Skip to main content
Erschienen in:
Buchtitelbild

2018 | OriginalPaper | Buchkapitel

Big Data Services Requirements Analysis

verfasst von : Affan Yasin, Lin Liu, Zhanqiang Cao, Jianmin Wang, Yingbo Liu, Tan Sheau Ling

Erschienen in: Requirements Engineering for Internet of Things

Verlag: Springer Singapore

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The development of the Internet and cloud computing has set up a matured environment for developing and deploying big data services. The main objective of requirements engineering for big data is to capture big data service users’ needs and provider’s capabilities, and to identify value added service use cases for big data technology in a given organizational context. Major objectives may include: collect real-time data about the world, search for useful information in large data sets, gain insights about given problems by data analytics, predict possible trend of interesting subjects, and make decisions for the next immediate actions. In this paper, we propose a big data service requirements analysis framework, which aims to provide useful guidelines for eliciting service requirements, selecting the right services architectures and evaluate the available technological services implementations. For services under operation, we suggest data analysis to service logs to elicit user’s changing needs, to evaluate the run-time service performance and to check compliance to general standards and domain-specific regulations. Example cases from eHealth and industry 4.0 are discussed to illustrate the proposed service requirements framework.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Alves de Medeiros, A., van der Aalst, W.M., Weijters, A.: Quantifying process equivalence based on observed behavior. Data Knowl. Eng. 64, 55–74 (2008)CrossRef Alves de Medeiros, A., van der Aalst, W.M., Weijters, A.: Quantifying process equivalence based on observed behavior. Data Knowl. Eng. 64, 55–74 (2008)CrossRef
3.
Zurück zum Zitat Beatty, J., Wiegers, K.: Forward thinking for tomorrow’s projects requirements for business analytics. Seilevel Whitepaper (2015)
 Beatty, J., Wiegers, K.: Forward thinking for tomorrow’s projects requirements for business analytics. Seilevel Whitepaper (2015)

4.
Zurück zum Zitat Bretthauer, M., Aabakken, L., Dekker, E., et al.: Reporting systems in gastrointestinal endoscopy: requirements and standards facilitating quality improvement: European society of gastrointestinal endoscopy position statement. United European Gastroenterol. J. (2016). https://doi.org/10.1177/2050640616629079
 Bretthauer, M., Aabakken, L., Dekker, E., et al.: Reporting systems in gastrointestinal endoscopy: requirements and standards facilitating quality improvement: European society of gastrointestinal endoscopy position statement. United European Gastroenterol. J. (2016). https://​doi.​org/​10.​1177/​2050640616629079​
5.
Zurück zum Zitat Chen, H., Chiang, R.H.L., Storey, V.C.: Business intelligence and analytics: from big data to big impact. MIS Q. 36(4), 1165–1188 (2012) Chen, H., Chiang, R.H.L., Storey, V.C.: Business intelligence and analytics: from big data to big impact. MIS Q. 36(4), 1165–1188 (2012)
7.
Zurück zum Zitat Computing Community Consortium, Computing Research Association. Challenges and Opportunities with Big Data: A community white paper developed by leading researchers across the United States. White Paper, February 2012
 Computing Community Consortium, Computing Research Association. Challenges and Opportunities with Big Data: A community white paper developed by leading researchers across the United States. White Paper, February 2012

