{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,19]],"date-time":"2026-06-19T21:52:25Z","timestamp":1781905945960,"version":"3.54.5"},"reference-count":23,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2026,2,1]],"date-time":"2026-02-01T00:00:00Z","timestamp":1769904000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2026,2,1]],"date-time":"2026-02-01T00:00:00Z","timestamp":1769904000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2026,2,1]],"date-time":"2026-02-01T00:00:00Z","timestamp":1769904000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-017"},{"start":{"date-parts":[[2026,2,1]],"date-time":"2026-02-01T00:00:00Z","timestamp":1769904000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"},{"start":{"date-parts":[[2026,2,1]],"date-time":"2026-02-01T00:00:00Z","timestamp":1769904000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-012"},{"start":{"date-parts":[[2026,2,1]],"date-time":"2026-02-01T00:00:00Z","timestamp":1769904000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,2,1]],"date-time":"2026-02-01T00:00:00Z","timestamp":1769904000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-004"}],"funder":[{"DOI":"10.13039\/501100003141","name":"SECIHTI","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100003141","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Spatial and Spatio-temporal Epidemiology"],"published-print":{"date-parts":[[2026,2]]},"DOI":"10.1016\/j.sste.2026.100784","type":"journal-article","created":{"date-parts":[[2026,2,6]],"date-time":"2026-02-06T16:33:09Z","timestamp":1770395589000},"page":"100784","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":1,"special_numbering":"C","title":["Topological data analysis for cluster-based dengue forecasting in Mexico"],"prefix":"10.1016","volume":"56","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-2470-3136","authenticated-orcid":false,"given":"J.A.","family":"Mart\u00ednez-Cadena","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"issue":"8","key":"10.1016\/j.sste.2026.100784_b1","first-page":"1","article-title":"Persistence Images: A Stable Vector Representation of Persistent Homology","volume":"18","author":"Adams","year":"2017","journal-title":"J. Mach. Learn. Res."},{"issue":"5","key":"10.1016\/j.sste.2026.100784_b2","doi-asserted-by":"crossref","first-page":"1515","DOI":"10.4269\/ajtmh.21-0409","article-title":"Cluster analysis of dengue morbidity and mortality in mexico from 2007 to 2020: implications for the probable case definition","volume":"106","author":"Baak-Baak","year":"2022","journal-title":"Am. J. Trop. Med. Hyg."},{"issue":"7","key":"10.1016\/j.sste.2026.100784_b3","doi-asserted-by":"crossref","first-page":"719","DOI":"10.1109\/34.865189","article-title":"Assessing a Mixture Model for Clustering with the Integrated Completed Likelihood","volume":"22","author":"Biernacki","year":"2000","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"issue":"1","key":"10.1016\/j.sste.2026.100784_b4","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1080\/03610927408827101","article-title":"A Dendrite Method for Cluster Analysis","volume":"3","author":"Cali\u0144ski","year":"1974","journal-title":"Commun. Stat. \u2013 Theory Methods"},{"issue":"2","key":"10.1016\/j.sste.2026.100784_b5","doi-asserted-by":"crossref","first-page":"224","DOI":"10.1109\/TPAMI.1979.4766909","article-title":"A Cluster Separation Measure","author":"Davies","year":"1979","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell. PAMI-1"},{"key":"10.1016\/j.sste.2026.100784_b6","series-title":"Computational Topology: An Introduction","author":"Edelsbrunner","year":"2010"},{"key":"10.1016\/j.sste.2026.100784_b7","unstructured":"Direcci\u00f3n General de Epidemiolog\u00eda, Secretar\u00edadeSalud (M\u00e9xico), 2026. Datos Abiertos: Bases Hist\u00f3ricas de Enfermedades Transmitidas por Vector. Disponible en https:\/\/www.gob.mx\/salud\/documentos\/datos-abiertos-bases-historicas-de-enfermedades-transmitidas-por-vector."},{"issue":"7","key":"10.1016\/j.sste.2026.100784_b8","doi-asserted-by":"crossref","first-page":"653","DOI":"10.1016\/j.arcmed.2018.01.003","article-title":"20 Years Spatial-Temporal Analysis of Dengue Fever and Hemorrhagic Fever in Mexico","volume":"48","author":"Hern\u00e1ndez-Gayt\u00e1n","year":"2017","journal-title":"Arch. Med. Res."},{"key":"10.1016\/j.sste.2026.100784_b9","series-title":"Negative Binomial Regression","author":"Hilbe","year":"2011"},{"issue":"1","key":"10.1016\/j.sste.2026.100784_b10","doi-asserted-by":"crossref","first-page":"193","DOI":"10.1007\/BF01908075","article-title":"Comparing Partitions","volume":"2","author":"Hubert","year":"1985","journal-title":"J. Classification"},{"issue":"4","key":"10.1016\/j.sste.2026.100784_b11","doi-asserted-by":"crossref","first-page":"679","DOI":"10.1016\/j.ijforecast.2006.03.001","article-title":"Another Look at Measures of Forecast Accuracy","volume":"22","author":"Hyndman","year":"2006","journal-title":"Int. J. Forecast."