{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,6,19]],"date-time":"2025-06-19T04:46:59Z","timestamp":1750308419818,"version":"3.41.0"},"publisher-location":"New York, NY, USA","reference-count":22,"publisher":"ACM","license":[{"start":{"date-parts":[[2018,12,27]],"date-time":"2018-12-27T00:00:00Z","timestamp":1545868800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2018,12,27]]},"DOI":"10.1145\/3309129.3309133","type":"proceedings-article","created":{"date-parts":[[2019,3,25]],"date-time":"2019-03-25T12:18:36Z","timestamp":1553516316000},"page":"52-59","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":22,"title":["Breast Cancer Prediction Using Spark MLlib and ML Packages"],"prefix":"10.1145","author":[{"given":"Phan Duy","family":"Hung","sequence":"first","affiliation":[{"name":"FPT University, Hanoi, Vietnam"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Tran Duc","family":"Hanh","sequence":"additional","affiliation":[{"name":"FPT University, Hanoi, Vietnam"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Vu Thu","family":"Diep","sequence":"additional","affiliation":[{"name":"Hanoi University of Science and Technology, Hanoi, Vietnam"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2018,12,27]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"crossref","unstructured":"Hwa H. L. Kuo W. H. Chang L. Y. et al. 2008. Prediction of breast cancer and lymph node metastatic status with tumour markers using logistic regression models. J Eval Clin Pract. 2008 Apr;14(2):275--80.  Hwa H. L. Kuo W. H. Chang L. Y. et al. 2008. Prediction of breast cancer and lymph node metastatic status with tumour markers using logistic regression models. J Eval Clin Pract. 2008 Apr;14(2):275--80.","DOI":"10.1111\/j.1365-2753.2007.00849.x"},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"crossref","unstructured":"Cris\u00f3stomo J. Matafome P. Santos-Silva D. et al. 2016. Hyperresistinemia and metabolic dysregulation: a risky crosstalk in obese breast cancer. Endocrine. 2016 Aug;53(2):433--42.  Cris\u00f3stomo J. Matafome P. Santos-Silva D. et al. 2016. Hyperresistinemia and metabolic dysregulation: a risky crosstalk in obese breast cancer. Endocrine. 2016 Aug;53(2):433--42.","DOI":"10.1007\/s12020-016-0893-x"},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"crossref","unstructured":"Patr\u00edcio M. Pereira J. Cris\u00f3stomo J. et al. 2018. Using resistin glucose age and BMI to predict the presence of breast cancer. BMC Cancer. 2018 Jan 4;18(1):29.  Patr\u00edcio M. Pereira J. Cris\u00f3stomo J. et al. 2018. Using resistin glucose age and BMI to predict the presence of breast cancer. BMC Cancer. 2018 Jan 4;18(1):29.","DOI":"10.1186\/s12885-017-3877-1"},{"key":"e_1_3_2_1_4_1","doi-asserted-by":"crossref","unstructured":"Cruz J. A. & Wishart D. S. 2006. Applications of machine learning in cancer prediction and prognosis. Cancer Inform. 2006; 2: 59--77.  Cruz J. A. & Wishart D. S. 2006. Applications of machine learning in cancer prediction and prognosis. Cancer Inform. 2006; 2: 59--77.","DOI":"10.1177\/117693510600200030"},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"crossref","unstructured":"Gayathri B.M Sumathi C.P. Santhanam T. 2013. Breast cancer diagnosis using machine learning algorithms - a survey. International Journal of Distributed and Parallel systems. 2013 May;4(3).  Gayathri B.M Sumathi C.P. Santhanam T. 2013. Breast cancer diagnosis using machine learning algorithms - a survey. International Journal of Distributed and Parallel systems. 2013 May;4(3).","DOI":"10.5121\/ijdps.2013.4309"},{"key":"e_1_3_2_1_6_1","volume-title":"AIP Conference Proceedings","volume":"1644","author":"De Mauro A.","year":"2015"},{"key":"e_1_3_2_1_7_1","unstructured":"Witten I. Frank E. Hall M. et al. 2016. Data Mining: Practical Machine Learning Tools and Technique 4th Edition.   Witten I. Frank E. Hall M. et al. 2016. Data Mining: Practical Machine Learning Tools and Technique 4th Edition."