{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,10]],"date-time":"2026-06-10T15:19:57Z","timestamp":1781104797723,"version":"3.54.1"},"reference-count":54,"publisher":"IGI Global Scientific Publishing","issue":"3","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2017,7,1]]},"abstract":"<p>In the last years, the volume of information is growing faster than ever before, moving from small to huge, structured to unstructured datasets like text, image, audio and video. The purpose of processing the data is aimed to extract relevant information on trends, challenges and opportunities; all these studies with large volumes of data. The increase in the power of parallel computing enabled the use of Machine Learning (ML) techniques to take advantage of the processing capabilities offered by new architectures on large volumes of data. For this reason, it is necessary to find mechanisms that allow classify and organize them to facilitate to the users the extraction of the required information. The processing of these data requires the use of classification techniques that will be reviewed. This work analyzes different studies carried out on the use of ML for processing large volumes of data (Big Multimedia Data) and proposes a classification, using as criteria, the hardware infrastructures used in works of machine learning parallel approaches applied to large volumes of data.<\/p>","DOI":"10.4018\/ijcvip.2017070105","type":"journal-article","created":{"date-parts":[[2017,8,28]],"date-time":"2017-08-28T08:08:59Z","timestamp":1503907739000},"page":"54-64","source":"Crossref","is-referenced-by-count":3,"title":["A Review of Infrastructures to Process Big Multimedia Data"],"prefix":"10.4018","volume":"7","author":[{"given":"Jaime","family":"Salvador","sequence":"first","affiliation":[{"name":"Universidad Central del Ecuador, Quito, Ecuador"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zoila","family":"Ruiz","sequence":"additional","affiliation":[{"name":"Universidad Central del Ecuador, Quito, Ecuador"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jose","family":"Garcia-Rodriguez","sequence":"additional","affiliation":[{"name":"University of Alicante, Alicante, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"2432","reference":[{"key":"IJCVIP.2017070105-0","doi-asserted-by":"publisher","DOI":"10.1016\/j.bdr.2015.04.001"},{"key":"IJCVIP.2017070105-1","doi-asserted-by":"publisher","DOI":"10.1016\/j.bdr.2016.07.002"},{"key":"IJCVIP.2017070105-2","doi-asserted-by":"publisher","DOI":"10.1145\/2723372.2742797"},{"key":"IJCVIP.2017070105-3","doi-asserted-by":"crossref","unstructured":"Athinarayanan, S. &. (2016). Classification of cervical cancer cells in PAP smear screening test. ICTACT Journal on Image and Video Processing, 6(4), 1234-1238.","DOI":"10.21917\/ijivp.2016.0179"},{"key":"IJCVIP.2017070105-4","first-page":"489","article-title":"Static and dynamic big data partitioning on apache spark.","volume":"27","author":"M.Bertolucci","year":"2016","journal-title":"Advances in Parallel Computing"},{"key":"IJCVIP.2017070105-5","unstructured":"Borthakur, D. (2008). HDFS architecture guide. Hadoop Apache Project."},{"key":"IJCVIP.2017070105-6","doi-asserted-by":"crossref","unstructured":"Castillo, S. J., Fern\u00e1ndez, J. R., & Sotos, L. G. (2010). Algorithms of Machine Learning for K-Clustering. Trends in Practical Applications of Agents and Multiagent Systems, 71, 443-452.","DOI":"10.1007\/978-3-642-12433-4_53"},{"key":"IJCVIP.2017070105-7","first-page":"104","article-title":"Fast Support Vector Machine Training and Classification on Graphics Processors.","author":"B.Catanzaro","year":"2008","journal-title":"Machine Learning"},{"key":"IJCVIP.2017070105-8","doi-asserted-by":"publisher","DOI":"10.1186\/s40537-015-0029-9"},{"key":"IJCVIP.2017070105-9","first-page":"137","article-title":"MapReduce: Simplied Data Processing on Large Clusters.","author":"J.Dean","year":"2004","journal-title":"Proceedings of 6th Symposium on Operating Systems Design and Implementation"},{"key":"IJCVIP.2017070105-10","first-page":"412","article-title":"ViennaCL---Linear Algebra Library for Multi- and Many-Core Architectures.","author":"D.Demidov","year":"2013","journal-title":"SIAM Journal on Scientific Computing"},{"key":"IJCVIP.2017070105-11","doi-asserted-by":"publisher","DOI":"10.1145\/2481244.2481246"},{"key":"IJCVIP.2017070105-12","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijinfomgt.2014.10.007"},{"key":"IJCVIP.2017070105-13","doi-asserted-by":"crossref","unstructured":"Ghemawat, S., Gobioff, H., & Leung, S.