},{"key":"10.1016\/j.sste.2026.100784_b12","doi-asserted-by":"crossref","DOI":"10.1016\/j.actatropica.2025.107769","article-title":"Comparative stability analysis of mixed clustering algorithms for Malaysian dengue epidemiology using topological descriptors","volume":"270","author":"Jie","year":"2025","journal-title":"Acta Trop."},{"issue":"1\u20132","key":"10.1016\/j.sste.2026.100784_b13","doi-asserted-by":"crossref","first-page":"83","DOI":"10.1002\/nav.3800020109","article-title":"The Hungarian Method for the Assignment Problem","volume":"2","author":"Kuhn","year":"1955","journal-title":"Nav. Res. Logist. Q."},{"key":"10.1016\/j.sste.2026.100784_b14","doi-asserted-by":"crossref","first-page":"46514","DOI":"10.1109\/ACCESS.2025.3548558","article-title":"A Topological-Indicators-Based k-Means Clustering Algorithm and Its Application in Time Series Data: A Case Study on Sea Level Variability in Peninsular Malaysia","volume":"13","author":"Lin","year":"2025","journal-title":"In IEEE Access"},{"key":"10.1016\/j.sste.2026.100784_b15","doi-asserted-by":"crossref","first-page":"32","DOI":"10.1007\/s44408-025-00027-9","article-title":"Topological Attention-Based Convolution Neural Networks in Analyzing and Predicting Particulate Matter Pollution Level.","volume":"25","author":"Lin","year":"2025","journal-title":"Aerosol Air Qual. Res."},{"key":"10.1016\/j.sste.2026.100784_b16","series-title":"Generalized Linear Models","author":"McCullagh","year":"1989"},{"issue":"5","key":"10.1016\/j.sste.2026.100784_b17","doi-asserted-by":"crossref","DOI":"10.1371\/journal.pone.0324754","article-title":"Spatial patterns and clustering of dengue incidence in Mexico: Analysis of Moran\u2019s index across 2471 municipalities from 2022 to 2024","volume":"20","author":"Mendoza-Cano","year":"2025","journal-title":"PLOS ONE"},{"key":"10.1016\/j.sste.2026.100784_b18","doi-asserted-by":"crossref","first-page":"174","DOI":"10.1016\/j.actatropica.2017.01.001","article-title":"Spatio-temporal and neighborhood characteristics of two dengue outbreaks in two arid cities of Mexico","volume":"167","author":"Reyes-Castro","year":"2017","journal-title":"Acta Trop."},{"key":"10.1016\/j.sste.2026.100784_b19","doi-asserted-by":"crossref","first-page":"53","DOI":"10.1016\/0377-0427(87)90125-7","article-title":"Silhouettes: A Graphical Aid to the Interpretation and Validation of Cluster Analysis","volume":"20","author":"Rousseeuw","year":"1987","journal-title":"J. Comput. Appl. Math."},{"issue":"8","key":"10.1016\/j.sste.2026.100784_b20","doi-asserted-by":"crossref","DOI":"10.1371\/journal.pone.0196047","article-title":"Prediction of dengue outbreaks in Mexico based on entomological, meteorological and demographic data","volume":"13","author":"S\u00e1nchez-Gonz\u00e1lez","year":"2018","journal-title":"PLOS ONE"},{"issue":"2","key":"10.1016\/j.sste.2026.100784_b21","doi-asserted-by":"crossref","first-page":"461","DOI":"10.1214\/aos\/1176344136","article-title":"Estimating the Dimension of a Model","volume":"6","author":"Schwarz","year":"1978","journal-title":"Ann. Statist."},{"key":"10.1016\/j.sste.2026.100784_b22","series-title":"NASA POWER project: Data access viewer and API","author":"Stackhouse","year":"2024"},{"key":"10.1016\/j.sste.2026.100784_b23","first-page":"583","article-title":"Cluster Ensembles \u2014 A Knowledge Reuse Framework for Combining Multiple Partitions","volume":"3","author":"Strehl","year":"2002","journal-title":"J. Mach. Learn. Res."}],"container-title":["Spatial and Spatio-temporal Epidemiology"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1877584526000031?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1877584526000031?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,2,19]],"date-time":"2026-02-19T17:02:59Z","timestamp":1771520579000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S1877584526000031"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,2]]},"references-count":23,"alternative-id":["S1877584526000031"],"URL":"https:\/\/doi.org\/10.1016\/j.sste.2026.100784","relation":{},"ISSN":["1877-5845"],"issn-type":[{"value":"1877-5845","type":"print"}],"subject":[],"published":{"date-parts":[[2026,2]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Topological data analysis for cluster-based dengue forecasting in Mexico","name":"articletitle","label":"Article Title"},{"value":"Spatial and Spatio-temporal Epidemiology","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.sste.2026.100784","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2026 Elsevier Ltd. All rights are reserved, including those for text and data mining, AI training, and similar technologies.","name":"copyright","label":"Copyright"}],"article-number":"100784"}}