6. Tools, Use Cases, and Discussions

go back to reference van der Aalst, W.M.P., van Dongen, B.F., Günther, C.W., Rozinat, A., Verbeek, E., Weijters, T.: ProM: The process mining toolkit. In: Proceedings of the Business Process Management Demonstration Track (BPMDemos 2009), Ulm, 8 September 2009. CEUR Workshop Proceedings, vol. 489. Springer, Berlin (2009). CEUR-WS.org 2009 van der Aalst, W.M.P., van Dongen, B.F., Günther, C.W., Rozinat, A., Verbeek, E., Weijters, T.: ProM: The process mining toolkit. In: Proceedings of the Business Process Management Demonstration Track (BPMDemos 2009), Ulm, 8 September 2009. CEUR Workshop Proceedings, vol. 489. Springer, Berlin (2009). CEUR-WS.org 2009

go back to reference van der Aalst, W.M.P., Adriansyah, A., Medeiros, A.K.A., Arcieri, F., Baier, T., Blickle, T., Bose, R.P.J.C., van den Brand, P., Brandtjen, R., Buijs, J.C.A.M., Burattin, A., Carmona, J., Castellanos, M., Claes, J., Cook, J., Costantini, N., Curbera, F., Damiani, E., Leoni, M.D., Delias, P., van Dongen, B.F., Dumas, M., Dustdar, S., Fahland, D., Ferreira, D.R., Gaaloul, W., van Geffen, F., Goel, S., Günther, C.W., Guzzo, A., Harmon, P., ter Hofstede, A.H.M., Hoogland, J., Espen Ingvaldsen, J., Kato, K., Kuhn, R., Kumar, A., La Rosa, M., Maria Maggi, F., Malerba, D., Mans, R.S., Manuel, A., McCreesh, M., Mello, P., Mendling, J., Montali, M., Motahari-Nezhad, H.R., Muehlen, M.Z., Muñoz-Gama, J., Pontieri, L., Ribeiro, J., Rozinat, A., Pérez, H.S., Pérez, R.S., Sepúlveda, M., Sinur, J., Soffer, P., Song, M., Sperduti, A., Stilo, G., Stoel, C., Swenson, K.D., Talamo, M., Tan, W., Turner, C., Vanthienen, J., Varvaressos, G., Verbeek, E., Verdonk, M., Vigo, R., Wang, J., Weber, B., Weidlich, M., Weijters, T., Wen, L., Westergaard, M., Wynn, M.T.: Process mining manifesto. In: Business Process Management Workshops (1), pp. 169–194. Springer, Heidelberg (2011) van der Aalst, W.M.P., Adriansyah, A., Medeiros, A.K.A., Arcieri, F., Baier, T., Blickle, T., Bose, R.P.J.C., van den Brand, P., Brandtjen, R., Buijs, J.C.A.M., Burattin, A., Carmona, J., Castellanos, M., Claes, J., Cook, J., Costantini, N., Curbera, F., Damiani, E., Leoni, M.D., Delias, P., van Dongen, B.F., Dumas, M., Dustdar, S., Fahland, D., Ferreira, D.R., Gaaloul, W., van Geffen, F., Goel, S., Günther, C.W., Guzzo, A., Harmon, P., ter Hofstede, A.H.M., Hoogland, J., Espen Ingvaldsen, J., Kato, K., Kuhn, R., Kumar, A., La Rosa, M., Maria Maggi, F., Malerba, D., Mans, R.S., Manuel, A., McCreesh, M., Mello, P., Mendling, J., Montali, M., Motahari-Nezhad, H.R., Muehlen, M.Z., Muñoz-Gama, J., Pontieri, L., Ribeiro, J., Rozinat, A., Pérez, H.S., Pérez, R.S., Sepúlveda, M., Sinur, J., Soffer, P., Song, M., Sperduti, A., Stilo, G., Stoel, C., Swenson, K.D., Talamo, M., Tan, W., Turner, C., Vanthienen, J., Varvaressos, G., Verbeek, E., Verdonk, M., Vigo, R., Wang, J., Weber, B., Weidlich, M., Weijters, T., Wen, L., Westergaard, M., Wynn, M.T.: Process mining manifesto. In: Business Process Management Workshops (1), pp. 169–194. Springer, Heidelberg (2011)

