","key":"15_CR30","doi-asserted-by":"publisher","first-page":"A257","DOI":"10.1137\/21M1458612","volume":"45","author":"R D\u2019Ambrosio","year":"2023","unstructured":"D\u2019Ambrosio, R., Di Giovacchino, S.: Long-term analysis of stochastic Hamiltonian systems under time discretizations. SIAM J. Sci. Comput. 45(2), A257\u2013A288 (2023). https:\/\/doi.org\/10.1137\/21M1458612","journal-title":"SIAM J. Sci. Comput."},{"key":"15_CR31","doi-asserted-by":"publisher","DOI":"10.1016\/j.cam.2022.114967","volume":"424","author":"R D\u2019Ambrosio","year":"2023","unstructured":"D\u2019Ambrosio, R., Di Giovacchino, S.: Numerical conservation issues for the stochastic Korteweg-de Vries equation. J. Comput. Appl. Math. 424, 114967 (2023). https:\/\/doi.org\/10.1016\/j.cam.2022.114967","journal-title":"J. Comput. Appl. Math."},{"issue":"9","key":"15_CR32","doi-asserted-by":"publisher","first-page":"222","DOI":"10.3390\/fi13090222","volume":"13","author":"R D\u2019Ambrosio","year":"2021","unstructured":"D\u2019Ambrosio, R., Giordano, G., Mottola, S., Paternoster, B.: Stiffness analysis to predict the spread out of fake information. Future Internet 13(9), 222 (2021). https:\/\/doi.org\/10.3390\/fi13090222","journal-title":"Future Internet"},{"key":"15_CR33","doi-asserted-by":"publisher","DOI":"10.1016\/j.aml.2021.107223","volume":"120","author":"R D\u2019Ambrosio","year":"2021","unstructured":"D\u2019Ambrosio, R., Giordano, G., Paternoster, B., Ventola, A.: Perturbative analysis of stochastic Hamiltonian problems under time discretizations. Appl. Math. Lett. 120, 107223 (2021). https:\/\/doi.org\/10.1016\/j.aml.2021.107223","journal-title":"Appl. Math. Lett."},{"issue":"10","key":"15_CR34","doi-asserted-by":"publisher","first-page":"1361","DOI":"10.1016\/j.apnum.2012.06.012","volume":"62","author":"R D\u2019Ambrosio","year":"2012","unstructured":"D\u2019Ambrosio, R., Izzo, G., Jackiewicz, Z.: Search for highly stable two-step Runge-Kutta methods for ODEs. Appl. Numer. Math. 62(10), 1361\u20131379 (2012). https:\/\/doi.org\/10.1016\/j.apnum.2012.06.012","journal-title":"Appl. Numer. Math."},{"key":"15_CR35","doi-asserted-by":"publisher","first-page":"255","DOI":"10.46300\/9106.2020.14.37","volume":"14","author":"G Giordano","year":"2020","unstructured":"Giordano, G., Mottola, S., Paternoster, B.: A short review of some mathematical methods to detect fake news. Circuits Syst. Signal Process 14, 255\u2013265 (2020). https:\/\/doi.org\/10.46300\/9106.2020.14.37","journal-title":"Circuits Syst. Signal Process"},{"key":"15_CR36","doi-asserted-by":"publisher","DOI":"10.1016\/j.cam.2019.112515","volume":"387","author":"R D\u2019Ambrosio","year":"2021","unstructured":"D\u2019Ambrosio, R., Paternoster, B.: Multivalue collocation methods free from order reduction. J. Comput. Appl. Math. 387, 112515 (2021). https:\/\/doi.org\/10.1016\/j.cam.2019.112515","journal-title":"J. Comput. Appl. Math."},{"key":"15_CR37","doi-asserted-by":"publisher","DOI":"10.1016\/j.cam.2024.116330","volume":"458","author":"G Frasca-Caccia","year":"2025","unstructured":"Frasca-Caccia, G.: Finite difference schemes with non polynomial local conservation laws. J. Comput. Appl. Math. 458, 116330 (2025). https:\/\/doi.org\/10.1016\/j.cam.2024.116330","journal-title":"J. Comput. Appl. Math."},{"issue":"2","key":"15_CR38","doi-asserted-by":"publisher","first-page":"477","DOI":"10.1007\/s10208-021-09511-1","volume":"22","author":"G Frasca-Caccia","year":"2022","unstructured":"Frasca-Caccia, G., Hydon, P.E.: A new technique for preserving conservation laws. Found. Comput. Math. 22(2), 477\u2013506 (2022). https:\/\/doi.org\/10.1007\/s10208-021-09511-1","journal-title":"Found. Comput. Math."},{"issue":"2","key":"15_CR39","doi-asserted-by":"publisher","first-page":"1294","DOI":"10.1093\/imanum\/dry087","volume":"40","author":"G Frasca-Caccia","year":"2020","unstructured":"Frasca-Caccia, G., Hydon, P.E.: Simple bespoke preservation of two conservation laws. IMA J. Numer. Anal. 40(2), 1294\u20131329 (2020). https:\/\/doi.org\/10.1093\/imanum\/dry087","journal-title":"IMA J. Numer. Anal."