{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,26]],"date-time":"2025-11-26T05:09:51Z","timestamp":1764133791679,"version":"build-2065373602"},"reference-count":38,"publisher":"Springer Science and Business Media LLC","issue":"11","license":[{"start":{"date-parts":[[2025,8,9]],"date-time":"2025-08-09T00:00:00Z","timestamp":1754697600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,8,9]],"date-time":"2025-08-09T00:00:00Z","timestamp":1754697600000},"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":["Int. J. Mach. Learn. &amp; Cyber."],"published-print":{"date-parts":[[2025,11]]},"DOI":"10.1007\/s13042-025-02762-2","type":"journal-article","created":{"date-parts":[[2025,8,9]],"date-time":"2025-08-09T05:49:25Z","timestamp":1754718565000},"page":"9429-9440","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Automatic avian parasitic egg identification from pertinent visual features using hybrid machine learning models"],"prefix":"10.1007","volume":"16","author":[{"given":"Najib","family":"Ben Aoun","sequence":"first","affiliation":[]},{"given":"Wiem","family":"Nhidi","sequence":"additional","affiliation":[]},{"given":"Ridha","family":"Ejbali","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2025,8,9]]},"reference":[{"issue":"1","key":"2762_CR1","doi-asserted-by":"publisher","first-page":"75","DOI":"10.3356\/JRR-21-16","volume":"56","author":"CP Coddington","year":"2022","unstructured":"Coddington CP, Dove CJ, Luther DA (2022) Microscopic analysis of the plumulaceous feather characteristics of Cathartiformes and Accipitriformes in North America. J Raptor Res 56(1):75\u201388","journal-title":"J Raptor Res"},{"key":"2762_CR2","first-page":"83","volume":"6","author":"B Silva","year":"2010","unstructured":"Silva B, Correia J, Nunes F, Tavares P, Varum H, Pinto J (2010) Bird nest construction-lessons for building with earth. WSEAS Trans Environ Dev 6:83\u201392","journal-title":"WSEAS Trans Environ Dev"},{"issue":"6","key":"2762_CR3","doi-asserted-by":"publisher","first-page":"169","DOI":"10.3390\/genes8060169","volume":"8","author":"L Dal\u00e9n","year":"2017","unstructured":"Dal\u00e9n L, Lagerholm VK, Nylander JA, Barton N, Bochenski ZM, Tomek T, Rudling D, Ericson PG, Irestedt M, Stewart JR (2017) Identifying bird remains using ancient DNA barcoding. Genes 8(6):169","journal-title":"Genes"},{"key":"2762_CR4","doi-asserted-by":"crossref","unstructured":"Nhidi W, Ejbali R, Dahmen H (2020) An intelligent approach to identify parasitic eggs from a slender-Billed\u2019s nest. In: Twelfth international conference on machine vision (ICMV 2019). International Society for Optics and Photonics, Amsterdam, vol 11433, p 1143309","DOI":"10.1117\/12.2558685"},{"key":"2762_CR5","doi-asserted-by":"crossref","unstructured":"Nhidi W, Chokri M, Ejbali R (2020) Wavelet feature with CNN for identifying parasitic egg from a slender-Billed\u2019s nest. In: Abraham A, Hanne T, Castillo O, Gandhi N, Nogueira Rios T, Hong TP (eds) International conference on hybrid intelligent systems. Springer, pp 365\u2013374","DOI":"10.1007\/978-3-030-73050-5_37"},{"key":"2762_CR6","doi-asserted-by":"crossref","unstructured":"Nhidi W, Ben Aoun N, Ejbali R (2023) Ensemble machine learning-based egg parasitism identification for endangered bird conservation. In: 15th international conference on computational collective intelligence. Springer, Communications in Computer and Information Science, pp 364\u2013375","DOI":"10.1007\/978-3-031-41774-0_29"},{"key":"2762_CR7","doi-asserted-by":"publisher","first-page":"37194","DOI":"10.1109\/ACCESS.2023.3267083","volume":"11","author":"W Nhidi","year":"2023","unstructured":"Nhidi W, Aoun NB, Ejbali R (2023) Deep learning-based parasitic egg identification from a slender-billed gull\u2019s nest. IEEE Access 11:37194\u201337202. https:\/\/doi.org\/10.1109\/ACCESS.2023.3267083","journal-title":"IEEE Access"},{"issue":"3","key":"2762_CR8","doi-asserted-by":"publisher","first-page":"383","DOI":"10.1017\/S1464793106007044","volume":"81","author":"R Kilner","year":"2006","unstructured":"Kilner R (2006) The evolution of egg colour and