TY - JOUR AU - Manogaran, G. AU - Lopez, D. PY - 2018 DA - 2018// TI - Health data analytics using scalable logistic regression with stochastic gradient descent JO - Int J Adv Intell Paradigms VL - 10 UR - https://doi.org/10.1504/IJAIP.2018.089494 DO - 10.1504/IJAIP.2018.089494 ID - Manogaran2018 ER - TY - JOUR AU - Hu, H. AU - Wen, Y. AU - Chua, T. -. S. AU - Li, X. PY - 2014 DA - 2014// TI - Toward scalable systems for big data analytics: a technology tutorial JO - IEEE Access VL - 2 UR - https://doi.org/10.1109/ACCESS.2014.2332453 DO - 10.1109/ACCESS.2014.2332453 ID - Hu2014 ER - TY - JOUR AU - Cattell, R. PY - 2011 DA - 2011// TI - Scalable sql and NoSQL data stores JO - ACM Sigmod Record VL - 39 UR - https://doi.org/10.1145/1978915.1978919 DO - 10.1145/1978915.1978919 ID - Cattell2011 ER - TY - STD TI - Moniruzzaman A, Hossain SA. NoSQL database: New era of databases for big data analytics-classification, characteristics and comparison. 2013. arXiv preprint arXiv:1307.0191. UR - http://arxiv.org/abs/1307.0191 ID - ref4 ER - TY - JOUR AU - Dean, J. AU - Ghemawat, S. PY - 2008 DA - 2008// TI - Mapreduce: simplified data processing on large clusters JO - Commun ACM VL - 51 UR - https://doi.org/10.1145/1327452.1327492 DO - 10.1145/1327452.1327492 ID - Dean2008 ER - TY - STD TI - Belle A, Thiagarajan R, Soroushmehr S, Navidi F, Beard DA, Najarian K. Big data analytics in healthcare. BioMed Res Int. 2015; 2015. ID - ref6 ER - TY - JOUR AU - Anuradha, J. PY - 2015 DA - 2015// TI - A brief introduction on big data 5vs characteristics and hadoop technology JO - Procedia Comput Sci VL - 48 UR - https://doi.org/10.1016/j.procs.2015.04.188 DO - 10.1016/j.procs.2015.04.188 ID - Anuradha2015 ER - TY - JOUR AU - Banaee, H. AU - Ahmed, M. U. AU - Loutfi, A. PY - 2013 DA - 2013// TI - Data mining for wearable sensors in health monitoring systems: a review of recent trends and challenges JO - Sensors VL - 13 UR - https://doi.org/10.3390/s131217472 DO - 10.3390/s131217472 ID - Banaee2013 ER - TY - CHAP AU - Mathew, P. S. AU - Pillai, A. S. ED - Snášel, V. ED - Abraham, A. ED - Krömer, P. ED - Pant, M. ED - Muda, A. PY - 2016 DA - 2016// TI - Big data challenges and solutions in healthcare: a survey BT - Innovations in bio-inspired computing and applications PB - Springer CY - Berlin UR - https://doi.org/10.1007/978-3-319-28031-8_48 DO - 10.1007/978-3-319-28031-8_48 ID - Mathew2016 ER - TY - STD TI - Sun J, Reddy CK. Big data analytics for healthcare. In: Proceedings of the 19th ACM SIGKDD International Discovery and Data Mining. New York: ACM; 2013. p. 1525–1525. ID - ref10 ER - TY - JOUR AU - Masethe, H. D. AU - Masethe, M. A. PY - 2014 DA - 2014// TI - Prediction of heart disease using classification algorithms JO - Proc World Congress Eng Comput Sci VL - 2 ID - Masethe2014 ER - TY - JOUR AU - Bhardwaj, A. AU - Tiwari, A. PY - 2015 DA - 2015// TI - Breast cancer diagnosis using genetically optimized neural network model JO - Expert Syst Appl VL - 42 UR - https://doi.org/10.1016/j.eswa.2015.01.065 DO - 10.1016/j.eswa.2015.01.065 ID - Bhardwaj2015 ER - TY - JOUR AU - Tomar, D. AU - Agarwal, S. PY - 2013 DA - 2013// TI - A survey on data mining approaches for healthcare JO - Int J Bio-Sci Bio-Technol VL - 5 UR - https://doi.org/10.14257/ijbsbt.2013.5.5.25 DO - 10.14257/ijbsbt.2013.5.5.25 ID - Tomar2013 ER - TY - JOUR AU - Herland, M. AU - Khoshgoftaar, T. M. AU - Wald, R. PY - 2014 DA - 2014// TI - A review of data mining using big data in health informatics JO - J Big Data VL - 1 UR - https://doi.org/10.1186/2196-1115-1-2 DO - 10.1186/2196-1115-1-2 ID - Herland2014 ER - TY - CHAP AU - Rallapalli, S. AU - Gondkar, R. AU - Rao, G. V. M. ED - Satapathy, S. ED - Mandal, J. ED - S, U. d. g. a. t. a. ED - Bhateja, V. PY - 2016 DA - 2016// TI - Cloud based k-means clustering running as a Mapreduce job for big data healthcare analytics using Apache mahout BT - Information systems design and intelligent applications PB - Springer CY - Berlin UR - https://doi.org/10.1007/978-81-322-2755-7_14 DO - 10.1007/978-81-322-2755-7_14 ID - Rallapalli2016 ER - TY - CHAP AU - Sarkar, B. i. d. y. u. t. B. i. m. a. n. AU - Paul, S. w. a. g. a. t. a. AU - Cornel, B. a. r. n. a. AU - Rohatinovici, N. o. e. m. i. AU - Chaki, N. a. b. e. n. d. u. PY - 2017 DA - 2017// TI - Personal Health Record Management System Using Hadoop Framework: An Application for Smarter Health Care BT - Soft Computing Applications PB - Springer International Publishing CY - Cham ID - Sarkar2017 ER - TY - JOUR AU - Sampath, P. AU - Tamilselvi, S. AU - Kumar, N. S. AU - Lavanya, S. AU - Eswari, T. PY - 2017 DA - 2017// TI - Diabetic data analysis in healthcare using Hadoop architecture over big data JO - Int J Biomed Eng Technol VL - 23 UR - https://doi.org/10.1504/IJBET.2017.082655 DO - 10.1504/IJBET.2017.082655 ID - Sampath2017 ER - TY - JOUR AU - Rathore, M. M. AU - Paul, A. AU - Ahmad, A. AU - Anisetti, M. AU - Jeon, G. PY - 2017 DA - 2017// TI - Hadoop-based intelligent care system (HICS): analytical approach for big data in IoT JO - ACM Trans Internet Technol (TOIT) VL - 18 UR - https://doi.org/10.1145/3108936 DO - 10.1145/3108936 ID - Rathore2017 ER - TY - JOUR AU - Basco, J. A. AU - Senthilkumar, N. PY - 2017 DA - 2017// TI - Real-time analysis of healthcare using big data analytics JO - Comput Inf Technol VL - 263 ID - Basco2017 ER - TY - STD TI - Yadranjiaghdam B, Pool N, Tabrizi N. A survey on real-time big data analytics: Applications and tools. In: 2016 international conference On computational science and computational intelligence (CSCI). New York: IEEE; 2016. p. 404–9. ID - ref20 ER - TY - STD TI - Hazarika AV, Ram GJSR, Jain E. Performance comparison of hadoop and spark engine. In: 2017 international conference on I-SMAC (IoT in social, mobile, analytics and cloud)(I-SMAC). New York: IEEE; 2017. p. 671–4. ID - ref21 ER - TY - STD TI - Rallapalli S, Suryakanthi T. Predicting the risk of diabetes in big data electronic health records by using scalable random forest classification algorithm. In: 2016 international conference on advances in computing and communication engineering (ICACCE). New York: IEEE; 2016. p. 281–4. ID - ref22 ER - TY - STD TI - Feroz MN, Mengel S. Examination of data, rule generation and detection of phishing urls using online logistic regression. In: 2014 IEEE international conference on big data (Big Data). New York: IEEE; 2014. p. 241–50. ID - ref23 ER - TY - CHAP AU - Zhao, T. i. n. g. z. h. i. AU - Ni, H. o. n. g. b. o. AU - Zhou, X. i. n. g. s. h. e. AU - Qiang, L. i. n. AU - Zhang, D. a. q. i. n. g. AU - Yu, Z. h. i. w. e. n. PY - 2014 DA - 2014// TI - Detecting Abnormal Patterns of Daily Activities for the Elderly Living Alone BT - Health Information Science PB - Springer International Publishing CY - Cham UR - https://doi.org/10.1007/978-3-319-06269-3_11 DO - 10.1007/978-3-319-06269-3_11 ID - Zhao2014 ER - TY - JOUR AU - Rathore, M. M. AU - Ahmad, A. AU - Paul, A. AU - Wan, J. AU - Zhang, D. PY - 2016 DA - 2016// TI - Real-time medical emergency response system: exploiting IoT and big data for public health JO - J Med Syst VL - 40 UR - https://doi.org/10.1007/s10916-016-0647-6 DO - 10.1007/s10916-016-0647-6 ID - Rathore2016 ER - TY - JOUR AU - Manogaran, G. AU - Lopez, D. PY - 2017 DA - 2017// TI - A survey of big data architectures and machine learning algorithms in healthcare JO - Int J Biomed Eng Technol VL - 25 UR - https://doi.org/10.1504/IJBET.2017.087722 DO - 10.1504/IJBET.2017.087722 ID - Manogaran2017 ER - TY - STD TI - Lee K, Agrawal A, Choudhary A. Real-time disease surveillance using twitter data: demonstration on flu and cancer. In: Proceedings of the 19th ACM SIGKDD international conference on knowledge discovery and data mining. New York: ACM; 2013. p. 1474–7. ID - ref27 ER - TY - CHAP AU - Akhtar, U. s. m. a. n. AU - Khattak, A. s. a. d. M. a. s. o. o. d. AU - Lee, S. u. n. g. y. o. u. n. g. PY - 2016 DA - 2016// TI - Challenges in Managing Real-Time Data in Health Information System (HIS) BT - Inclusive Smart Cities and Digital Health PB - Springer International Publishing CY - Cham UR - https://doi.org/10.1007/978-3-319-39601-9_27 DO - 10.1007/978-3-319-39601-9_27 ID - Akhtar2016 ER - TY - STD TI - Ed-daoudy A, Maalmi K. Application of machine learning model on streaming health data event in real-time to predict health status using spark. In: 2018 International symposium on advanced electrical and communication technologies (ISAECT). New York: IEEE; 2018. p. 1–4. ID - ref29 ER - TY - STD TI - Ed-daoudy A, Maalmi K. Real-time machine learning for early detection of heart disease using big data approach. In: 2019 International conference on wireless technologies, embedded and intelligent systems (WITS). New York: IEEE; 2019. p. 1–5. ID - ref30 ER - TY - STD TI - Bauer H, Patel M, Veira J. The Internet of Things: sizing up the opportunity. http://www.mckinsey.com/. Accessed 15 Dec 2017. UR - http://www.mckinsey.com/ ID - ref31 ER - TY - STD TI - Apache kafka. https://kafka.apache.org. Accessed 15 Dec 2017. UR - https://kafka.apache.org ID - ref32 ER - TY - STD TI - Hunt P, Konar M, Junqueira FP, Reed B. Zookeeper: Wait-free coordination for internet-scale systems. In: USENIX Annual technical conference, vol. 8. Boston, MA, USA; 2010. ID - ref33 ER - TY - STD TI - Apache Spark. https://spark.apache.org. Accessed 15 Dec 2017. UR - https://spark.apache.org ID - ref34 ER - TY - STD TI - Zaharia M, Chowdhury M, Das T, Dave A, Ma J, McCauley M, Franklin MJ, Shenker S, Stoica I. Resilient distributed datasets: A fault-tolerant abstraction for in-memory cluster computing. In: Proceedings of the 9th USENIX conference on networked systems design and implementation. Berkeley: USENIX Association; 2012. p. 2. ID - ref35 ER - TY - STD TI - kaggle. https://www.kaggle.com/fmendes/diabetes-from-dat263x-lab01. Accessed 24 Dec 2018. UR - https://www.kaggle.com/fmendes/diabetes-from-dat263x-lab01 ID - ref36 ER - TY - BOOK AU - Quinlan, J. R. PY - 2014 DA - 2014// TI - C4. 5: programs for machine learning PB - Elsevier CY - Amsterdam ID - Quinlan2014 ER - TY - STD TI - Apache cassandra. http://cassandra.apache.org. Accessed 15 Dec 2017. UR - http://cassandra.apache.org ID - ref38 ER - TY - STD TI - Hassan M, Bansal SK. Semantic data querying over NoSQL databases with Apache Spark. In: 2018 IEEE international conference on information reuse and integration (IRI). New York: IEEE; 2018. p. 364–71. ID - ref39 ER - TY - STD TI - Apache zeppelin. https://zeppelin.apache.org. Accessed 15 Dec 2017. UR - https://zeppelin.apache.org ID - ref40 ER -