Jaakko Hollmen

Senior University Lecturer

Research outputs

  1. 2019
  2. Published

    Clustering Diagnostic Profiles of Patients

    Hollmén, J. & Papapetrou, P., 1 Jan 2019, Artificial Intelligence Applications and Innovations - 15th IFIP WG 12.5 International Conference, AIAI 2019, Proceedings. Iliadis, L., Pimenidis, E., MacIntyre, J. & Maglogiannis, I. (eds.). p. 120-126 7 p. (IFIP Advances in Information and Communication Technology; vol. 559).

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

  3. 2018
  4. Published

    Exploring epistaxis as an adverse effect of anti-thrombotic drugs and outdoor temperature

    Hollmén, J., Boström, H., Asker, L., Karlsson, I., Papapetrou, P., Wikner, B. N. & Ohman, I., 26 Jun 2018, Proceedings of the 11th PErvasive Technologies Related to Assistive Environments Conference, PETRA 2018. p. 1-4 4 p.

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

  5. Published

    A survey of evaluation methods for personal route and destination prediction from mobility traces

    Stegmann, R. A., Žliobaitė, I., Tolvanen, T., Hollmén, J. & Read, J., 1 Mar 2018, In : Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery. 8, 2, p. 1-18 e1237.

    Research output: Contribution to journalReview ArticleScientificpeer-review

  6. 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

  7. Published

    Gaussian process classification for prediction of in-hospital mortality among preterm infants

    Rinta-Koski, O. P., Särkkä, S., Hollmén, J., Leskinen, M. & Andersson, S., 2018, In : Neurocomputing. 298, p. 134-141

    Research output: Contribution to journalArticleScientificpeer-review

  8. 2017
  9. Published

    Effects of precipitation and temperature on the growth variation of Scots pine-A case study at two extreme sites in Finland

    Nojd, P., Korpela, M., Hari, P., Rannik, U., Sulkava, M., Hollmen, J. & Makinen, H., Dec 2017, In : DENDROCHRONOLOGIA. 46, p. 35-45 11 p.

    Research output: Contribution to journalArticleScientificpeer-review

  10. Published

    Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2017, Skopje, Macedonia, September 18–22, 2017, Proceedings, Part I

    Ceci, M., Hollmen, J., Todorovski, L., Vens, C. & Džeroski, S., 18 Sep 2017, Springer International Publishing. 852 p. ( Lecture Notes in Computer Science; vol. 10534)

    Research output: Book/ReportAnthologyScientificpeer-review

  11. Published

    Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2017, Skopje, Macedonia, September 18–22, 2017, Proceedings, Part II

    Ceci, M., Hollmen, J., Todorovski, L., Vens, C. & Džeroski, S., 18 Sep 2017, 866 p. ( Lecture Notes in Computer Science; vol. 10535)

    Research output: Book/ReportAnthologyScientificpeer-review

  12. Published

    BLPA: Bayesian learn-predict-adjust method for online detection of recurrent changepoints

    Maslov, A., Pechenizkiy, M., Pel, Y., Zliobaite, I., Shklyaev, A., Karkkainen, T. & Hollmen, J., 30 Jun 2017, 2017 International Joint Conference on Neural Networks, IJCNN 2017 - Proceedings. Institute of Electrical and Electronics Engineers, p. 1916-1923 8 p. 7966085. (Proceedings of International Joint Conference on Neural Networks).

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

  13. Published

    Newtonian boreal forest ecology: The Scots pine ecosystem as an example

    Hari, P., Aakala, T., Aalto, J., Bäck, J., Hollmén, J., Jõgiste, K., Koupaei, K. K., Kähkönen, M. A., Korpela, M., Kulmala, L. & 6 othersNikinmaa, E., Pumpanen, J., Salkinoja-Salonen, M., Schiestl-Aalto, P., Simojoki, A. & Havimo, M., 1 Jun 2017, In : PloS one. 12, 6, p. 1-27 e0177927.

    Research output: Contribution to journalArticleScientificpeer-review

  14. Published

    Reliability of temperature signal in various climate indicators from northern Europe

    Hari, P., Aakala, T., Hilasvuori, E., Hakkinen, R., Korhola, A., Korpela, M., Linkosalo, T., Makinen, H., Nikinmaa, E., Nöjd, P. & 6 othersSeppa, H., Sulkava, M., Terhivuo, J., Tuomenvirta, H., Weckstrom, J. & Hollmen, J., 1 Jun 2017, In : PloS one. 12, 6, p. 1-20 e0180042.