},{"key":"15_CR40","doi-asserted-by":"publisher","DOI":"10.1016\/j.amc.2021.126203","volume":"403","author":"G Frasca-Caccia","year":"2021","unstructured":"Frasca-Caccia, G., Hydon, P.E.: Numerical preservation of multiple local conservation laws. Appl. Math. Comput. 403, 126203 (2021). https:\/\/doi.org\/10.1016\/j.amc.2021.126203","journal-title":"Appl. Math. Comput."},{"issue":"2","key":"15_CR41","doi-asserted-by":"publisher","first-page":"307","DOI":"10.3934\/jcd.2019015","volume":"6","author":"G Frasca-Caccia","year":"2019","unstructured":"Frasca-Caccia, G., Hydon, P.E.: Locally conservative finite difference schemes for the modified KdV equation. J. Comput. Dyn. 6(2), 307\u2013323 (2019). https:\/\/doi.org\/10.3934\/jcd.2019015","journal-title":"J. Comput. Dyn."},{"issue":"1","key":"15_CR42","doi-asserted-by":"publisher","first-page":"11","DOI":"10.1007\/s10915-023-02324-0","volume":"97","author":"G Frasca-Caccia","year":"2023","unstructured":"Frasca-Caccia, G., Singh, P.: Optimal parameters for numerical solvers of PDEs. J. Sci. Comput. 97(1), 11 (2023). https:\/\/doi.org\/10.1007\/s10915-023-02324-0","journal-title":"J. Sci. Comput."},{"key":"15_CR43","doi-asserted-by":"publisher","first-page":"27","DOI":"10.1051\/mmnp\/2023031","volume":"18","author":"G Frasca-Caccia","year":"2023","unstructured":"Frasca-Caccia, G., Valentino, C., Colace, F., Conte, D.: An overview of differential models for corrosion of cultural heritage artefacts. Math. Model. Nat. Phenom. 18, 27 (2023). https:\/\/doi.org\/10.1051\/mmnp\/2023031","journal-title":"Math. Model. Nat. Phenom."},{"key":"15_CR44","doi-asserted-by":"publisher","first-page":"129","DOI":"10.1016\/j.apnum.2023.03.007","volume":"188","author":"S Gonz\u00e1lez-Pinto","year":"2023","unstructured":"Gonz\u00e1lez-Pinto, S., Hern\u00e1ndez-Abreu, D., Pagano, G., P\u00e9rez-Rodr\u00edguez, S.: Generalized TASE-RK methods for stiff problems. Appl. Numer. Math. 188, 129\u2013145 (2023). https:\/\/doi.org\/10.1016\/j.apnum.2023.03.007","journal-title":"Appl. Numer. Math."},{"issue":"6380","key":"15_CR45","doi-asserted-by":"publisher","first-page":"1094","DOI":"10.1126\/science.aao2998","volume":"359","author":"D Lazer","year":"2018","unstructured":"Lazer, D., et al.: The science of fake news. Science 359(6380), 1094\u20131096 (2018). https:\/\/doi.org\/10.1126\/science.aao2998","journal-title":"Science"},{"issue":"1","key":"15_CR46","doi-asserted-by":"publisher","DOI":"10.1016\/j.jjimei.2021.100053","volume":"2","author":"M Mahdikhani","year":"2022","unstructured":"Mahdikhani, M.: Predicting the popularity of tweets by analyzing public opinion and emotions in different stages of Covid-19 pandemic. Int. J. Inf. Manage. Data Insights 2(1), 100053 (2022). https:\/\/doi.org\/10.1016\/j.jjimei.2021.100053","journal-title":"Int. J. Inf. Manage. Data Insights"},{"key":"15_CR47","doi-asserted-by":"publisher","unstructured":"Maleki, M., Mead, E., Arani, M., Agarwal, N.: Using an epidemiological model to study the spread of misinformation during the black lives matter movement. Preprint arXiv:2103.12191 (2021). https:\/\/doi.org\/10.48550\/arXiv.2103.12191","DOI":"10.48550\/arXiv.2103.12191"},{"key":"15_CR48","series-title":"Texts in Applied Mathematics","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4899-7612-3","volume-title":"An Introduction to Mathematical Epidemiology","author":"M Martcheva","year":"2015","unstructured":"Martcheva, M.: An Introduction to Mathematical Epidemiology. TAM, vol. 61. Springer, Boston, MA (2015). https:\/\/doi.org\/10.1007\/978-1-4899-7612-3"},{"key":"15_CR49","doi-asserted-by":"publisher","unstructured":"Millevoi, C., Pasetto, D., Ferronato, M.: A physics-informed neural network approach for