-t. (2003). Google File System.","DOI":"10.1145\/945445.945450"},{"key":"IJCVIP.2017070105-14","doi-asserted-by":"crossref","unstructured":"Guller, M. (2015). Big Data Analytics with Spark.","DOI":"10.1007\/978-1-4842-0964-6"},{"key":"IJCVIP.2017070105-15","article-title":"Effective Selection of Machine Learning Algorithms for Big Data Analytics Using Apache Spark.","author":"M. M.Hafez","year":"2016","journal-title":"Proceedings of the International Conference on Intelligent Systems"},{"key":"IJCVIP.2017070105-16","doi-asserted-by":"publisher","DOI":"10.1007\/s11192-016-1945-y"},{"key":"IJCVIP.2017070105-17","unstructured":"He, Q., Li, N., Luo, W. J., & Shi, Z. Z. (2014). A survey of machine learning for big data processing. Moshi Shibie yu Rengong Zhineng [Pattern Recognition and Artificial Intelligence], 27, 327-336."},{"key":"IJCVIP.2017070105-18","doi-asserted-by":"publisher","DOI":"10.1016\/j.neunet.2015.08.011"},{"key":"IJCVIP.2017070105-19","author":"A.Holmes","year":"2015","journal-title":"Hadoop in Practice"},{"key":"IJCVIP.2017070105-20","first-page":"10","article-title":"Hadoop and memcached: Performance and power characterization and analysis. Journal of Cloud Computing: Advances","volume":"1(1)","author":"J.Issa","year":"2012","journal-title":"Systems and Applications"},{"key":"IJCVIP.2017070105-21","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2015.04.025"},{"key":"IJCVIP.2017070105-22","first-page":"571","article-title":"Crime Data Analysis Using Pig with Hadoop.","volume":"78","author":"A.Jain","year":"2016","journal-title":"Physics Procedia"},{"key":"IJCVIP.2017070105-23","doi-asserted-by":"publisher","DOI":"10.1007\/s10586-014-0400-1"},{"key":"IJCVIP.2017070105-24","doi-asserted-by":"publisher","DOI":"10.1016\/j.cosrev.2015.05.002"},{"key":"IJCVIP.2017070105-25","doi-asserted-by":"publisher","DOI":"10.1109\/ICACCS.2013.6938728"},{"key":"IJCVIP.2017070105-26","unstructured":"Kirk, D., & Hwu, W.-M. W. (2010). Programming Massively Parallel Processors: A Hands-on Approach."},{"key":"IJCVIP.2017070105-27","unstructured":"Kraska, T., Talwalkar, A., Duchi, J., Griffith, R., Franklin, M., & Jordan, M. (2013). MLbase: A Distributed Machine-learning System. In Proceedings of the6th Biennial Conference on Innovative Data Systems Research (CIDR'13)."},{"key":"IJCVIP.2017070105-28","doi-asserted-by":"publisher","DOI":"10.1186\/s40537-015-0032-1"},{"key":"IJCVIP.2017070105-29","first-page":"1","article-title":"MLlib","volume":"17","author":"X.Meng","year":"2016","journal-title":"Machine Learning in Apache Spark."},{"key":"IJCVIP.2017070105-30","unstructured":"Mishra, N. K. (2016). An overview of melanoma detection in dermoscopy images using image processing and machine learning."},{"key":"IJCVIP.2017070105-31","doi-asserted-by":"publisher","DOI":"10.1023\/A:1024016609528"},{"key":"IJCVIP.2017070105-32","unstructured":"Muja, M. &. (2009). Fast approximate nearest neighbors with automatic algorithm configuration. VISAPP, 1(2), 331-340."},{"key":"IJCVIP.2017070105-33","unstructured":"Mujeeb, S., & Naidu, L. (2015). A Relative Study on Big Data Applications and Techniques. International Journal of Engineering and Innovative Technology, 4(10), 133-138."