patterning in birds. Biol Rev 81(3):383\u2013406","journal-title":"Biol Rev"},{"issue":"1769","key":"2762_CR9","doi-asserted-by":"publisher","first-page":"20180197","DOI":"10.1098\/rstb.2018.0197","volume":"374","author":"MC Stoddard","year":"2019","unstructured":"Stoddard MC, Hogan BG, Stevens M, Spottiswoode CN (2019) Higher-level pattern features provide additional information to birds when recognizing and rejecting parasitic eggs. Philos Trans R Soc B 374(1769):20180197","journal-title":"Philos Trans R Soc B"},{"issue":"3","key":"2762_CR10","doi-asserted-by":"publisher","first-page":"281","DOI":"10.1504\/IJDATS.2011.041335","volume":"3","author":"M Maalouf","year":"2011","unstructured":"Maalouf M (2011) Logistic regression in data analysis: an overview. Int J Data Anal Tech Strateg 3(3):281\u2013299","journal-title":"Int J Data Anal Tech Strateg"},{"issue":"1","key":"2762_CR11","doi-asserted-by":"publisher","first-page":"4117","DOI":"10.1038\/ncomms5117","volume":"5","author":"MC Stoddard","year":"2014","unstructured":"Stoddard MC, Kilner RM, Town C (2014) Pattern recognition algorithm reveals how birds evolve individual egg pattern signatures. Nat Commun 5(1):4117","journal-title":"Nat Commun"},{"key":"2762_CR12","doi-asserted-by":"publisher","first-page":"91","DOI":"10.1023\/B:VISI.0000029664.99615.94","volume":"60","author":"DG Lowe","year":"2004","unstructured":"Lowe DG (2004) Distinctive image features from scale-invariant keypoints. Int J Comput Vis 60:91\u2013110","journal-title":"Int J Comput Vis"},{"issue":"19","key":"2762_CR13","doi-asserted-by":"publisher","first-page":"8672","DOI":"10.1073\/pnas.0910486107","volume":"107","author":"CN Spottiswoode","year":"2010","unstructured":"Spottiswoode CN, Stevens M (2010) Visual modeling shows that avian host parents use multiple visual cues in rejecting parasitic eggs. Proc Natl Acad Sci 107(19):8672\u20138676","journal-title":"Proc Natl Acad Sci"},{"key":"2762_CR14","doi-asserted-by":"crossref","unstructured":"Steinwart I, Chistmann A (2008) Support vector machines. In: Information science and statistics. Springer, New York, p 603","DOI":"10.1007\/978-0-387-77242-4"},{"key":"2762_CR15","first-page":"0248021","volume":"16","author":"J Gomez","year":"2021","unstructured":"Gomez J, Gordoi O (2021) Egg recognition: the importance of quantifying multiple repeatable features as visual identity signals. Pone 16:0248021","journal-title":"Pone"},{"issue":"1","key":"2762_CR16","doi-asserted-by":"publisher","first-page":"33","DOI":"10.1093\/zoolinnean\/zlab051","volume":"195","author":"M \u0160ulc","year":"2022","unstructured":"\u0160ulc M, Hughes AE, Troscianko J, \u0160t\u011btkov\u00e1 G, Proch\u00e1zka P, Po\u017egayov\u00e1 M, Pi\u00e1lek L, Pi\u00e1lkov\u00e1 R, Brl\u00edk V, Honza M (2022) Automatic identification of bird females using egg phenotype. Zool J Linn Soc 195(1):33\u201344","journal-title":"Zool J Linn Soc"},{"key":"2762_CR17","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1023\/A:1010933404324","volume":"45","author":"L Breiman","year":"2001","unstructured":"Breiman L (2001) Random forests. Mach Learn 45:5\u201332","journal-title":"Mach Learn"},{"key":"2762_CR18","doi-asserted-by":"publisher","first-page":"155","DOI":"10.1023\/A:1023648531542","volume":"35","author":"M Weeks","year":"2003","unstructured":"Weeks M, Bayoumi M (2003) Discrete wavelet transform: architectures, design and performance issues. J VLSI Signal Process Syst Signal Image Video Technol 35:155\u2013178","journal-title":"J VLSI Signal Process Syst Signal Image Video Technol"},{"key":"2762_CR19","doi-asserted-by":"publisher","first-page":"136","DOI":"10.1007\/978-3-031-64776-5_14","volume-title":"Intelligent systems design and applications","author":"W Nhidi","year":"2024","unstructured":"Nhidi W, Ben Aoun N, Ejbali R (2024) Brood parasitism identification using a deep learning model with mish activation function. In: Abraham A, Bajaj A, Hanne T (eds) Intelligent systems design and applications. Springer, Cham, pp 136\u2013145"},{"key":"2762_CR20","doi-asserted-by":"publisher","unstructured":"Saifullah