    Research output: Contribution to journalArticleScientificpeer-review

  15. Published

    A 5.3 pJ/op approximate TTA VLIW tailored for machine learning

    Teittinen, J., Hiienkari, M., Zliobaite, I., Hollmen, J., Berg, H., Heiskala, J., Viitanen, T., Simonsson, J. & Koskinen, L., 1 Mar 2017, In : Microelectronics Journal. 61, p. 106-113 8 p.

    Research output: Contribution to journalArticleScientificpeer-review

  16. Published

    Multi-label methods for prediction with sequential data

    Read, J., Martino, L. & Hollmén, J., 1 Mar 2017, In : Pattern Recognition. 63, p. 45-55 11 p.

    Research output: Contribution to journalArticleScientificpeer-review

  17. Published

    Identifying the main drivers for the production and maturation of Scots pine tracheids along a temperature gradient

    Kulmala, L., Read, J., Nöjd, P., Rathgeber, C. B. K., Cuny, H. E., Hollmén, J. & Mäkinen, H., 15 Jan 2017, In : Agricultural and Forest Meteorology. 232, p. 210-224 15 p.

    Research output: Contribution to journalArticleScientificpeer-review

  18. 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

  19. Published

    Prediction of major complications affecting very low birth weight infants

    Rinta-Koski, O-P., Särkkä, S., Hollmen, J., Leskinen, M., Rantakari, K. & Andersson, S., 2017, 2017 IEEE LIFE SCIENCES CONFERENCE (LSC). IEEE, p. 186-189 4 p.

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

  20. Published

    Prediction of preterm infant mortality with Gaussian process classification

    Rinta-Koski, O-P., Särkkä, S., Hollmen, J. & Andersson, S., 2017, Proceedings of 25th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning. p. 193-198

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

  21. 2016
  22. Published

    Explaining mixture models through semantic pattern mining and banded matrix visualization

    Adhikari, P. R., Vavpetič, A., Kralj, J., Lavrač, N. & Hollmén, J., Oct 2016, In : Machine Learning. 105, 1, p. 3-39 36 p.

    Research output: Contribution to journalArticleScientificpeer-review

  23. Published

    Resource frequency prediction in healthcare: Machine learning approach

    Vieira, D. & Hollmen, J., 16 Aug 2016, Proceedings - IEEE 29th International Symposium on Computer-Based Medical Systems, CBMS 2016. Institute of Electrical and Electronics Engineers, Vol. 2016-August. p. 88-93 6 p. 7545963

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

  24. Published

    Labeling sensing data for mobility modeling

    Read, J., Zliobaite, I. & Hollmén, J., 1 Apr 2016, In : INFORMATION SYSTEMS. 57, p. 207-222 16 p.

    Research output: Contribution to journalArticleScientificpeer-review

  25. Published

    Environmental control of growth variation in a boreal scots pine stand – A data-driven approach

    Kulmala, L., Zliobaite, I., Nikinmaa, E., Nöjd, P., Kolari, P., Koupaei, K. K., Hollmén, J. & Mäkinen, H., 2016, In : Silva Fennica. 50, 5, p. 1-21 1680.

    Research output: Contribution to journalArticleScientificpeer-review

  26. 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

  27. 2015
  28. Published

    Fast progressive training of mixture models for model selection

    Adhikari, P. R. & Hollmen, J., 2015, In : JOURNAL OF INTELLIGENT INFORMATION SYSTEMS. 44, 2, p. 223-241

    Research output: Contribution to journalArticleScientificpeer-review

  29. Published

    Optimizing regression models for data streams with missing values

    Zliobaite, I. & Hollmen, J., 2015, In : Machine Learning. 99, 1, p. 47-73

    Research output: Contribution to journalArticleScientificpeer-review

  30. Published

    Proceedings of the ECMLPKDD 2015 Doctoral Consortium

    Hollmén, J. (ed.) & Papapetrou, P. (ed.), 2015, Espoo: Aalto University School of Science. 272 p. (Aalto University publication series SCIENCE + TECHNOLOGY; vol. 2015, no. 12)