},{"key":"IJCVIP.2017070105-34","first-page":"17737","article-title":"Scheduling algorithms in big data: a survey.","volume":"5","author":"D. S.Nagina","year":"2016","journal-title":"International Journal Of Engineering And Computer Science"},{"key":"IJCVIP.2017070105-35","doi-asserted-by":"publisher","DOI":"10.1016\/j.bdr.2016.02.002"},{"key":"IJCVIP.2017070105-36","first-page":"48","article-title":"On big data stream processing.","volume":"3(8)","author":"D.Namiot","year":"2015","journal-title":"International Journal of Open Information Technologies"},{"key":"IJCVIP.2017070105-37","doi-asserted-by":"crossref","unstructured":"Nguyen, T. T., & Armitage, G. (2008). A survey of techniques for internet traffic classification using machine learning. IEEE Communications Surveys & Tutorials, 10(4), 56-76.","DOI":"10.1109\/SURV.2008.080406"},{"key":"IJCVIP.2017070105-38","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-19027-3_3"},{"key":"IJCVIP.2017070105-39","author":"S.Owen","year":"2012","journal-title":"Mahout in Action"},{"key":"IJCVIP.2017070105-40","doi-asserted-by":"publisher","DOI":"10.1186\/s40537-016-0041-8"},{"key":"IJCVIP.2017070105-41","unstructured":"Ram\u00edrez-Gallego, S., Mouri\u00f1o-Tal\u00edn, H., Mart\u00ednez-Rego, D., Bol\u00f3n-Canedo, V., Benitez, J. M., Alonso-Betanzos, A., & Herrera, F. (2015). Un Framework de Selecci\u00f3n de Caracter\u00edsticas basado en la Teor\u00eda de la Informaci\u00f3n para Big Data sobre Apache Spark."},{"key":"IJCVIP.2017070105-42","doi-asserted-by":"crossref","unstructured":"Rashidi, A. S. (2016). An analogy between various machine-learning techniques for detecting construction materials in digital images. KSCE Journal of Civil Engineering, 20(4), 1178-1188.","DOI":"10.1007\/s12205-015-0726-0"},{"key":"IJCVIP.2017070105-43","doi-asserted-by":"crossref","unstructured":"Saecker, M., & Markl, V. (2013). Big data analytics on modern hardware architectures: A technology survey. In Business Intelligence, LNBIP (Vol. 138, pp. 125-149.","DOI":"10.1007\/978-3-642-36318-4_6"},{"key":"IJCVIP.2017070105-44","doi-asserted-by":"publisher","DOI":"10.1007\/s41060-016-0027-9"},{"key":"IJCVIP.2017070105-45","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2015.04.091"},{"key":"IJCVIP.2017070105-46","unstructured":"Sarath, T. N. (2014). A Study on Hyperspectral Remote Sensing. In Proceedings of theInternational Conference on Information and Communication Technologies (pp. 5-8)."},{"key":"IJCVIP.2017070105-47","first-page":"45","article-title":"Case study evaluation of mahout as a recommender platform.","author":"C. E.Seminario","year":"2012","journal-title":"Proceedings of the CEUR Workshop"},{"key":"IJCVIP.2017070105-48","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-37134-9_3"},{"key":"IJCVIP.2017070105-49","doi-asserted-by":"publisher","DOI":"10.1186\/s40537-014-0008-6"},{"key":"IJCVIP.2017070105-50","doi-asserted-by":"publisher","DOI":"10.1186\/s40537-016-0051-6"},{"key":"IJCVIP.2017070105-51","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2008.128"},{"key":"IJCVIP.2017070105-52","doi-asserted-by":"publisher","DOI":"10.1145\/2487294.2487328"},{"key":"IJCVIP.2017070105-53","unstructured":"Zaharia, M., Chowdhury, M., Franklin, M. J., Shenker, S., & Stoica, I. (2010). Spark: Cluster Computing with Working Sets. In Proceedings of the 2nd USENIX conference on Hot topics in Cloud Computing HotCloud'10."}],"container-title":["International Journal of Computer Vision and Image Processing"],"original-title":[],"language":"ng","link":[{"URL":"https:\/\/www.igi-global.com\/viewtitle.aspx?TitleId=188761","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,5,6]],"date-time":"2022-05-06T20:11:48Z","timestamp":1651867908000},"score":1,"resource":{"primary":{"URL":"https:\/\/services.igi-global.com\/resolvedoi\/resolve.aspx?doi=10.4018\/IJCVIP.2017070105"}},"subtitle":[""],"short-title":[],"issued":{"date-parts":[[2017,7,1]]},"references-count":54,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2017,7]]}},"URL":"https:\/\/doi.org\/10.4018\/ijcvip.2017070105","relation":{},"ISSN":["2155-6997","2155-6989"],"issn-type":[{"value":"2155-6997","type":"print"},{"value":"2155-6989","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017,7,1]]}}}