go back to reference Abadi, D.J.: Data management in the cloud: Limitations and opportunities. IEEE Data Eng. Bull. 32(1), 3–12 (2009) Abadi, D.J.: Data management in the cloud: Limitations and opportunities. IEEE Data Eng. Bull. 32(1), 3–12 (2009)

go back to reference Aggarwal, C.C., Wang, H.: Managing and Mining Graph Data. Springer, Heidelberg (2010)CrossRefMATH Aggarwal, C.C., Wang, H.: Managing and Mining Graph Data. Springer, Heidelberg (2010)CrossRefMATH

go back to reference Allahbakhsh, M., Ignjatovic, A., Benatallah, B., Beheshti, S.-M.-R., Bertino, E., Foo, N.: Reputation management in crowdsourcing systems. In: 8th International Conference on Collaborative Computing: Networking, Applications and Worksharing, CollaborateCom 2012, Pittsburgh, 14–17 October 2012, pp. 664–671 (2012) Allahbakhsh, M., Ignjatovic, A., Benatallah, B., Beheshti, S.-M.-R., Bertino, E., Foo, N.: Reputation management in crowdsourcing systems. In: 8th International Conference on Collaborative Computing: Networking, Applications and Worksharing, CollaborateCom 2012, Pittsburgh, 14–17 October 2012, pp. 664–671 (2012)

go back to reference Allahbakhsh, M., Ignjatovic, A., Benatallah, B., Beheshti, S.-M.-R., Bertino, E., Foo, N.: Collusion detection in online rating systems. In: Proceedings of the 15th Asia-Pacific Web Conference on Web Technologies and Applications, APWeb 2013, Sydney, 4–6 April 2013, pp. 196–207 (2013) Allahbakhsh, M., Ignjatovic, A., Benatallah, B., Beheshti, S.-M.-R., Bertino, E., Foo, N.: Collusion detection in online rating systems. In: Proceedings of the 15th Asia-Pacific Web Conference on Web Technologies and Applications, APWeb 2013, Sydney, 4–6 April 2013, pp. 196–207 (2013)

go back to reference Allahbakhsh, M., Ignjatovic, A., Benatallah, B., Beheshti, S.-M.-R., Foo, N., Bertino, E.: Representation and querying of unfair evaluations in social rating systems. Comput. Secur. 41, 68–88 (2014)CrossRef Allahbakhsh, M., Ignjatovic, A., Benatallah, B., Beheshti, S.-M.-R., Foo, N., Bertino, E.: Representation and querying of unfair evaluations in social rating systems. Comput. Secur. 41, 68–88 (2014)CrossRef

go back to reference Azvine, B., Nauck, D., Ho, C.: Intelligent business analytics - a tool to build decision-support systems for ebusinesses. BT Technol. J. 21(4), 65–71 (2003)CrossRef Azvine, B., Nauck, D., Ho, C.: Intelligent business analytics - a tool to build decision-support systems for ebusinesses. BT Technol. J. 21(4), 65–71 (2003)CrossRef

go back to reference Barnawi, A., Batarfi, O., Beheshti, S.-M.-R., Elshawi, R., Nouri, R., Sakr, S.: On characterizing the performance of distributed graph computation platforms. In: TPC Technology Conference (TPCTC 2014), Hangzhou. Lecture Notes in Computer Science (2014) Barnawi, A., Batarfi, O., Beheshti, S.-M.-R., Elshawi, R., Nouri, R., Sakr, S.: On characterizing the performance of distributed graph computation platforms. In: TPC Technology Conference (TPCTC 2014), Hangzhou. Lecture Notes in Computer Science (2014)