8.
Zurück zum Zitat Cysneiros, L.M.: Requirements engineering in health care domain. In: Proceedings of the IEEE Joint 10th International Requirements Engineering Conference, pp. 760–773, September 2002 Cysneiros, L.M.: Requirements engineering in health care domain. In: Proceedings of the IEEE Joint 10th International Requirements Engineering Conference, pp. 760–773, September 2002
9.
Zurück zum Zitat Deutch, D., Milo, T.: A quest for beauty and wealth (or, business processes for database researchers). In: Proceedings of the Thirtieth ACM Sigmod-Sigact-Sigart Symposium on Principles of Database Systems, pp. 1–12 (2011) Deutch, D., Milo, T.: A quest for beauty and wealth (or, business processes for database researchers). In: Proceedings of the Thirtieth ACM Sigmod-Sigact-Sigart Symposium on Principles of Database Systems, pp. 1–12 (2011)
10.
Zurück zum Zitat David, R., Dong, F., Braun, Y., et al.: MyHealthAvatar survey: scenario based user needs and requirements. In: 2014 6th International Advanced Research Workshop on Silico Oncology and Cancer Investigation (IARWISOCI), pp. 1–5. IEEE (2014) David, R., Dong, F., Braun, Y., et al.: MyHealthAvatar survey: scenario based user needs and requirements. In: 2014 6th International Advanced Research Workshop on Silico Oncology and Cancer Investigation (IARWISOCI), pp. 1–5. IEEE (2014)
11.
Zurück zum Zitat Dalrymple, P.W., Rogers, M., An, Y.: Effect of early requirements analysis and participative design on staff in an urban health clinic: civic engagement through collaboration. In: iConference 2009, Chapel Hill, NC (2009) Dalrymple, P.W., Rogers, M., An, Y.: Effect of early requirements analysis and participative design on staff in an urban health clinic: civic engagement through collaboration. In: iConference 2009, Chapel Hill, NC (2009)
12.
Zurück zum Zitat Fabian, B., Ermakova, T., Junghanns, P.: Collaborative and secure sharing of healthcare data in multi-clouds. Inf. Syst. 48, 132–150 (2015)CrossRef Fabian, B., Ermakova, T., Junghanns, P.: Collaborative and secure sharing of healthcare data in multi-clouds. Inf. Syst. 48, 132–150 (2015)CrossRef
13.
Zurück zum Zitat Ghasemi, M., Amyot, D.: Process mining in healthcare: a systematised literature review. IJEH 9(1), 60–88 (2016)CrossRef Ghasemi, M., Amyot, D.: Process mining in healthcare: a systematised literature review. IJEH 9(1), 60–88 (2016)CrossRef
14.
Zurück zum Zitat Rodrigues, J.P.C., de la Torre, I., Fernández, G., López-Coronado, M.: Analysis of the security and privacy requirements of cloud- based electronic health records systems. J. Med. Internet Res. 15(8), e186 (2013)CrossRef Rodrigues, J.P.C., de la Torre, I., Fernández, G., López-Coronado, M.: Analysis of the security and privacy requirements of cloud- based electronic health records systems. J. Med. Internet Res. 15(8), e186 (2013)CrossRef
15.
Zurück zum Zitat Grigori, D., Corrales, J.C., Bouzeghoub, M., Gater, A.: Ranking BPEL processes for service discovery. IEEE Trans. Serv. Comput. 3, 178–192 (2010)CrossRef Grigori, D., Corrales, J.C., Bouzeghoub, M., Gater, A.: Ranking BPEL processes for service discovery. IEEE Trans. Serv. Comput. 3, 178–192 (2010)CrossRef
16.
Zurück zum Zitat Hua, L., Gong, Y.: Usability evaluation of a voluntary patient safety reporting system: understanding the difference between predicted and observed time values by retrospective think-aloud protocols. In: Kurosu, M. (ed.) HCI 2013. LNCS, vol. 8005, pp. 94–100. Springer, Heidelberg (2013). https://doi.org/10.1007/978-3-642-39262-7_11 CrossRef Hua, L., Gong, Y.: Usability evaluation of a voluntary patient safety reporting system: understanding the difference between predicted and observed time values by retrospective think-aloud protocols. In: Kurosu, M. (ed.) HCI 2013. LNCS, vol. 8005, pp. 94–100. Springer, Heidelberg (2013). https://​doi.​org/​10.​1007/​978-3-642-39262-7_​11 CrossRef
17.
Zurück zum Zitat Hu, H., Wen, Y., Chua, T.S., et al.: Toward scalable systems for data analytics: a technology tutorial. IEEE Access 2, 652–687 (2014)CrossRef Hu, H., Wen, Y., Chua, T.S., et al.: Toward scalable systems for data analytics: a technology tutorial. IEEE Access 2, 652–687 (2014)CrossRef
18.
Zurück zum Zitat IBM: Data Driven Healthcare Organizations Use Data analytics for Big Gains (2013) IBM: Data Driven Healthcare Organizations Use Data analytics for Big Gains (2013)
19.