    Research output: Book/ReportAnthologyScientificpeer-review

  31. Published

    Resolution Transfer in Cancer Classification Based on Amplification Patterns

    Adhikari, P. R. & Hollmen, J., 2015, 18th International Conference (DS), Banff, AB, Canada, October 4-6, 2015. Springer International Publishing, p. 1-8

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

  32. Published

    Variation in Oxygen Saturation Measurements in Very Low Birth Weight Infants

    Rinta-Koski, O-P., Hollmén, J., Leskinen, M. & Andersson, S., 2015, PErvasive Technologies Related to Assistive Environments (PETRA) 2015, July 01-03 2015, Island of Corfu, Greece. Makedon, F. (ed.). New York, NY, USA: ACM

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

  33. 2014
  34. Published

    Towards hardware-driven design of low-energy algorithms for data analysis

    Zliobaite, I., Hollmen, J., Koskinen, L. & Teittinen, J., 1 Dec 2014, In : SIGMOD RECORD. 43, 4, p. 15-20 6 p.

    Research output: Contribution to journalArticleScientificpeer-review

  35. Published

    Defining a mobile architecture for structural health monitoring

    Sakkos, P., Kotsakos, D., Kalogeraki, V., Gunopulos, D. & Hollmén, J., 27 May 2014, Proceedings of the 7th International Conference on PErvasive Technologies Related to Assistive Environments, PETRA 2014. Vol. 2014-May.

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

  36. Published

    A Deep Interpretation of Classifier Chains

    Read, J. & Hollmén, J., 2014, International Symposium on Intelligent Data Analysis, IDA 2014, 251-262, October 30 - November 1, 2014, Leuven, Belgium.. p. 251-262

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

  37. Published

    Explaining mixture models through semantic pattern mining and banded matrix visualization

    Adhikari, P. R., Vavpetic, A., Kralj, J., Lavrac, N. & Hollmén, J., 2014, International Conference on Discovery Science, DS2014, 8-10 October, 2014, Bled, Slovenia. Dczeroski, S., Panov, P., Kocev, D. & Todorovski, L. (eds.). Springer Berlin Heidelberg, p. 86-97

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

  38. Published

    Mobile Sensing Data for Urban Mobility Analysis: A Case Study in Preprocessing

    Zliobaite, I. & Hollmén, J., 2014, Proceedings of the Workshops of the EDBT/ICDT 2014 Joint Conference (EDBT/ICDT 2014), Athens, Greece, March 28, 2014. CEUR, p. 309-314 (Ceur Workshop Proceedings; vol. 1133).

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

  39. Published

    Multi-Step Ahead Forecasting of Road Condition Using Least Squares Support Vector Machines

    Sirvio, K. & Hollmén, J., 2014, European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2014. Bruges, p. 661-666

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

  40. Published

    Regression models tolerant to massively missing data: a case study in solar radiation nowcasting

    Zliobaite, I., Hollmén, J. & Junninen, H., 2014, In : ATMOSPHERIC MEASUREMENT TECHNIQUES DISCUSSIONS. 7, 7, p. 7137-7174

    Research output: Contribution to journalArticleScientificpeer-review

  41. 2013
  42. Published

    Challenges in predicting community periodontal index from hospital dental care records

    Vieira, D., Linden, J., Hollmén, J. & Suni, J., 2013, In : IEEE Symposium on Computer - Based Medical Systems. Proceedings. p. 107-112 6 p., 6627773.

    Research output: Contribution to journalArticleScientificpeer-review

  43. Published

    Fault tolerant regression for sensor data

    Zliobaite, I. & Hollmén, J., 2013, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. p. 449-464

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

  44. Published

    Mixture Models from Multiresolution 0-1 Data

    Adhikari, P. R. & Hollmén, J., 2013, Proceedings of Sixteenth International Conference on Discovery Science (DS 2013). Fürnkranz, J., Hüllermeier, E. & Higuchi, T. (eds.). Berlin Heidelberg, p. 1-16

    Research output: Chapter in Book/Report/Conference proceedingChapterScientificpeer-review

  45. 2012
  46. Published

    Homozygous deletions of cadherin genes in chondrosarcoma-an array comparative genomic hybridization study

    Niini, T., Scheinin, I., Lahti, L., Savola, S., Mertens, F., Hollmén, J., Böhling, T., Kivioja, A., Nord, K. H. & Knuutila, S., Nov 2012, In : CANCER GENETICS. 205, 11, p. 588-593 6 p.

