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Articles in journals (8):

Articles in proceedings (17):

  • Hanna Suominen, Heljä Lungrén-Laine, Sanna Salanterä, Helena Karsten, Tapio Salakoski, Schematic Framework for Clinical Language Technology Development in Intensive Care. In: World Congress on Medical and Health Informatics, 23–32, International Medical Informatics Association, 2010.
  • Tapio Pahikkala, Hanna Suominen, Jorma Boberg, Tapio Salakoski, Efficient Hold-Out for Subset of Regressors. In: Mikko Kolehmainen, Pekka Toivanen, Bartlomiej Beliczynski (Eds.), Proceedings of the 9th International Conference on Adaptive and Natural Computing Algorithms (ICANNGA'09), 5495, 350-359, Springer, 2009.
  • Hanna Suominen, Heljä Lundgrén-Laine, Sanna Salanterä, Helena Karsten, Tapio Salakoski, Information Flow in Intensive Care Narratives. In: J. Chen, C. Chen, J. Ely, D. Hakkani-Tr, J. He, H.-H. Hsu, L. Liao, C. Liu, M. Pop, S. Ranganathan, CK Reddy, J. Ruan, Y. Song, VS Tseng, L. Ungar, D. Wu, Z. Wu, K. Xu, H. Yu, Zel (Eds.), Proceedings IEEE International Conference on Bioinformatics and Biomedicine Workshops, BIBM 2009, IEEE, 325–330, Institute of Electrical and Electronics Engineers, 2009.
  • Hanna Suominen, Heljä Lundgrén-Laine, Sanna Salanterä, Tapio Salakoski, Evaluating Pain in Intensive Care. In: K Flatley Brennan P Park H-A Tallberg M Ensio A Saranto (Ed.), Studies in Health Technology and Informatics. Connecting Health and Humans. Proceedings of NI2009, the 10th International Congress of Nursing Informatics, 146, 191-196, IOS Press, 2009.
  • Hanna Suominen, Tapio Salakoski, Information Retrieval and Personal Health Records: User Needs and Domain Tailoring. In: SPIRE 2009 Workshop on Task-based Information Access, 2009.
  • Filip Ginter, Hanna Suominen, Sampo Pyysalo, Tapio Salakoski, Combining Hidden Markov Models and Latent Semantic Analysis for Topic Segmentation and Labeling: Method and Clinical Application . In: Dietrich Rebholz-Schuhmann Sampo Pyysalo Tapio Salakoski (Ed.), Proceedings of the Third International Symposium on Semantic Mining in Biomedicine (SMBM 2008), TUCS General Publication, 37-44, Turku Centre for Computer Science, Turku, Finland, 2008.
  • Tapio Pahikkala, Antti Airola, Hanna Suominen, Jorma Boberg, Tapio Salakoski, Efficient AUC Maximization with Regularized Least-Squares. In: Per Kreuger Anders Holst, Peter Funk (Eds.), Proceedings of the Tenth Scandinavian Conference on Artificial Intelligence, Frontiers in Artificial Intelligence and Applications 173, 12–19, IOS Press, 2008.
  • Hanna Suominen, Filip Ginter, Sampo Pyysalo, Antti Airola, Tapio Pahikkala, Sanna Salanterä, Tapio Salakoski, Machine Learning to Automate the Assignment of Diagnosis Codes to Free-text Radiology Reports: a Method Description. In: Dale Schuurmans Csaba Szepesvari Milos Hauskrecht (Ed.), Proceedings of the ICML/UAI/COLT 2008 Workshop on Machine Learning for Health-Care Applications; 2008 July 9: Helsinki, Finland, 2008.
  • Hanna Suominen, Tapio Pahikkala, Tapio Salakoski, Critical Points in Assessing Learning Performance Via Cross-Validation. In: Matti Pöllä Mari-Sanna Paukkeri Olli Simula Timo Honkel (Ed.), Proceedings of AKRR\'08, the 2nd International and Interdisciplinary Conference on Adaptive Knowledge Representation and Reasoning, 9-22, Multiprint, Espoo, Finland, 2008.