compartmental epidemiological models. PLoS Comput. Biol. 20(9),e1012387 (2024). https:\/\/doi.org\/10.1371\/journal.pcbi.1012387","DOI":"10.1371\/journal.pcbi.1012387"},{"key":"15_CR50","doi-asserted-by":"publisher","unstructured":"Muhlmeyer, M., Agarwal, S.: Information Spread in a Social Media Age: Modeling and Control. CRC Press (2021). https:\/\/doi.org\/10.1201\/9780429263842","DOI":"10.1201\/9780429263842"},{"key":"15_CR51","doi-asserted-by":"publisher","first-page":"156","DOI":"10.1016\/j.apnum.2024.08.023","volume":"207","author":"G Pagano","year":"2025","unstructured":"Pagano, G.: Stabilized explicit peer methods with parallelism across the stages for stiff problems. Appl. Numer. Math. 207, 156\u2013173 (2025). https:\/\/doi.org\/10.1016\/j.apnum.2024.08.023","journal-title":"Appl. Numer. Math."},{"key":"15_CR52","series-title":"UNITEXT","doi-asserted-by":"publisher","first-page":"373","DOI":"10.1007\/978-88-470-3953-7_9","volume-title":"Calcolo Scientifico","author":"A Quarteroni","year":"2017","unstructured":"Quarteroni, A., Saleri, F., Gervasio, P.: Metodi numerici per problemi ai limiti stazionari ed evolutivi. In: Calcolo Scientifico. U, vol. 105, pp. 373\u2013433. Springer, Milano (2017). https:\/\/doi.org\/10.1007\/978-88-470-3953-7_9"},{"key":"15_CR53","doi-asserted-by":"publisher","unstructured":"Treibert, S. M.: Mathematical Modelling and Nonstandard Schemes for the Corona Virus Pandemic. Springer Spektrum (2021). https:\/\/doi.org\/10.1007\/978-3-658-35932-4","DOI":"10.1007\/978-3-658-35932-4"},{"key":"15_CR54","doi-asserted-by":"publisher","first-page":"541","DOI":"10.1016\/j.matcom.2024.10.043","volume":"230","author":"C Valentino","year":"2025","unstructured":"Valentino, C., Pagano, G., Conte, D., Paternoster, B., Colace, F., Casillo, M.: Step-by-step time discrete physics-informed neural networks with application to a sustainability PDE model. Math. Comput. Simul. 230, 541\u2013558 (2025). https:\/\/doi.org\/10.1016\/j.matcom.2024.10.043","journal-title":"Math. Comput. Simul."},{"key":"15_CR55","doi-asserted-by":"publisher","unstructured":"Wang, H., Wang, F., Xu, K.: Modeling information diffusion in online social networks with partial differential equations, vol. 7. Springer Nature (2020). https:\/\/doi.org\/10.1007\/978-3-030-38852-2","DOI":"10.1007\/978-3-030-38852-2"}],"container-title":["Lecture Notes in Computer Science","Computational Science and Its Applications \u2013 ICCSA 2025 Workshops"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-97589-9_15","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,29]],"date-time":"2026-04-29T10:16:53Z","timestamp":1777457813000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-97589-9_15"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,6,28]]},"ISBN":["9783031975882","9783031975899"],"references-count":55,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-97589-9_15","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,6,28]]},"assertion":[{"value":"28 June 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"The authors have no competing interests to declare that\u00a0are relevant to the content of this article.","order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Disclosure of Interests"}},{"value":"ICCSA","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Computational Science and Its Applications","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Istanbul","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"T\u00fcrkiye","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2025","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"30 June 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"3 July 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"25","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"iccsa2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/iccsa.org\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}