Markku Hinkka

Research outputs

  1. 2019
  2. Published

    Exploiting Event Log Event Attributes in RNN Based Prediction

    Hinkka, M., Lehto, T. & Heljanko, K., 1 Jan 2019, New Trends in Databases and Information Systems - ADBIS 2019 Short Papers, Workshops BBIGAP, QAUCA, SemBDM, SIMPDA, M2P, MADEISD, and Doctoral Consortium 2019, Proceedings. Welzer, T., Podgorelec, V., Kamišalic Latific, A., Eder, J., Wrembel, R., Morzy, M., Ivanovic, M., Gamper, J., Tzouramanis, T. & Darmont, J. (eds.). Springer Verlag, p. 405-416 12 p. (Communications in Computer and Information Science; vol. 1064).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  3. Published

    Classifying Process Instances Using Recurrent Neural Networks

    Hinkka, M., Lehto, T., Heljanko, K. & Jung, A., 2019, Business Process Management Workshops - BPM 2018 International Workshops, Revised Papers. Daniel, F., Sheng, Q. Z. & Motahari, H. (eds.). Springer Verlag, p. 313-324 12 p. (Lecture Notes in Business Information Processing; vol. 342).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  4. 2018
  5. Published

    Analyzing business process changes using influence analysis

    Lehto, T., Hinkka, M. & Hollmén, J., 1 Jan 2018, In : CEUR Workshop Proceedings. 2270, p. 32-46 15 p.

    Research output: Contribution to journalConference articleScientificpeer-review

  6. Published

    Structural feature selection for event logs

    Hinkka, M., Lehto, T., Heljanko, K. & Jung, A., 2018, Business Process Management Workshops - BPM 2017 International Workshops, Revised Papers. Springer Verlag, p. 20-35 16 p. (Lecture Notes in Business Information Processing; vol. 308).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  7. 2017
  8. Published

    Focusing business process lead time improvements using influence analysis

    Lehto, T., Hinkka, M. & Hollmén, J., 2017, Data-driven Process Discovery and Analysis: Proceedings of the 7th International Symposium on Data-driven Process Discovery and Analysis (SIMPDA 2017), Neuchatel, Switzerland, December 6-8, 2017. Ceravolo, P., Van Keulen, M. & Stoffel, K. (eds.). CEUR, p. 54-67 14 p. (CEUR Workshop Proceedings ; vol. 2016). (CEUR Workshop Proceedings).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  9. 2016
  10. Published

    Assessing Big Data SQL Frameworks for Analyzing Event Logs

    Hinkka, M., Lehto, T. & Heljanko, K., 31 Mar 2016, Proceedings - 24th Euromicro International Conference on Parallel, Distributed, and Network-Based Processing, PDP 2016. Institute of Electrical and Electronics Engineers, p. 101-108 8 p. 7445319

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  11. Published

    Focusing business improvements using process mining based influence analysis

    Lehto, T., Hinkka, M. & Hollmén, J., 2016, Business Process Management Forum - BPM Forum, 2016, Proceedings. Springer Verlag, p. 177-192 16 p. (Lecture Notes in Business Information Processing; vol. 260).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

ID: 18892477