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| 1 | Big Data Analytics in Telecommunications: Literature Review and Architecture Recommendations显示文摘This paper focuses on facilitating state-of-the-art applications of big data analytics(BDA) architectures and infrastructures to telecommunications(telecom) industrial sector.Telecom companies are dealing with terabytes to petabytes of data on a daily basis. Io T applications in telecom are further contributing to this data deluge. Recent advances in BDA have exposed new opportunities to get actionable insights from telecom big data. These benefits and the fast-changing BDA technology landscape make it important to investigate existing BDA applications to telecom sector. For this, we initially determine published research on BDA applications to telecom through a systematic literature review through which we filter 38 articles and categorize them in frameworks, use cases, literature reviews, white papers and experimental validations. We also discuss the benefits and challenges mentioned in these articles. We find that experiments are all proof of concepts(POC) on a severely limited BDA technology stack(as compared to the available technology stack), i.e.,we did not find any work focusing on full-fledged BDA implementation in an operational telecom environment. To facilitate these applications at research-level, we propose a state-of-the-art lambda architecture for BDA pipeline implementation(called Lambda Tel) based completely on open source BDA technologies and the standard Python language, along with relevant guidelines.We discovered only one research paper which presented a relatively-limited lambda architecture using the proprietary AWS cloud infrastructure. We believe Lambda Tel presents a clear roadmap for telecom industry practitioners to implement and enhance BDA applications in their enterprises. | Hira Zahid Tariq Mahmood Ahsan Morshed Timos Sellis | 2020 | IEEE/CAA Journal of Automatica Sinica2020，7，1： | 6 |
| 2 | Analysis of volatile compounds of wild gilthead sea bream ( Sparus aurata ) by simultaneous distillation–extraction (SDE) and GC–MS显示文摘 | Serkan Selli Gonca Gul Cayhan | 2009 | Microchemical Journal2009，，2： | 3 |
| 3 | Odour-active and off-odour components in rainbow trout ( Oncorhynchus mykiss ) extracts obtained by microwave assisted distillation–solvent extraction显示文摘 | Serkan Selli Carole Prost Thierry Serot | 2008 | Food Chemistry2008，，1： | 2 |
| 4 | Intermittent versus continuous renal replacement therapy for acute renal failure in intensive care units: results from a multicenter prospective epidemiological survey.显示文摘 | Guerin C Girard R Selli JM | | 0，，： | 2 |
| 5 | Big Data Analytics in Healthcare——A Systematic Literature Review and Roadmap for Practical Implementation显示文摘The advent of healthcare information management systems(HIMSs)continues to produce large volumes of healthcare data for patient care and compliance and regulatory requirements at a global scale.Analysis of this big data allows for boundless potential outcomes for discovering knowledge.Big data analytics(BDA)in healthcare can,for instance,help determine causes of diseases,generate effective diagnoses,enhance Qo S guarantees by increasing efficiency of the healthcare delivery and effectiveness and viability of treatments,generate accurate predictions of readmissions,enhance clinical care,and pinpoint opportunities for cost savings.However,BDA implementations in any domain are generally complicated and resource-intensive with a high failure rate and no roadmap or success strategies to guide the practitioners.In this paper,we present a comprehensive roadmap to derive insights from BDA in the healthcare(patient care)domain,based on the results of a systematic literature review.We initially determine big data characteristics for healthcare and then review BDA applications to healthcare in academic research focusing particularly on No SQL databases.We also identify the limitations and challenges of these applications and justify the potential of No SQL databases to address these challenges and further enhance BDA healthcare research.We then propose and describe a state-of-the-art BDA architecture called Med-BDA for healthcare domain which solves all current BDA challenges and is based on the latest zeta big data paradigm.We also present success strategies to ensure the working of Med-BDA along with outlining the major benefits of BDA applications to healthcare.Finally,we compare our work with other related literature reviews across twelve hallmark features to justify the novelty and importance of our work.The aforementioned contributions of our work are collectively unique and clearly present a roadmap for clinical administrators,practitioners and professionals to successfully implement BDA initiatives in their organizations. | Sohail Imran Tariq Mahmood Ahsan Morshed Timos Sellis | 2021 | IEEE/CAA Journal of Automatica Sinica2021，8，1： | 2 |
| 6 | ARKTOS: towards the modeling, design, control and execution of ETL processes显示文摘 | Panos Vassiliadis Zografoula Vagena Spiros Skiadopoulos Nikos Karayannidis Timos Sellis | 2001 | Infornation Systems2001，26，8： | 2 |
| 7 | Comparative evaluation of the phenolic content and antioxidant capacity of sun-dried raisins 显示文摘 | Kelebek H Jourdes M Selli S | 2013 | Journal of the Science of Food and Agriculture2013，93，12： | 1 |
| 8 | Incorporating fuzzy set methodologies in a DBMS repository for the application domain of GIS显示文摘 | Stefanakis E Vazirgiannis M Sellis T | 1999 | Intema- tional Journal of Geographical Information Science1999，13，7： | 1 |
| 9 | Wine flavor enhancement through the use of exogenous fungal glycosidases 显示文摘 | T Cabaroglu S Selli A Canbas | 2003 | Enzyme and Microbial Technology2003，33，： | 1 |
| 10 | Multiple-query optimization显示文摘 | Sellis K T | 1988 | ACM Transaction on Database Systems1988，13，1： | 1 |
| 11 | An Efficient Approach for Power Delivery Network Design with Closed-form Expressions for Parasitic Interconnect Inductances显示文摘 | Wang C Mao J Selli G | 2006 | IEEE Trans on Adv Paekag2006，29，2： | 1 |
| 12 | A pictorial query-by-example language显示文摘 | Papadias D Sellis T | 1995 | Journal of Visual Languages and Computing1995，6，1： | 1 |
| 13 | Efficient cost models for spatial queries using Rtrees 显示文摘 | Theodoridis Y Stefanakis E Sellis W | 2000 | IEEE Transactions on Knowledge and Data Engineering2000，12，1： | 1 |
| 14 | Hydrogen production by photocatalytic steam reforming of methanol on noble metal-modifiedTiO(2) 显示文摘 | Chiarello G L Aguirre M H Selli E | 2010 | Journal of Catalysis2010，273，2： | 1 |
| 15 | Odour-active and ofF-odour components in rainbow trout (Oncorhynchus mykiss) extractsobtained by microwave assisted distillation-solvent extraction显示文摘 | Selli S Prost C Serot T | 2009 | Food Chemistry2009，114，1： | 1 |
| 16 | Dyeing of cotton in supercritical carbon dioxide显示文摘 | Beltrame P L Castelli A Selli E Mossa A Testa G Bonfatti A M and Seves A | 1998 | Dyes and Pigments1998，39，： | 1 |
| 17 | Volatile flavor components of orange juice obtained显示文摘 | SELLI S CABAROGLU T CANBAS A | 2004 | Journal of Food Composition and Analysis2004，17，： | 1 |
| 18 | Wine flavor enhancement through theuse of exogenous fungal glyeosidases显示文摘 | Cabaroglu T Selli S Canbas A | 2003 | Enzyme and Microbial Technology2003，，33： | 1 |
| 19 | Hydrogen production by photo- catalytic steam reforming of methanol on noble metal modified TiO2显示文摘 | Chiarello G L Aguirre M H Selli E | 2010 | Journal of Catalysis2010，273，2： | 1 |
| 20 | Designing data warehouses 显示文摘 | THEODORATOS DIMITRI SELLIS | 1999 | Data and Knowledge Engineering1999，31，3： | 1 |
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