},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1109\/JSTARS.2016.2547020"},{"key":"e_1_3_2_1_9_1","first-page":"1","volume-title":"2016 IEEE\/ACIS 15th International Conference on Computer and Information Science (ICIS)","author":"Liu T.","year":"2016"},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.14778\/2824032.2824080"},{"key":"e_1_3_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4842-3579-9_8"},{"key":"e_1_3_2_1_12_1","unstructured":"Patr\u00edcio M. Pereira J. Cris\u00f3stomo J. et al. 2018. Breast Cancer Coimbra Data Set.  Patr\u00edcio M. Pereira J. Cris\u00f3stomo J. et al. 2018. Breast Cancer Coimbra Data Set."},{"key":"e_1_3_2_1_13_1","unstructured":"'The pandas project' 2018. {Online}. Available: http:\/\/pandas.pydata.org\/pandas-docs\/stable\/  'The pandas project' 2018. {Online}. Available: http:\/\/pandas.pydata.org\/pandas-docs\/stable\/"},{"key":"e_1_3_2_1_14_1","unstructured":"'Matplotlib' 2018. {Online}. Available: https:\/\/matplotlib.org\/2.2.3\/index.html  'Matplotlib' 2018. {Online}. Available: https:\/\/matplotlib.org\/2.2.3\/index.html"},{"key":"e_1_3_2_1_15_1","first-page":"355","article-title":"Semi-supervised self-training for decision tree classifiers","volume":"2017","author":"Tanha J.","year":"2015","journal-title":"International Journal of Machine Learning and Cybernetics"},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.5555\/1643275.1643308"},{"key":"e_1_3_2_1_17_1","unstructured":"'PySpark' 2018. {Online}. Available: https:\/\/spark.apache.org\/docs\/2.3.0\/api\/python\/pyspark.ml.html  'PySpark' 2018. {Online}. Available: https:\/\/spark.apache.org\/docs\/2.3.0\/api\/python\/pyspark.ml.html"},{"key":"e_1_3_2_1_18_1","unstructured":"'PySpark' 2018. {Online}. Available: https:\/\/spark.apache.org\/docs\/latest\/ml-features.html  'PySpark' 2018. {Online}. Available: https:\/\/spark.apache.org\/docs\/latest\/ml-features.html"},{"key":"e_1_3_2_1_19_1","unstructured":"'PySpark' 2018. {Online}. Available: https:\/\/spark.apache.org\/docs\/2.3.0\/api\/python\/_modules\/pyspark\/ml\/evaluation.html.  'PySpark' 2018. {Online}. Available: https:\/\/spark.apache.org\/docs\/2.3.0\/api\/python\/_modules\/pyspark\/ml\/evaluation.html."},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1145\/3232651.3232660"},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1145\/3232651.3232661"},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"crossref","unstructured":"Hung P. D. Linh D. Q. 2019. Implementing an android application for automatic vietnamese business card recognition. Pattern Recognition and Image Analysis ISSN 1054--6618 29 (1) 203--213.  Hung P. D. Linh D. Q. 2019. Implementing an android application for automatic vietnamese business card recognition. Pattern Recognition and Image Analysis ISSN 1054--6618 29 (1) 203--213.","DOI":"10.1134\/S1054661819010188"}],"event":{"name":"ICBRA '18: 2018 5th International Conference on Bioinformatics Research and Applications","sponsor":["City University of Hong Kong City University of Hong Kong"],"location":"Hong Kong Hong Kong","acronym":"ICBRA '18"},"container-title":["Proceedings of the 2018 5th International Conference on Bioinformatics Research and Applications"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3309129.3309133","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3309129.3309133","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T17:49:22Z","timestamp":1750268962000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3309129.3309133"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,12,27]]},"references-count":22,"alternative-id":["10.1145\/3309129.3309133","10.1145\/3309129"],"URL":"https:\/\/doi.org\/10.1145\/3309129.3309133","relation":{},"subject":[],"published":{"date-parts":[[2018,12,27]]},"assertion":[{"value":"2018-12-27","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}