S, Khaliduzzaman A (2022) In: Khaliduzzaman A (ed) Imaging technology in egg and poultry research. Springer, Singapore, pp 127\u2013142. https:\/\/doi.org\/10.1007\/978-981-19-2556-6sps8","DOI":"10.1007\/978-981-19-2556-6sps8"},{"key":"2762_CR21","doi-asserted-by":"publisher","unstructured":"Saifullah S, Dre\u017cewski R (2022) Non-destructive egg fertility detection in incubation using SVM classifier based on GLCM parameters. Procedia Comput Sci 207:3254\u20133263. https:\/\/doi.org\/10.1016\/j.procs.2022.09.383. Knowledge-based and intelligent information & engineering systems: proceedings of the 26th international conference KES2022","DOI":"10.1016\/j.procs.2022.09.383"},{"issue":"2","key":"2762_CR22","doi-asserted-by":"publisher","first-page":"175","DOI":"10.26555\/jiteki.v8i2.23724","volume":"8","author":"S Saifullah","year":"2022","unstructured":"Saifullah S, Drezewski R, Khaliduzzaman A, Tolentino LK, Ilyos R (2022) K-means segmentation based-on lab color space for embryo detection in incubated egg. Jurnal Ilmiah Teknik Elektro Komputer dan Informatika 8(2):175\u2013185. https:\/\/doi.org\/10.26555\/jiteki.v8i2.23724","journal-title":"Jurnal Ilmiah Teknik Elektro Komputer dan Informatika"},{"key":"2762_CR23","doi-asserted-by":"publisher","first-page":"781","DOI":"10.1007\/s00138-016-0789-z","volume":"27","author":"A ElAdel","year":"2016","unstructured":"ElAdel A, Ejbali R, Zaied M, Ben Amar C (2016) A hybrid approach for content-based image retrieval based on fast beta wavelet network and fuzzy decision support system. Mach Vis Appl 27:781\u2013799","journal-title":"Mach Vis Appl"},{"issue":"06","key":"2762_CR24","doi-asserted-by":"publisher","first-page":"923","DOI":"10.1142\/S0219691311004389","volume":"9","author":"M Zaied","year":"2011","unstructured":"Zaied M, Said S, Jemai O, Ben Amar C (2011) A novel approach for face recognition based on fast learning algorithm and wavelet network theory. Int J Wavelets Multiresolut Inf Process 9(06):923\u2013945","journal-title":"Int J Wavelets Multiresolut Inf Process"},{"issue":"01","key":"2762_CR25","doi-asserted-by":"publisher","first-page":"111","DOI":"10.1142\/S0219691311003967","volume":"9","author":"O Jemai","year":"2011","unstructured":"Jemai O, Zaied M, Ben Amar C, Alimi A (2011) Pyramidal hybrid approach: wavelet network with OLS algorithm-based image classification. Int J Wavelets Multiresolut Inf Process 9(01):111\u2013130","journal-title":"Int J Wavelets Multiresolut Inf Process"},{"issue":"4","key":"2762_CR26","doi-asserted-by":"publisher","first-page":"502","DOI":"10.1111\/jav.01117","volume":"48","author":"J G\u00f3mez","year":"2016","unstructured":"G\u00f3mez J, Li\u00f1\u00e1n-Cembrano G (2016) SpotEgg: an image-processing tool for automatised analysis of colouration and spottiness. J Avian Biol 48(4):502\u2013512","journal-title":"J Avian Biol"},{"issue":"4","key":"2762_CR27","doi-asserted-by":"crossref","first-page":"502","DOI":"10.1111\/jav.01117","volume":"48","author":"G Li\u00f1\u00e1n-Cembrano","year":"2017","unstructured":"Li\u00f1\u00e1n-Cembrano G, G\u00f3mez J (2017) SpotEgg: measuring coloration and patterning. J Avian Biol 48(4):502\u2013512","journal-title":"J Avian Biol"},{"key":"2762_CR28","doi-asserted-by":"crossref","unstructured":"Dietterich TG (2000) Ensemble methods in machine learning. In: Multiple classifier systems: first international workshop. MCS 2000 Cagliari, Italy, June 21\u201323, 2000 Proceedings 1. Springer, USA, pp 1\u201315","DOI":"10.1007\/3-540-45014-9_1"},{"issue":"10","key":"2762_CR29","doi-asserted-by":"publisher","first-page":"933","DOI":"10.1038\/nmeth.4438","volume":"14","author":"N Altman","year":"2017","unstructured":"Altman N, Krzywinski M (2017) Ensemble methods: bagging and random forests. Nat Methods 14(10):933\u2013935","journal-title":"Nat Methods"},{"key":"2762_CR30","unstructured":"Brownlee J (2021) Ensemble learning algorithms with python: make better predictions with bagging, boosting, and stacking. Machine Learning Mastery"},{"key":"2762_CR31","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1109\/TGRS.2020.3039534","volume":"60","author":"W