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Referensi mencakup algoritma pembelajaran seperti Support Vector Machines, K-Nearest Neighbors, K-Means, regresi linier, dan integrasi penilaian manusia dalam forecasting. Selain itu, rujukan juga membahas konsep statistik dan metrik evaluasi, termasuk korelasi serta perbandingan penggunaan metrik kesalahan pada analisis regresi. Materi rujukan ini mendukung penyusunan pendekatan peramalan berbasis data untuk konteks pertanian dan produksi gula semut.",{"@graph":63,"@context":112},[64,81,103],{"@type":65,"itemListElement":66},"BreadcrumbList",[67,72,75,78],{"item":68,"name":69,"@type":70,"position":71},"https://docshare.wps.com","Home","ListItem",1,{"item":73,"name":9,"@type":70,"position":74},"https://docshare.wps.com/id/document/",2,{"item":76,"name":31,"@type":70,"position":77},"https://docshare.wps.com/id/document/penelitian-laporan/",3,{"item":79,"name":59,"@type":70,"position":80},"https://docshare.wps.com/id/document/forecasting-the-harvest-volume-of-aren-palm-sap-for-ikm-ant-sugar-using-machine-learning-algorithms-references/127275/",4,{"url":79,"name":59,"@type":82,"image":83,"author":88,"headline":59,"publisher":91,"fileFormat":94,"inLanguage":57,"description":61,"dateModified":95,"datePublished":96,"encodingFormat":94,"isAccessibleForFree":97,"interactionStatistic":98},"DigitalDocument",{"url":84,"@type":85,"width":86,"height":87},"https://docshare.wps.com/thumbnails/forecasting-the-harvest-volume-of-aren-palm-sap-for-ikm-ant-sugar-using-machine-learning-algorithms-references/127275.png","ImageObject",300,407,{"name":89,"@type":90},"Quinn","Person",{"url":68,"name":92,"@type":93},"DocShare","Organization","application/pdf","2026-09-20","2026-08-05",true,{"@type":99,"interactionType":100,"userInteractionCount":102},"InteractionCounter",{"@type":101},"ViewAction",5,{"@type":104,"mainEntity":105},"FAQPage",[106],{"name":107,"@type":108,"acceptedAnswer":109},"Apakah daftar pustaka ini juga menyinggung korelasi dalam analisis?","Question",{"text":110,"@type":111},"Ya. Ada rujukan mengenai perbedaan uji korelasi Pearson, Spearman, dan Kendall Tau untuk menganalisis kejadian, serta hubungan antara koefisien korelasi Pearson dan distance correlation.","Answer","https://schema.org",{"og:url":79,"og:type":114,"og:title":59,"og:site_name":92,"og:description":61},"article",{"robots":116,"canonical":79},"index,follow",{"doc_id":118,"site_id":56},127275,1785938030,{"code":4,"msg":5,"data":121},{"doc_id":118,"user_id":122,"nickname":89,"user_avatar":123,"doc_module":4,"category_id":30,"category_name":31,"doc_title":59,"doc_description":61,"doc_content":124,"file_id":125,"file_url":126,"file_type":127,"file_size":128,"view_count":102,"is_deleted":4,"is_public":71,"is_downloadable":71,"audit_status":71,"page_count":129,"language":130,"language_code":57,"site_id":56,"html_lang":57,"table_of_contents":131,"faqs":132,"seo_title":133,"seo_description":61,"update_tm":119,"read_time":134},2336475104736,"https://ap-avatar.wpscdn.com/avatar/22000c4c5e0e5b17e70?x-image-process=image/resize,m_fixed,w_180,h_180&k=1786591360781797222","DAFTAR PUSTAKA  \nAbe, S. (2010) . Support Vector Machines for Pattern Classification (2nd ed.) . Springer. [https://doi.org/10.1007/978-1-84996-098-4](https://doi.org/10.1007/978-1-84996-098-4)  \nAbirami, S., & Chitra, P. (2020) . Energy-efficient edge based real-time healthcare  \nsupport system. In Advances in Computers (Vol. 117, pp. 339–368) .  \nElsevier. [https://doi.org/10.1016/bs.adcom.2019.09.007](https://doi.org/10.1016/bs.adcom.2019.09.007)  \nApriza, C., & Julian, I. (2022) . Perbedaan Uji Korelasi Pearson Spearman dan  \nKendall Tau dalam Menganalisis Kejadian. Jurnal Endurance, 6(1), 51–58.  \n[https://doi.org/10.22216/jen.v6i1.137](https://doi.org/10.22216/jen.v6i1.137)  \nArvan, M., Fahimnia, B., Reisi, M., & Siemsen, E. (2019) . Integrating human  \njudgement into quantitative forecasting methods: A review. Omega, 86,  \n237–252. [https://doi.org/10.1016/j.omega.2018.07.012](https://doi.org/10.1016/j.omega.2018.07.012)  \nAwad, M., & Khanna, R. (2015). Efficient Learning Machines: Theories, Concepts,  \nand Applications for Engineers and System Designers. Apress Media.  \nAziz, M. F., Defiyanti, S., & Sari, B. N. (2018) . Perbandingan Algoritma CART  \ndan K-Nearest Neighbor untuk Prediksi Luas Lahan Panen Tanaman Padi  \ndi Kabupaten Karawang. 9.  \nAzrahwati, Nusrang, M., Aidid, M. K., & Rais, Z. (2022) . K-Means Cluster  \nAnalysis for Grouping Districts in South Sulawesi Province Based on  \nVillage Potential. ARRUS Journal of Mathematics and Applied Science, 2(2), 73–82. [https://doi.org/10.35877/mathscience739](https://doi.org/10.35877/mathscience739)  \nBazrafshan, O., Ehteram, M., Dashti Latif, S., Feng Huang, Y., Yenn Teo, F., Najah Ahmed, A., & El-Shafie, A. (2022) . Predicting crop yields using a new robust Bayesian averaging model based on multiple hybrid ANFIS andMLP  \nmodels. Ain Shams Engineering Journal, 13(5), 101724. [https://doi.org/10.1016/j.asej.2022.101724](https://doi.org/10.1016/j.asej.2022.101724)  \nBen-Hur, A., Ong, C. S., Sonnenburg, S., Schölkopf, B., & Rätsch, G. (2008) . Support Vector Machines and Kernels for Computational Biology. PLoS  \nComputational Biology, 4(10), e1000173 .  \n[https://doi.org/10.1371/journal.pcbi.1000173](https://doi.org/10.1371/journal.pcbi.1000173)  \nBishop, C., & Nasrabadi, N. (2006) . Pattern Recognition and Machine Learning  \n(1st ed.) . Springer Science & Business Media.  \n[https://www.microsoft.com/en-us/research/uploads/prod/2006/01/Bishop](https://www.microsoft.com/en-us/research/uploads/prod/2006/01/Bishop)  \nPattern-Recognition-and-Machine-Learning-2006.pdf  \nBoser, B. E., Guyon, I. M., & Vapnik, V. N. (1992). A training algorithm for optimal  \nmargin classifiers. Proceedings of the Fifth Annual Workshop on  \nComputational Learning Theory, 144–152.  \n[https://doi.org/10.1145/130385.130401](https://doi.org/10.1145/130385.130401)  \nBurton, A. L. (2021) . OLS (Linear) Regression. In J. C. Barnes & D. R. Forde  \n(Eds.), The Encyclopedia of Research Methods in Criminology and  \nCriminal Justice (1st ed., pp. 509–514) . Wiley.  \n[https://doi.org/10.1002/9781119111931.ch104](https://doi.org/10.1002/9781119111931.ch104)  \nCedric, L. S., Adoni, W. Y. H., Aworka, R., Zoueu, J. T., Mutombo, F. K., Krichen,  \nM., & Kimpolo, C. L. M. (2022) . Crops yield prediction based on machine  \nlearning models: Case of West African countries.  \nChicco, D., Warrens, M. J., & Jurman, G. (2021) . The coefficient of determination R-squared is more informative than SMAPE, MAE, MAPE, MSE and  \nRMSE in regression analysis evaluation. PeerJ Computer Science, 7, e623 . [https://doi.org/10.7717/peerj-cs.623](https://doi.org/10.7717/peerj-cs.623)  \nCortes, C., & Vapnik, V. (1995) . Support-vector networks. Machine Learning, 20(3), 273–297. [https://doi.org/10.1007/BF00994018](https://doi.org/10.1007/BF00994018)  \nCramer, E. Y., Huang, Y., Wang, Y., Ray, E. L., Cornell, M., Bracher, J., Brennen,  \nA., Rivadeneira, A. J. C., Gerding, A., House, K., Jayawardena, D., Kanji,  \nA. H., Khandelwal, A., Le,","cbCaibGjmgEjGFUZ","https://ap.wps.com/l/cbCaibGjmgEjGFUZ","pdf",241805,9,"Indonesian","# Daftar Pustaka\n## Metode Machine Learning untuk Peramalan dan Klasifikasi\n## Regresi, Korelasi, dan Evaluasi Kinerja Model","[{\"question\":\"Apakah daftar pustaka ini juga menyinggung korelasi dalam analisis?\",\"answer\":\"Ya. Ada rujukan mengenai perbedaan uji korelasi Pearson, Spearman, dan Kendall Tau untuk menganalisis kejadian, serta hubungan antara koefisien korelasi Pearson dan distance correlation.\"}]","Peramalan Volume Panen Air Nira Aren, IKM Gula Semut - Menggunakan Algoritma Machine Learning - Daftar Pustaka | PDF",14]