go back to reference Beheshti, S.-M.-R.: Organizing, Querying, and Analyzing Ad-hoc Processes’ Data. Ph.D. thesis, University of New South Wales, Sydney (2012) Beheshti, S.-M.-R.: Organizing, Querying, and Analyzing Ad-hoc Processes’ Data. Ph.D. thesis, University of New South Wales, Sydney (2012)

go back to reference Beheshti, S.-M.-R., Moshkenani, M.S.: Development of grid resource discovery service based on semantic information. In: Proceedings of the 2007 Spring Simulation Multiconference, SpringSim 2007, Norfolk, 25–29 March 2007, vol. 1, pp. 141–148 (2007) Beheshti, S.-M.-R., Moshkenani, M.S.: Development of grid resource discovery service based on semantic information. In: Proceedings of the 2007 Spring Simulation Multiconference, SpringSim 2007, Norfolk, 25–29 March 2007, vol. 1, pp. 141–148 (2007)

go back to reference Beheshti, S.-M.-R., Benatallah, B., Nezhad, H.R.M., Sakr, S.: A query language for analyzing business processes execution. In: Proceedings of the 9th International Conference on Business Process Management, BPM 2011, Clermont-Ferrand, 30 August–2 September 2011, pp. 281–297 (2011) Beheshti, S.-M.-R., Benatallah, B., Nezhad, H.R.M., Sakr, S.: A query language for analyzing business processes execution. In: Proceedings of the 9th International Conference on Business Process Management, BPM 2011, Clermont-Ferrand, 30 August–2 September 2011, pp. 281–297 (2011)

go back to reference Beheshti, S.-M.-R., Benatallah, B., Nezhad, H.R.M., Allahbakhsh, M.: A framework and a language for on-line analytical processing on graphs. In: Proceedings of the 13th International Conference on Web Information Systems Engineering, WISE 2012, Paphos, 28–30 November 2012, pp. 213–227 (2012) Beheshti, S.-M.-R., Benatallah, B., Nezhad, H.R.M., Allahbakhsh, M.: A framework and a language for on-line analytical processing on graphs. In: Proceedings of the 13th International Conference on Web Information Systems Engineering, WISE 2012, Paphos, 28–30 November 2012, pp. 213–227 (2012)

go back to reference Beheshti, S.-M.-R., Nezhad, H.R.M., Benatallah, B.: Temporal provenance model (tpm): Model and query language. CoRR, abs/1211.5009 (2012) Beheshti, S.-M.-R., Nezhad, H.R.M., Benatallah, B.: Temporal provenance model (tpm): Model and query language. CoRR, abs/1211.5009 (2012)

go back to reference Beheshti, S.-M.-R., Benatallah, B., Nezhad, H.R.M.: Enabling the analysis of cross-cutting aspects in ad-hoc processes. In: Proceedings of the 25th International Conference on Advanced Information Systems Engineering, CAiSE 2013, Valencia, 17–21 June 2013, pp. 51–67 (2013) Beheshti, S.-M.-R., Benatallah, B., Nezhad, H.R.M.: Enabling the analysis of cross-cutting aspects in ad-hoc processes. In: Proceedings of the 25th International Conference on Advanced Information Systems Engineering, CAiSE 2013, Valencia, 17–21 June 2013, pp. 51–67 (2013)

go back to reference Beheshti, S.-M.-R., Benatallah, B., Motahari-Nezhad, H.: Scalable graph-based olap analytics over process execution data. Distrib. Parallel Databases 1–45 (2015). doi:10.1007/s10619-014-7171-9 Beheshti, S.-M.-R., Benatallah, B., Motahari-Nezhad, H.: Scalable graph-based olap analytics over process execution data. Distrib. Parallel Databases 1–45 (2015). doi:10.​1007/​s10619-014-7171-9

