TY - STD TI - Starlinger J, Brancotte B, Cohen-Boulakia S, Leser U. Similarity search for scientific workflows. In: Proceedings of the VLDB Endowment (PVLDB), VLDB Endowment. 2014;7(12):1143–54. ID - ref1 ER - TY - JOUR AU - Schoknecht, A. AU - Thaler, T. AU - Fettke, P. AU - Oberweis, A. AU - Laue, R. PY - 2017 DA - 2017// TI - Similarity of business process models—a state-of-the-art analysis JO - ACM Comput Surv VL - 50 UR - https://doi.org/10.1145/3092694 DO - 10.1145/3092694 ID - Schoknecht2017 ER - TY - JOUR AU - Dijkman, R. AU - Dumas, M. AU - Dongen, B. AU - Kaarik, R. PY - 2011 DA - 2011// TI - Similarity of business process models: metrics and evaluation JO - Inf Syst VL - 36 UR - https://doi.org/10.1016/j.is.2010.09.006 DO - 10.1016/j.is.2010.09.006 ID - Dijkman2011 ER - TY - JOUR AU - Fiannaca, A. AU - Rosa, M. L. AU - Rizzo, R. AU - Urso, A. AU - Gaglio, S. PY - 2014 DA - 2014// TI - An expert system hybrid architecture to support experiment management JO - J Expert Syst Appl VL - 41 UR - https://doi.org/10.1016/j.eswa.2013.08.058 DO - 10.1016/j.eswa.2013.08.058 ID - Fiannaca2014 ER - TY - STD TI - Alper P, Belhajjame K, Goble CA. Small is beautiful: summarizing scientific workflows using semantic annotations. In: IEEE 2nd international congress on Big Data. 2013. ID - ref5 ER - TY - JOUR AU - Sohangir, S. AU - Wang, D. AU - Pomeranets, A. AU - Khoshgoftaar, T. M. PY - 2018 DA - 2018// TI - Big Data: deep learning for financial sentiment analysis JO - J Big Data VL - 5 UR - https://doi.org/10.1186/s40537-017-0111-6 DO - 10.1186/s40537-017-0111-6 ID - Sohangir2018 ER - TY - JOUR AU - Nwagwu, H. C. AU - Okereke, G. AU - Nwobodo, C. PY - 2017 DA - 2017// TI - Mining and visualising contradictory data JO - J Big Data VL - 4 UR - https://doi.org/10.1186/s40537-017-0100-9 DO - 10.1186/s40537-017-0100-9 ID - Nwagwu2017 ER - TY - JOUR AU - Tan, W. AU - Blake, M. B. AU - Saleh, I. AU - Dustdar, S. PY - 2013 DA - 2013// TI - Social-network-sourced big data analytics JO - IEEE Internet Comput VL - 7 UR - https://doi.org/10.1109/MIC.2013.100 DO - 10.1109/MIC.2013.100 ID - Tan2013 ER - TY - STD TI - Papadimitriou CH, Raghavan P, Tamaki H, Vempala S. Latent semantic indexing: a probabilistic analysis. In: Proceedings of the ACM symposium on principles of database systems. 1998. ID - ref9 ER - TY - JOUR AU - Iqbal, M. S. AU - Luo, B. AU - Khan, T. AU - Mehmood, R. AU - Sadiq, M. PY - 2018 DA - 2018// TI - Heterogeneous transfer learning techniques for machine learning JO - Iran J Comput Sci VL - 1 UR - https://doi.org/10.1007/s42044-017-0004-z DO - 10.1007/s42044-017-0004-z ID - Iqbal2018 ER - TY - JOUR AU - Xiang, E. W. AU - Cao, B. AU - Hu, D. H. AU - Yang, Q. PY - 2010 DA - 2010// TI - Bridging domains using world wide knowledge for transfer learning JO - IEEE Trans Knowl Data Eng VL - 22 UR - https://doi.org/10.1109/TKDE.2010.31 DO - 10.1109/TKDE.2010.31 ID - Xiang2010 ER - TY - JOUR AU - Bunke, H. AU - Riesen, K. PY - 2011 DA - 2011// TI - Recent advances in graph-based pattern recognition with applications in document analysis JO - J Pattern Recognit VL - 44 UR - https://doi.org/10.1016/j.patcog.2010.11.015 DO - 10.1016/j.patcog.2010.11.015 ID - Bunke2011 ER - TY - BOOK PY - 2017 DA - 2017// TI - Advances in intelligent process-aware information systems: concepts, methods, and technologies PB - Springer CY - Cham ID - ref13 ER - TY - JOUR AU - Tosta, F. E. AU - Braganholo, V. AU - Murta, L. AU - Mattoso, M. PY - 2015 DA - 2015// TI - Improving workflow design by mining reusable tasks JO - J Braz Comput Soc VL - 21 UR - https://doi.org/10.1186/s13173-015-0035-y DO - 10.1186/s13173-015-0035-y ID - Tosta2015 ER - TY - STD TI - Wang X, Lafreniere B, Grossman T. Leveraging community-generated videos and command logs to classify and recommend software workflows. In: Proceedings of the 2018 CHI conference on human factors in computing systems. ACM. 2018. p. 285. ID - ref15 ER - TY - BOOK AU - Bergmann, R. AU - Müller, G. PY - 2018 DA - 2018// TI - Similarity-based retrieval and automatic adaptation of semantic workflows PB - Springer CY - Cham ID - Bergmann2018 ER - TY - JOUR AU - Koohi, T. AU - Zahedi, M. PY - 2017 DA - 2017// TI - Scientific workflow clustering based on motif discovery JO - Int J Comput Sci Eng Inf Technol IJCSEIT VL - 7 ID - Koohi2017 ER - TY - JOUR AU - Bergmann, R. AU - Gil, Y. PY - 2014 DA - 2014// TI - Similarity assessment and efficient retrieval of semantic workflows JO - Inf Syst VL - 40 UR - https://doi.org/10.1016/j.is.2012.07.005 DO - 10.1016/j.is.2012.07.005 ID - Bergmann2014 ER - TY - STD TI - Schoknecht A, Fischer N, Oberweis A. Process model search using latent semantic analysis. In: International conference on business process management. Springer. 2016. p. 283–95. ID - ref19 ER - TY - STD TI - Starlinger J, Cohen-Boulakia S, Khanna S, Davidson S, Leser U. Layer decomposition: an effective structure-based approach for scientific workflow similarity. In: IEEE eScience conference. 2014. ID - ref20 ER - TY - JOUR AU - Medhata, W. AU - Hassan, A. AU - Korashy, H. PY - 2014 DA - 2014// TI - Sentiment analysis algorithms and applications: a survey JO - Ain Shams Eng J VL - 5 UR - https://doi.org/10.1016/j.asej.2014.04.011 DO - 10.1016/j.asej.2014.04.011 ID - Medhata2014 ER - TY - STD TI - Stoyanovich J, Taskar B, Davidson S. Exploring repositories of scientific workflows. In: Proceedings of the 1st international workshop on workflow approaches to new data-centric science. ACM. 2010. ID - ref22 ER - TY - STD TI - Dijkman R, Dumas M, García-Bañuelos L. Graph matching algorithms for business process model similarity search. In: International conference on business process management. 2009. p. 48–63. ID - ref23 ER - TY - JOUR AU - Garijo, D. AU - Alper, P. AU - Belhajjame, K. AU - Corcho, O. AU - Gil, Y. AU - Goble, C. PY - 2014 DA - 2014// TI - Common motifs in scientific workflows: an empirical analysis JO - Future Gen Comput Syst VL - 36 UR - https://doi.org/10.1016/j.future.2013.09.018 DO - 10.1016/j.future.2013.09.018 ID - Garijo2014 ER - TY - STD TI - Garijo D, Corcho O, Gil Y. Detecting common scientific workflow fragments using templates and execution provenance. In: The proceedings of the seventh international conference on knowledge capture. 2013. p. 33–40. ID - ref25 ER - TY - JOUR AU - Maguire, E. AU - Rocca-Serra, P. AU - Sansone, S. A. AU - Davies, J. AU - Chen, M. PY - 2013 DA - 2013// TI - Visual compression of workflow visualizations with automated detection of macro motifs JO - IEEE Trans Vis Comput Graph VL - 19 UR - https://doi.org/10.1109/TVCG.2013.225 DO - 10.1109/TVCG.2013.225 ID - Maguire2013 ER - TY - JOUR AU - Polato, M. AU - Sperduti, A. AU - de Leoni, M. PY - 2018 DA - 2018// TI - Time and activity sequence prediction of business process instances JO - Computing ID - Polato2018 ER - TY - JOUR AU - Qiu, J. AU - Wu, Q. AU - Ding, G. AU - Xu, Y. AU - Feng, S. PY - 2016 DA - 2016// TI - A survey of machine learning for big data processing JO - J Adv Signal Process VL - 2016 UR - https://doi.org/10.1186/s13634-016-0355-x DO - 10.1186/s13634-016-0355-x ID - Qiu2016 ER - TY - JOUR AU - Lén, H. P. AU - Nardelli, L. AU - Carmona, J. AU - Broucke, S. K. L. M. PY - 2018 DA - 2018// TI - Incorporating negative information to process discovery of complex systems JO - Inf Sci VL - 422 ID - Lén2018 ER - TY - JOUR AU - D, B. o. l. l. e. g. a. l. a. AU - Weir, D. AU - Carroll, J. PY - 2013 DA - 2013// TI - Cross-domain sentiment classification using a sentiment sensitive dictionary JO - IEEE Trans Knowl Data Eng VL - 25 UR - https://doi.org/10.1109/TKDE.2012.103 DO - 10.1109/TKDE.2012.103 ID - D2013 ER - TY - STD TI - Chen P, Plale BA. Big data provenance analysis and visualization. In: Cluster, cloud and grid computing (CCGrid). 15th IEEE/ACM international symposium. 2015. p. 797–800. ID - ref31 ER - TY - STD TI - Pan SJ, Ni X, Sun JT, Yang Q, Chen Z. Cross-domain sentiment classification via spectral feature alignment. In: WWW. 2010;2010:26–30. ID - ref32 ER - TY - JOUR AU - Pan, S. J. AU - Yang, Q. PY - 2009 DA - 2009// TI - A survey on transfer learning JO - IEEE Trans Knowl Data Eng VL - 22 UR - https://doi.org/10.1109/TKDE.2009.191 DO - 10.1109/TKDE.2009.191 ID - Pan2009 ER - TY - JOUR AU - Schmidhuber, J. PY - 2015 DA - 2015// TI - Deep learning in neural networks: an overview JO - J Neural Netw VL - 61 UR - https://doi.org/10.1016/j.neunet.2014.09.003 DO - 10.1016/j.neunet.2014.09.003 ID - Schmidhuber2015 ER - TY - BOOK AU - Aggarwal, C. C. PY - 2014 DA - 2014// TI - Data classification: algorithms and applications PB - CRC Press CY - Boca Raton ID - Aggarwal2014 ER - TY - STD TI - Lee H, Battle A, Raina R, Ng AY. Efficient sparse coding algorithms. In: Advances in neural information processing systems. 2007. p. 801–8. ID - ref36 ER - TY - BOOK AU - Hawkins, D. PY - 1980 DA - 1980// TI - Identification of outliers PB - Hall Reading CY - London UR - https://doi.org/10.1007/978-94-015-3994-4 DO - 10.1007/978-94-015-3994-4 ID - Hawkins1980 ER - TY - STD TI - Blitzer J, Dredze M, Pereira F. Biographies, bollywood, boom-boxes and blenders: domain adaptation for sentiment classification. In: ACL. 2007;2007:440–7. ID - ref38 ER - TY - STD TI - Verbeek HMW, Gunther CW. XES standard definition 2.0. Technical report. BPMcenter.org, July 2014. http://bpmcenter.org/wp-content/uploads/reports/2014/BPM-14-09.pdf. BPM Center Report BPM-14-09. UR - http://bpmcenter.org/wp-content/uploads/reports/2014/BPM-14-09.pdf ID - ref39 ER - TY - STD TI - van Dongen BF. Real-life event logs - Hospital log. Eindhoven University of Technology. Dataset. 2011. https://doi.org/10.4121/uuid:d9769f3d-0ab0-4fb8-803b-0d1120ffcf54. ID - ref40 ER - TY - STD TI - van Dongen BF. Bpi challenge. Eindhoven University of Technology. Dataset. 2012. https://doi.org/10.4121/uuid:3926db30-f712-4394-aebc-75976070e91f. ID - ref41 ER - TY - STD TI - Tikhonov A, Parkinson H, Petryszak R, Sarkans U, Brazma A. ArrayExpress update-simplifying data submissions. Nucleic Acids Res 28:43:D1113–6. 2015. https://www.ebi.ac.uk/arrayexpress/. Accessed 11 Jan 2018. UR - https://www.ebi.ac.uk/arrayexpress/ ID - ref42 ER - TY - STD TI - van Dongen BF. BPI Challenge 2017. Eindhoven University of Technology. Dataset. 2017. https://doi.org/10.4121/uuid:5f3067df-f10b-45da-b98b-86ae4c7a310b. ID - ref43 ER - TY - JOUR AU - Deelman, E. AU - Peterka, T. AU - Altintas, I. AU - Carothers, C. D. AU - van Dam, K. K. AU - Moreland, K. AU - Parashar, M. AU - Ramakrishnan, L. AU - Taufer, M. AU - Vetter, J. PY - 2017 DA - 2017// TI - The future of scientific workflows JO - Int J High Perform Comput Appl VL - 32 UR - https://doi.org/10.1177/1094342017704893 DO - 10.1177/1094342017704893 ID - Deelman2017 ER -