    Research output: Contribution to journalArticleScientificpeer-review

  47. Published

    Advances in Intelligent Data Analysis - Proceedings of the 11th International Symposium (IDA 2012)

    Hollmén, J., Klawonn, F. & Tucker, A., 2012, Berlin Heidelberg. 426 p.

    Research output: Book/ReportAnthologyScientificpeer-review

  48. Published

    A Survey of Query-By-Humming Similarity Methods

    Kotsifakos, A., Papapetrou, P., Hollmén, J., Gunopulos, D. & Athitsos, V., 2012, PETRA 5th International Conference on Pervasive Technologies and Relative to Assistive Environments (PETRA 2012) PETRA, Creete Island, Greece, June 6-8, 2012.

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

  49. Published

    Fast Progressive Training of Mixture Models for Model Selection

    Adhikari, P. R. & Hollmén, J., 2012, DS Fifteenth International Conference on Discovery Science (DS 2012) DS, Lyon,France, October 29-31, 2012. J.-G. Ganascia, P. L. & Petit, J-M. (eds.). p. 194-208

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

  50. Published

    Finding representative objects using link analysis ranking

    Papapetrou, P., Chistiakova, T., Hollmén, J., Gunopulos, V. & Kalogeraki, D., 2012, PETRA 5th International Conference on Pervasive Technologies and Relative to Assistive Environments (PETRA 2012) PETRA, Creete Island, Greece, June 6-8, 2012.

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

  51. Published

    Homozygous Deletions of Cadherin Genes in Chondrosarcoma - an Array CGH Study

    Niini, T., Scheinin, I., Lahti, L., Savola, S., Mertens, F., Hollmén, J., Böhling, T., Kivioja, A., Nord, K. H. & Knuutila, S., 2012, In : CANCER GENETICS. 205, 11, p. 588-593

    Research output: Contribution to journalArticleScientificpeer-review

  52. Published

    Hum-a-song: A Subsequence Matching with Gaps-Range-Tolerances Query-By-Humming System

    Kotsifakos, A., Papapetrou, P., Hollmén, J., Gunopulos, D., Athitsos, V. & Kollios, G., 2012, In : Proceedings of the VLDB Endowment (PVLDB). 4, 11, p. 1930-1933

    Research output: Contribution to journalArticleScientificpeer-review

  53. Published

    Mixture Modeling of Gait Patterns from Sensor Data

    Hollmén, J., 2012, PETRA 5th International Conference on Pervasive Technologies and Relative to Assistive Environments (PETRA) PETRA, Creete Island, Greece, Juine 6-8, 2012.

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

  54. Published

    Multiresolution Mixture Modeling using Merging of Mixture Components

    Adhikari, P. R. & Hollmén, J., 2012, Fourth Asian Conference on Machine Learning (ACML 2012), Singapore, November 4-6, 2012. Hoi, S. C. H. & Buntine, W. (eds.). p. 17-32

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

  55. Published

    Three-way analysis of structural health monitoring data

    Prada, M. A. ., Toivola, J., Kullaa, J. & Hollmén, J., 2012, In : Neurocomputing. 80, p. 119-128

    Research output: Contribution to journalArticleScientificpeer-review

  56. 2011
  57. Published

    Advances in Intelligent Data Analysis - Proceedings of the 10th International Symposium (IDA 2011)

    Gama, J., Bradley, E. & Hollmen, J., 2011, Porto, Portugal.

    Research output: Book/ReportAnthologyScientificpeer-review

  58. Published

    ARTEMIS: Assessing the Similarity of Event-Interval Sequences

    Kostakis, O., Papapetrou, P. & Hollmén, J., 2011, ECML PKDD The Conference on Machine Learning and Knowledge Discovery in Databases (ECML/PKDD 2011) ECML PKDD. Gunopulos, D., Hofmann, T., Malerba, D. & Vazirgiannis, M. (eds.). p. 229-244

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

  59. Published

    A Subsequence Matching with Gaps-Range-Tolerances Framework: A Query-By-Humming Application

    Kotsifakos, A., Papapetrou, P., Hollmén, J. & Gunopulos, D., 2011, In : Proceedings of the VLDB Endowment (PVLDB). 4, 11, p. 761-771

    Research output: Contribution to journalArticleScientificpeer-review

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