go back to reference Bifet, A., Holmes, G., Kirkby, R., Pfahringer, B.: Moa: Massive online analysis. J. Mach. Learn. Res. 11, 1601–1604 (2010) Bifet, A., Holmes, G., Kirkby, R., Pfahringer, B.: Moa: Massive online analysis. J. Mach. Learn. Res. 11, 1601–1604 (2010)

go back to reference Chaiken, R., Jenkins, B., Larson, P., Ramsey, B., Shakib, D., Weaver, S., Zhou, J.: SCOPE: Easy and efficient parallel processing of massive data sets. PVLDB 1(2), 1265–1276 (2008) Chaiken, R., Jenkins, B., Larson, P., Ramsey, B., Shakib, D., Weaver, S., Zhou, J.: SCOPE: Easy and efficient parallel processing of massive data sets. PVLDB 1(2), 1265–1276 (2008)

go back to reference Chen, C., Yan, X., Zhu, F., Han, J., Yu, P.S.: Graph OLAP: Towards online analytical processing on graphs. In: Proceedings of the 8th IEEE International Conference on Data Mining (ICDM 2008), Pisa, 15–19 December 2008, pp. 103–112 Chen, C., Yan, X., Zhu, F., Han, J., Yu, P.S.: Graph OLAP: Towards online analytical processing on graphs. In: Proceedings of the 8th IEEE International Conference on Data Mining (ICDM 2008), Pisa, 15–19 December 2008, pp. 103–112

go back to reference Cohen, J.: Graph twiddling in a MapReduce world. Comput. Sci. Eng. 11(4), 29–41 (2009)CrossRef Cohen, J.: Graph twiddling in a MapReduce world. Comput. Sci. Eng. 11(4), 29–41 (2009)CrossRef

go back to reference Dean, J., Ghemawat, S.: MapReduce: Simplified data processing on large clusters. Commun. ACM 51(1), 107–113 (2008)CrossRef Dean, J., Ghemawat, S.: MapReduce: Simplified data processing on large clusters. Commun. ACM 51(1), 107–113 (2008)CrossRef

go back to reference Doan, A., Ramakrishnan, R., Halevy, A.Y.: Crowdsourcing systems on the World-Wide Web. Commun. ACM 54(4), 86–96 (2011)CrossRef Doan, A., Ramakrishnan, R., Halevy, A.Y.: Crowdsourcing systems on the World-Wide Web. Commun. ACM 54(4), 86–96 (2011)CrossRef

go back to reference Dyreson, C.E.: Aspect-oriented relational algebra. In: Proceedings of 14th International Conference on Extending Database Technology (EDBT 2011), Uppsala, 21–24 March 2011, pp. 377–388. ACM, New York (2011) [ISBN 978-1-4503-0528-0] Dyreson, C.E.: Aspect-oriented relational algebra. In: Proceedings of 14th International Conference on Extending Database Technology (EDBT 2011), Uppsala, 21–24 March 2011, pp. 377–388. ACM, New York (2011) [ISBN 978-1-4503-0528-0]

go back to reference Etcheverry, L., Vaisman, A.A.: Enhancing OLAP analysis with Web cubes. In: Extended Semantic Web Conference, Halle (Saale), pp. 469–483 (2012) Etcheverry, L., Vaisman, A.A.: Enhancing OLAP analysis with Web cubes. In: Extended Semantic Web Conference, Halle (Saale), pp. 469–483 (2012)

go back to reference Fraternali, P., Brambilla, M., Vaca, C.: A model-driven approach to social bpm applications. In: Social BPM. Future Strategies, Lighthouse Point (2011) Fraternali, P., Brambilla, M., Vaca, C.: A model-driven approach to social bpm applications. In: Social BPM. Future Strategies, Lighthouse Point (2011)