  • Hanna Suominen, Sampo Pyysalo, Filip Ginter, Tapio Salakoski, Automated Text Segmentation and Topic Labeling of Clinical Narratives. In: Barbro Back Tapio Salakoski Sanna Salanterä Hanna Suominen Helena Karsten (Ed.), Proceedings of the First Conference on Text and Data Mining of Clinical Documents (Louhi'08), TUCS General Publication, 99-103, 2008.
  • Tapio Pahikkala, Hanna Suominen, Jorma Boberg, Tapio Salakoski, Transductive Ranking via Pairwise Regularized Least-Squares. In: Paolo Frasconi, Kristian Kersting, Koji Tsuda (Eds.), Workshop on Mining and Learning with Graphs (MLG'07), 175-178, 2007.
  • Hanna Suominen, Kieliteknologian menetelmien soveltaminen potilasdokumentaation hyödyntämiseen. In: Tietojenkäsittelytieteen päivät 2007, Tietojenkäsittelytieteiden julkaisuja - Tutkimuksia, 46-50, Jyväskylän yliopistopaino, 2007.
  • Marketta Hiissa, Tapio Pahikkala, Hanna Suominen, Tuija Lehtikunnas, Barbro Back, Helena Karsten, Sanna Salanterä, Tapio Salakoski, Towards Automated Classification of Intensive Care Nursing Narratives. In: Ubiquity: Technologies for Better Health in Aging Societies. Proceedings of MIE 2006, Studies in Health Technology and Informatics 124, 789–794, IOS Press, 2006.
  • Marketta Hiissa, Hanna Suominen, Barbro Back, Helena Karsten, Tapio Salakoski, Sanna Salanterä, Kohti tehohoitotyön narratiivien tehokkaampaa hyödyntämistä luonnollisen kielen käsittelyn avulla. In: Kristiina Häyrinen (Ed.), Sosiaali- ja terveydenhuollon tietotekniikan ja tiedonhallinnan tutkimuspäivät. Tutkimuspaperit 2006, Stakes, Työpapereita 18/2006, 17-23, 2006.
  • Hanna Suominen, Tuija Lehtikunnas, Barbro Back, Helena Karsten, Tapio Salakoski, Sanna Salanterä, Theoretical Considerations of Ethics in Text Mining of Nursing Documents. In: Hyeoun-Ae Park, Peter Murray, Connie Delaney (Eds.), Technology and Informatics 122. Consumer-Centered Computer-Supported Care for Healthy People. Proceedings of NI2006. The 9th International Congress on Nursing Informatics; 2006 Jun 11-14: Seoul, Korea., 359–364, IOS Press, 2006.
  • Hanna Suominen, Tapio Pahikkala, Marketta Hiissa, Tuija Lehtikunnas, Barbro Back, Helena Karsten, Sanna Salanterä, Tapio Salakoski, Relevance Ranking of Intensive Care Nursing Narratives. In: Bogdan Gabrys, Robert J. Howlett, Lakhmi C. Jain (Eds.), Knowledge-Based Intelligent Information and Engineering Systems, 10th International Conference, KES 2006, Bournemouth, UK, October 9-11 2006, Proceedings, Part I, Lecture Notes in Computer Science 4251, 720–727, Springer Berlin / Heidelberg, 2006.
  • Hanna Suominen, Tuija Lehtikunnas, Marketta Hiissa, Barbro Back, Helena Karsten, Tapio Salakoski, Sanna Salanterä, Natural Language Processing for Nursing Documentation. In: José Manuel Fonseca (Ed.), Proceedings of the 2nd International Conference on Computational Intelligence in Medicine and Healthcare (CIMED 2005), 147–154, CIMED, 2005.

Chapters in edited books (1):

  • Hanna Suominen, Sampo Pyysalo, Marketta Hiissa, Filip Ginter, Shuhua Liu, Dorina Marghescu, Tapio Pahikkala, Barbro Back, Helena Karsten, Tapio Salakoski, Performance Evaluation Measures for Text Mining. In: Min Song, Yi-Fang Wu (Eds.), Handbook of Research on Text and Web Mining Technologies, 2, 724–747, IGI Global, 2008.

TUCS General Series (1):

Ph.D. thesis (1):

Technical reports (2):

Other (1):