Wei","year":"2021","unstructured":"Wei W, Xu S, Zhang L, Zhang J, Zhang Y (2021) Boosting hyperspectral image classification with unsupervised feature learning. IEEE Trans Geosci Remote Sens 60:1\u201315","journal-title":"IEEE Trans Geosci Remote Sens"},{"key":"2762_CR32","doi-asserted-by":"crossref","unstructured":"Agarwal C, Sharma A (2011) Image understanding using decision tree based machine learning. In: ICIMU 2011: proceedings of the 5th international conference on information technology & multimedia. IEEE, Kuala Lumpur, Malaysia, pp 1\u20138","DOI":"10.1109\/ICIMU.2011.6122757"},{"key":"2762_CR33","doi-asserted-by":"crossref","unstructured":"Bi Z-J, Han Y-Q, Huang C-Q, Wang M (2019) Gaussian Naive Bayesian data classification model based on clustering algorithm. In: 2019 international conference on modeling. analysis, simulation technologies and applications (MASTA 2019). Atlantis Press, China, pp 396\u2013400","DOI":"10.2991\/masta-19.2019.67"},{"issue":"4","key":"2762_CR34","first-page":"351","volume":"63","author":"MA Chokri","year":"2008","unstructured":"Chokri MA, Sadoul N, Medhioub K, Bechet A (2008) Analyse comparative de la richesse avifaunistique du salin de sfax dans le contexte tunisien et m\u00e9diterran\u00e9en. Revue d\u2019\u00e9cologie 63(4):351\u2013369","journal-title":"Revue d\u2019\u00e9cologie"},{"issue":"1","key":"2762_CR35","doi-asserted-by":"publisher","first-page":"13","DOI":"10.2989\/00306525.2012.659226","volume":"83","author":"MA Chokri","year":"2012","unstructured":"Chokri MA, Selmi S (2012) Nesting phenology and breeding performance of the slender-billed gull Chroicocephalus genei in Sfax Salina, Tunisia. Ostrich 83(1):13\u201318","journal-title":"Ostrich"},{"issue":"2","key":"2762_CR36","doi-asserted-by":"publisher","first-page":"1821","DOI":"10.1007\/s11760-023-02887-3","volume":"18","author":"NN Chaibi","year":"2024","unstructured":"Chaibi NN, Aoun B, Zaied M (2024) Image super resolution boosting using beta wavelet. SIViP 18(2):1821\u20131831. https:\/\/doi.org\/10.1007\/s11760-023-02887-3","journal-title":"SIViP"},{"issue":"6","key":"2762_CR37","doi-asserted-by":"publisher","first-page":"92","DOI":"10.3390\/technologies12060092","volume":"12","author":"N Ben Aoun","year":"2024","unstructured":"Ben Aoun N (2024) A review of automatic pain assessment from facial information using machine learning. Technologies 12(6):92. https:\/\/doi.org\/10.3390\/technologies12060092","journal-title":"Technologies"},{"issue":"1","key":"2762_CR38","doi-asserted-by":"publisher","first-page":"75","DOI":"10.3233\/IDA-140697","volume":"19","author":"M Mejdoub","year":"2015","unstructured":"Mejdoub M, Ben Aoun N, Ben Amar C (2015) Bag of frequent subgraphs approach for image classification. Intell Data Anal 19(1):75\u201388","journal-title":"Intell Data Anal"}],"container-title":["International Journal of Machine Learning and Cybernetics"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s13042-025-02762-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s13042-025-02762-2\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s13042-025-02762-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,11,7]],"date-time":"2025-11-07T11:24:33Z","timestamp":1762514673000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s13042-025-02762-2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,8,9]]},"references-count":38,"journal-issue":{"issue":"11","published-print":{"date-parts":[[2025,11]]}},"alternative-id":["2762"],"URL":"https:\/\/doi.org\/10.1007\/s13042-025-02762-2","relation":{},"ISSN":["1868-8071","1868-808X"],"issn-type":[{"type":"print","value":"1868-8071"},{"type":"electronic","value":"1868-808X"}],"subject":[],"published":{"date-parts":[[2025,8,9]]},"assertion":[{"value":"25 October 2024","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"22 July 2025","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"9 August 2025","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare that they have no Conflict of interest to report regarding the present study.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}