go back to reference Grossman, R.L., Gu, Y.: Data mining using high performance data clouds: Experimental studies using sector and sphere. In: Proceedings of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Las Vegas, 24–27 August 2008, pp. 920–927. ACM, New York (2008) [ISBN 978-1-60558-193-4] Grossman, R.L., Gu, Y.: Data mining using high performance data clouds: Experimental studies using sector and sphere. In: Proceedings of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Las Vegas, 24–27 August 2008, pp. 920–927. ACM, New York (2008) [ISBN 978-1-60558-193-4]

go back to reference Hammoud, M., Rabbou, D.A., Nouri, R., Beheshti, S.-M.-R., Sakr, S.: DREAM: distributed RDF engine with adaptive query planner and minimal communication. PVLDB 8(6), 654–665 (2015) Hammoud, M., Rabbou, D.A., Nouri, R., Beheshti, S.-M.-R., Sakr, S.: DREAM: distributed RDF engine with adaptive query planner and minimal communication. PVLDB 8(6), 654–665 (2015)

go back to reference Han, J., Yan, X., Yu, P.S.: Scalable OLAP and mining of information networks. In: Proceedings of 12th International Conference on Extending Database Technology (EDBT 2009), Saint Petersburg, 24–26 March 2009. ACM International Conference Proceeding Series, vol. 360. ACM, New York (2009) [ISBN 978-1-60558-422-5] Han, J., Yan, X., Yu, P.S.: Scalable OLAP and mining of information networks. In: Proceedings of 12th International Conference on Extending Database Technology (EDBT 2009), Saint Petersburg, 24–26 March 2009. ACM International Conference Proceeding Series, vol. 360. ACM, New York (2009) [ISBN 978-1-60558-422-5]

go back to reference Han, J., Sun, Y., Yan, X., Yu, P.S.: Mining knowledge from data: An information network analysis approach. In: International Conference on Data Engineering, Washington, DC (2012) Han, J., Sun, Y., Yan, X., Yu, P.S.: Mining knowledge from data: An information network analysis approach. In: International Conference on Data Engineering, Washington, DC (2012)

go back to reference Holme, P., Sarami, J.: Temporal networks. CoRR, abs/1108.1780 (2011) Holme, P., Sarami, J.: Temporal networks. CoRR, abs/1108.1780 (2011)

go back to reference Husain, M.F., Doshi, P., Khan, L., Thuraisingham, B.M.: Storage and retrieval of large RDF graph using Hadoop and MapReduce. In: Proceedings of the Cloud Computing, First International Conference (CloudCom 2009), Beijing, 1–4 December 2009, pp. 680–686. Lecture Notes in Computer Science, vol. 5931. Springer, Berlin (2009) [ISBN 978-3-642-10664-4] Husain, M.F., Doshi, P., Khan, L., Thuraisingham, B.M.: Storage and retrieval of large RDF graph using Hadoop and MapReduce. In: Proceedings of the Cloud Computing, First International Conference (CloudCom 2009), Beijing, 1–4 December 2009, pp. 680–686. Lecture Notes in Computer Science, vol. 5931. Springer, Berlin (2009) [ISBN 978-3-642-10664-4]

go back to reference Husain, M.F., Khan, L., Kantarcioglu, M., Thuraisingham, B.M.: Data intensive query processing for large RDF graphs using cloud computing tools. In: IEEE International Conference on Cloud Computing (CLOUD 2010), Miami, 5–10 July 2010, pp. 1–10. IEEE, New York (2010) [ISBN 978-1-4244-8207-8] Husain, M.F., Khan, L., Kantarcioglu, M., Thuraisingham, B.M.: Data intensive query processing for large RDF graphs using cloud computing tools. In: IEEE International Conference on Cloud Computing (CLOUD 2010), Miami, 5–10 July 2010, pp. 1–10. IEEE, New York (2010) [ISBN 978-1-4244-8207-8]

go back to reference Kämpgen, B., Harth, A.: Transforming statistical linked data for use in OLAP systems. In: Proceedings of the 7th International Conference on Semantic Systems - I-SEMANTICS, Graz, pp. 33–40 (2011) Kämpgen, B., Harth, A.: Transforming statistical linked data for use in OLAP systems. In: Proceedings of the 7th International Conference on Semantic Systems - I-SEMANTICS, Graz, pp. 33–40 (2011)