Zurück zum Zitat Kushniruk, A.: Evaluation in the design of health information systems: application of approaches emerging from usability engineering. Comput. Biol. Med. 32(3), 141–149 (2002)CrossRef Kushniruk, A.: Evaluation in the design of health information systems: application of approaches emerging from usability engineering. Comput. Biol. Med. 32(3), 141–149 (2002)CrossRef
20.
Zurück zum Zitat Kambatla, K., Kollias, G., Kumar, V., et al.: Trends in data analytics. J. Parallel Distrib. Comput. 74(7), 2561–2573 (2014)CrossRef Kambatla, K., Kollias, G., Kumar, V., et al.: Trends in data analytics. J. Parallel Distrib. Comput. 74(7), 2561–2573 (2014)CrossRef
21.
Zurück zum Zitat Liu, L., Feng, L., Cao, Z., Li, J.: Requirements engineering for health data analytics: challenges and possible directions. In: RE 2016, pp. 266–275 (2016) Liu, L., Feng, L., Cao, Z., Li, J.: Requirements engineering for health data analytics: challenges and possible directions. In: RE 2016, pp. 266–275 (2016)
22.
Zurück zum Zitat Liu, L., Zhou, Q., Liu, J., Cao, Z.: Requirements cybernetics: elicitation based on user behavioral data. J. Syst. Softw. 124, 187–194 (2017)CrossRef Liu, L., Zhou, Q., Liu, J., Cao, Z.: Requirements cybernetics: elicitation based on user behavioral data. J. Syst. Softw. 124, 187–194 (2017)CrossRef
23.
Zurück zum Zitat Llewellynn, T., Koller, S., Goumas, G., Leitner, P., Dasika, G., Wang, L., Tutschku, K., Fernández-Carrobles, M., Deniz, O., Fricker, S., Storkey, A., Pazos, N., Velikic, G., Leufgen, K., Dahyot, R.: BONSEYES: platform for open development of systems of artificial intelligence. In: Conference Computing Frontiers, pp. 299–304 (2017). Invited paper Llewellynn, T., Koller, S., Goumas, G., Leitner, P., Dasika, G., Wang, L., Tutschku, K., Fernández-Carrobles, M., Deniz, O., Fricker, S., Storkey, A., Pazos, N., Velikic, G., Leufgen, K., Dahyot, R.: BONSEYES: platform for open development of systems of artificial intelligence. In: Conference Computing Frontiers, pp. 299–304 (2017). Invited paper
24.
Zurück zum Zitat Middleton, B., Bloomrosen, M., Dente, M.A., et al.: Enhancing patient safety and quality of care by improving the usability of electronic health record systems: recommendations from AMIA. J. Am. Med. Inform. Assoc. 20(e1), e2–e8 (2013)CrossRef Middleton, B., Bloomrosen, M., Dente, M.A., et al.: Enhancing patient safety and quality of care by improving the usability of electronic health record systems: recommendations from AMIA. J. Am. Med. Inform. Assoc. 20(e1), e2–e8 (2013)CrossRef
25.
Zurück zum Zitat Raghupathi, W., Raghupathi, V.: Data analytics in healthcare: promise and potential. Health Inf. Sci. Syst. 2(1), 3 (2014)CrossRef Raghupathi, W., Raghupathi, V.: Data analytics in healthcare: promise and potential. Health Inf. Sci. Syst. 2(1), 3 (2014)CrossRef
26.
Zurück zum Zitat Stonebraker, M., et al.: The 8 requirements of real-time stream processing. ACM SIGMOD Rec. 34(4), 42–47 (2005)CrossRef Stonebraker, M., et al.: The 8 requirements of real-time stream processing. ACM SIGMOD Rec. 34(4), 42–47 (2005)CrossRef
27.
Zurück zum Zitat Teixeira, L., Ferreira, C., Santos, B.S.: User-centered requirements engineering in health information systems: a study in the hemophilia field. Comput. Methods Programs Biomed. 106(3), 160–174 (2012)CrossRef Teixeira, L., Ferreira, C., Santos, B.S.: User-centered requirements engineering in health information systems: a study in the hemophilia field. Comput. Methods Programs Biomed. 106(3), 160–174 (2012)CrossRef
28.
Zurück zum Zitat Weidlich, M., Mendling, J., Weske, M.: Efficient consistency measurement based on behavioral profiles of process models. IEEE Trans. Softw. Eng. 37, 410–429 (2011)CrossRef Weidlich, M., Mendling, J., Weske, M.: Efficient consistency measurement based on behavioral profiles of process models. IEEE Trans. Softw. Eng. 37, 410–429 (2011)CrossRef
29.
Zurück zum Zitat Yu, E.S.K.: Towards modelling and reasoning support for early-phase requirements engineering. In: Proceedings of the Third IEEE International Symposium on Requirements Engineering, pp. 226–235, 6–10 Jan 1997 Yu, E.S.K.: Towards modelling and reasoning support for early-phase requirements engineering. In: Proceedings of the Third IEEE International Symposium on Requirements Engineering, pp. 226–235, 6–10 Jan 1997
Metadaten
Titel
Big Data Services Requirements Analysis
verfasst von
Affan Yasin
Lin Liu
Zhanqiang Cao
Jianmin Wang
Yingbo Liu
Tan Sheau Ling
Copyright-Jahr
2018
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-10-7796-8_1