go back to reference Kang, U., Chau, D.H., Faloutsos, C.: Pegasus: Mining billion-scale graphs in the cloud. In: IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 5341–5344. IEEE, New York (2012) Kang, U., Chau, D.H., Faloutsos, C.: Pegasus: Mining billion-scale graphs in the cloud. In: IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 5341–5344. IEEE, New York (2012)

go back to reference Kim, H., Ravindra, P., Anyanwu, K.: From SPARQL to MapReduce: The journey using a nested triplegroup algebra. Proc. VLDB Endowment 4(12), 1426–1429 (2011) Kim, H., Ravindra, P., Anyanwu, K.: From SPARQL to MapReduce: The journey using a nested triplegroup algebra. Proc. VLDB Endowment 4(12), 1426–1429 (2011)

go back to reference Kipgen, B., O’Riain, S., Harth, A.: Interacting with statistical linked data via OLAP operations. In: Proceedings of Interacting with Linked Data-Extended Semantic Web Conference, Heraklion (2012) Kipgen, B., O’Riain, S., Harth, A.: Interacting with statistical linked data via OLAP operations. In: Proceedings of Interacting with Linked Data-Extended Semantic Web Conference, Heraklion (2012)

go back to reference Kohavi, R., Rothleder, N.J., Simoudis, E.: Emerging trends in business analytics. Commun. ACM 45(8), 45–48 (2002)CrossRef Kohavi, R., Rothleder, N.J., Simoudis, E.: Emerging trends in business analytics. Commun. ACM 45(8), 45–48 (2002)CrossRef

go back to reference Kostakos, V.: Temporal graph. Phys. A Stat. Mech. Appl. 388(6), 1007–1023 (2009)MathSciNetCrossRef Kostakos, V.: Temporal graph. Phys. A Stat. Mech. Appl. 388(6), 1007–1023 (2009)MathSciNetCrossRef

go back to reference Langford, J., Li, L., Strehl, A.: Vowpal wabbit. https://github.com/JohnLangford/vowpal_wabbit/wiki (2011) Langford, J., Li, L., Strehl, A.: Vowpal wabbit. https://​github.​com/​JohnLangford/​vowpal_​wabbit/​wiki (2011)

go back to reference Lim, L., Wang, H., Wang, M.: Semantic queries in databases: Problems and challenges. In: Conference on Information and Knowledge Management (CIKM), Hong Kong, pp. 1505–1508 (2009) Lim, L., Wang, H., Wang, M.: Semantic queries in databases: Problems and challenges. In: Conference on Information and Knowledge Management (CIKM), Hong Kong, pp. 1505–1508 (2009)

go back to reference Liu, D.R., Shen, M.: Workflow modeling for virtual processes: An order-preserving process-view approach. Inf. Syst. 28(6), 505–532 (2003)CrossRefMATH Liu, D.R., Shen, M.: Workflow modeling for virtual processes: An order-preserving process-view approach. Inf. Syst. 28(6), 505–532 (2003)CrossRefMATH

go back to reference Low, Y., Gonzalez, J.E., Kyrola, A., Bickson, D., Guestrin, C.E., Hellerstein, J.: Graphlab: A new framework for parallel machine learning (2014). Preprint. arXiv:1408.2041 Low, Y., Gonzalez, J.E., Kyrola, A., Bickson, D., Guestrin, C.E., Hellerstein, J.: Graphlab: A new framework for parallel machine learning (2014). Preprint. arXiv:1408.2041

go back to reference Malewicz, G., Austern, M.H., Bik, A.J.C., Dehnert, J.C., Horn, I., Leiser, N., Czajkowski, G.: Pregel: A system for large-scale graph processing. In: Special Interest Group on Management of Data Conference, Indianapolis, pp. 135–146 (2010) Malewicz, G., Austern, M.H., Bik, A.J.C., Dehnert, J.C., Horn, I., Leiser, N., Czajkowski, G.: Pregel: A system for large-scale graph processing. In: Special Interest Group on Management of Data Conference, Indianapolis, pp. 135–146 (2010)

go back to reference Motahari-Nezhad, H.R., Saint-Paul, R., Casati, F., Benatallah, B.: Event correlation for process discovery from web service interaction logs. VLDB J. 20(3), 417–444 (2011)CrossRef Motahari-Nezhad, H.R., Saint-Paul, R., Casati, F., Benatallah, B.: Event correlation for process discovery from web service interaction logs. VLDB J. 20(3), 417–444 (2011)CrossRef

go back to reference Neumeyer, L., Robbins, B., Nair, A., Kesari, A.: S4: distributed stream computing platform. In: The 10th IEEE International Conference on Data Mining Workshops (ICDMW), Sydney, 13 December 2010, pp. 170–177 (2010) Neumeyer, L., Robbins, B., Nair, A., Kesari, A.: S4: distributed stream computing platform. In: The 10th IEEE International Conference on Data Mining Workshops (ICDMW), Sydney, 13 December 2010, pp. 170–177 (2010)

go back to reference Newman, M.: Small Worlds: The Dynamics of Networks Between Order and Randomness. Oxford University Press, Oxford (2010) Newman, M.: Small Worlds: The Dynamics of Networks Between Order and Randomness. Oxford University Press, Oxford (2010)

go back to reference Nigam, A., Caswell, N.S.: Business artifacts: An approach to operational specification. IBM Syst. J. 42(3), 428–445 (2003)CrossRef Nigam, A., Caswell, N.S.: Business artifacts: An approach to operational specification. IBM Syst. J. 42(3), 428–445 (2003)CrossRef

go back to reference Olston, C., Reed, B., Srivastava, U., Kumar, R., Tomkins, A.: Pig latin: A not-so-foreign language for data processing. In: Proceedings of the 2008 ACM SIGMOD International Conference on Management of Data, pp. 1099–1110. ACM, New York (2008) Olston, C., Reed, B., Srivastava, U., Kumar, R., Tomkins, A.: Pig latin: A not-so-foreign language for data processing. In: Proceedings of the 2008 ACM SIGMOD International Conference on Management of Data, pp. 1099–1110. ACM, New York (2008)

go back to reference Petit, J.M., Toumani, F., Boulicaut, J.F., Kouloumdjian, J.: Towards the reverse engineering of denormalized relational databases. In: International Conference on Data Engineering (ICDE), New Orleans, pp. 218–227 (1996) Petit, J.M., Toumani, F., Boulicaut, J.F., Kouloumdjian, J.: Towards the reverse engineering of denormalized relational databases. In: International Conference on Data Engineering (ICDE), New Orleans, pp. 218–227 (1996)

go back to reference Pike, R., Dorward, S., Griesemer, R., Quinlan, S.: Interpreting the data: Parallel analysis with sawzall. Sci. Program. 13(4), 277–298 (2005) Pike, R., Dorward, S., Griesemer, R., Quinlan, S.: Interpreting the data: Parallel analysis with sawzall. Sci. Program. 13(4), 277–298 (2005)

go back to reference Qian, T., Yang, Y., Wang, S.: Refining graph partitioning for social network clustering. In: Web Information Systems Engineering (WISE), pp. 77–90. Springer, Heidelberg (2010) Qian, T., Yang, Y., Wang, S.: Refining graph partitioning for social network clustering. In: Web Information Systems Engineering (WISE), pp. 77–90. Springer, Heidelberg (2010)

go back to reference Qu, Q., Zhu, F., Yan, X., Han, J., Yu, P.S., Li, H.: Efficient topological OLAP on information networks. In: Proceedings of the Database Systems for Advanced Applications - 16th International Conference (DASFAA 2011), Part I, Hong Kong, 22–25 April 2011. Lecture Notes in Computer Science, vol. 6587. Springer, Berlin (2011) [ISBN 978-3-642-20148-6] Qu, Q., Zhu, F., Yan, X., Han, J., Yu, P.S., Li, H.: Efficient topological OLAP on information networks. In: Proceedings of the Database Systems for Advanced Applications - 16th International Conference (DASFAA 2011), Part I, Hong Kong, 22–25 April 2011. Lecture Notes in Computer Science, vol. 6587. Springer, Berlin (2011) [ISBN 978-3-642-20148-6]

go back to reference R Core Team: R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing (2012/2014) R Core Team: R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing (2012/2014)

go back to reference Rozsnyai, S., Slominski, A., Lakshmanan, G.T.: Automated correlation discovery for semi-structured business processes. In: International Conference on Data Engineering Workshops, Hannover, pp. 261–266 (2011) Rozsnyai, S., Slominski, A., Lakshmanan, G.T.: Automated correlation discovery for semi-structured business processes. In: International Conference on Data Engineering Workshops, Hannover, pp. 261–266 (2011)

go back to reference Sun, Y., Han, J., Zhao, P., Yin, Z., Cheng, H., Wu, T.: RankClus: Integrating clustering with ranking for heterogeneous information network analysis. In: Proceedings of 12th International Conference on Extending Database Technology (EDBT 2009), Saint Petersburg, 24–26 March 2009. ACM International Conference Proceeding Series, vol. 360. ACM, New York (2009) [ISBN 978-1-60558-422-5] Sun, Y., Han, J., Zhao, P., Yin, Z., Cheng, H., Wu, T.: RankClus: Integrating clustering with ranking for heterogeneous information network analysis. In: Proceedings of 12th International Conference on Extending Database Technology (EDBT 2009), Saint Petersburg, 24–26 March 2009. ACM International Conference Proceeding Series, vol. 360. ACM, New York (2009) [ISBN 978-1-60558-422-5]

go back to reference Swenson, K., Fischer, L., Kemsley, S., Palmer, N.L., Richardson, C.: Social BPM: Work, Planning and Collaboration Under the Impact of Social Technology. Bpm and Workflow Handbook Series. CreateSpace Independent Publishing Platform, USA (2011) [CreateSpace is a DBA of On-Demand Publishing LLC, part of the Amazon group of companies] Swenson, K., Fischer, L., Kemsley, S., Palmer, N.L., Richardson, C.: Social BPM: Work, Planning and Collaboration Under the Impact of Social Technology. Bpm and Workflow Handbook Series. CreateSpace Independent Publishing Platform, USA (2011) [CreateSpace is a DBA of On-Demand Publishing LLC, part of the Amazon group of companies]

go back to reference Watts, D.J.: Networks: An Introduction. Princeton University Press, Princeton (2003) Watts, D.J.: Networks: An Introduction. Princeton University Press, Princeton (2003)

go back to reference White, T.: Hadoop: The Definitive Guide, 1st edn. O’Reilly Media, Sebastopol (2009) White, T.: Hadoop: The Definitive Guide, 1st edn. O’Reilly Media, Sebastopol (2009)

go back to reference Widom, J.: Trio: A system for integrated management of data, accuracy, and lineage. In: Conference on Innovative Data Systems Research (CIDR), Asilomar, pp. 262–276 (2005) Widom, J.: Trio: A system for integrated management of data, accuracy, and lineage. In: Conference on Innovative Data Systems Research (CIDR), Asilomar, pp. 262–276 (2005)

go back to reference Zikopoulos, P., Eaton, C.: Understanding Big Data: Analytics for Enterprise Class Hadoop and Streaming Data, 1st edn. McGraw-Hill Education, New York (2011) Zikopoulos, P., Eaton, C.: Understanding Big Data: Analytics for Enterprise Class Hadoop and Streaming Data, 1st edn. McGraw-Hill Education, New York (2011)