Tapio Salakoski

Publication Activity (10 Years)

Years Active: 1993-2022
Publications (10 Years): 39

Top Venues

NODALIDA

CoRR

BioNLP

BioNLP@ACL (Shared Task)

Publications

Hans Moen, Henry Suhonen, Sanna Salanterä, Tapio Salakoski, Laura-Maria Peltonen
Clustering Nursing Sentences - Comparing Three Sentence Embedding Methods. MIE (2022)
Kai Hakala, Suwisa Kaewphan, Jari Björne, Farrokh Mehryary, Hans Moen, Martti Tolvanen, Tapio Salakoski, Filip Ginter
Neural Network and Random Forest Models in Protein Function Prediction. IEEE ACM Trans. Comput. Biol. Bioinform. 19 (3) (2022)
Jenna Kanerva, Filip Ginter, Tapio Salakoski
Universal Lemmatizer: A sequence-to-sequence model for lemmatizing Universal Dependencies treebanks. Nat. Lang. Eng. 27 (5) (2021)
Ashok Kumar Veerasamy, Mikko-Jussi Laakso, Daryl J. D'Souza, Tapio Salakoski
Predictive Models as Early Warning Systems: A Bayesian Classification Model to Identify At-Risk Students of Programming. SAI (2) (2021)
Akseli Reunamo, Laura-Maria Peltonen, Reetta Mustonen, Minttu Saari, Tapio Salakoski, Sanna Salanterä, Hans Moen
Text Classification Model Explainability for Keyword Extraction - Towards Keyword-Based Summarization of Nursing Care Episodes. MedInfo (2021)
Hans Moen, Kai Hakala, Laura-Maria Peltonen, Henry Suhonen, Filip Ginter, Tapio Salakoski, Sanna Salanterä
Supporting the use of standardized nursing terminologies with automatic subject heading prediction: a comparison of sentence-level text classification methods. J. Am. Medical Informatics Assoc. 27 (1) (2020)
Samuli Laato, Henna Vilppu, Juho Heimonen, Antti Hakkala, Jari Björne, Ali Farooq, Tapio Salakoski, Antti Airola
Propagating AI Knowledge Across University Disciplines- The Design of A Multidisciplinary AI Study Module. FIE (2020)
Ashok Kumar Veerasamy, Daryl J. D'Souza, Mikko-Ville Apiola, Mikko-Jussi Laakso, Tapio Salakoski
Using early assessment performance as early warning signs to identify at-risk students in programming courses. FIE (2020)
Hans Moen, Kai Hakala, Laura-Maria Peltonen, Hanna-Maria Matinolli, Henry Suhonen, Kirsi Terho, Riitta Danielsson-Ojala, Maija Valta, Filip Ginter, Tapio Salakoski, Sanna Salanterä
Assisting nurses in care documentation: from automated sentence classification to coherent document structures with subject headings. J. Biomed. Semant. 11 (1) (2020)
Farrokh Mehryary, Hans Moen, Tapio Salakoski, Filip Ginter
Entity-Pair Embeddings for Improving Relation Extraction in the Biomedical Domain. ESANN (2020)
Einari Kurvinen, Erkki Kaila, Mikko-Jussi Laakso, Tapio Salakoski
Long Term Effects on Technology Enhanced Learning: The Use of Weekly Digital Lessons in Mathematics. Informatics Educ. 19 (1) (2020)
Jenna Kanerva, Samuel Rönnqvist, Riina Kekki, Tapio Salakoski, Filip Ginter
Template-free Data-to-Text Generation of Finnish Sports News. CoRR (2019)
Kai Hakala, Aleksi Vesanto, Niko Miekka, Tapio Salakoski, Filip Ginter
Leveraging Text Repetitions and Denoising Autoencoders in OCR Post-correction. CoRR (2019)
Antti Virtanen, Jenna Kanerva, Rami Ilo, Jouni Luoma, Juhani Luotolahti, Tapio Salakoski, Filip Ginter, Sampo Pyysalo
Multilingual is not enough: BERT for Finnish. CoRR (2019)
Samuel Rönnqvist, Jenna Kanerva, Tapio Salakoski, Filip Ginter
Is Multilingual BERT Fluent in Language Generation? CoRR (2019)
Hans Moen, Laura-Maria Peltonen, Henry Suhonen, Hanna-Maria Matinolli, Riitta Mieronkoski, Kirsi Telen, Kirsi Terho, Tapio Salakoski, Sanna Salanterä
An Unsupervised Query Rewriting Approach Using N-gram Co-occurrence Statistics to Find Similar Phrases in Large Text Corpora. NODALIDA (2019)
Hans Moen, Laura-Maria Peltonen, Henry Suhonen, Mikko Koivumäki, Tapio Salakoski, Sanna Salanterä
Unsupervised Phrase-Level Query Rewriting for Assisting Search in Clinical Free Text. MedInfo (2019)
Jenna Kanerva, Filip Ginter, Tapio Salakoski
Universal Lemmatizer: A Sequence to Sequence Model for Lemmatizing Universal Dependencies Treebanks. CoRR (2019)
Jenna Kanerva, Samuel Rönnqvist, Riina Kekki, Tapio Salakoski, Filip Ginter
Template-free Data-to-Text Generation of Finnish Sports News. NODALIDA (2019)
Suwisa Kaewphan, Kai Hakala, Niko Miekka, Tapio Salakoski, Filip Ginter
Wide-scope biomedical named entity recognition and normalization with CRFs, fuzzy matching and character level modeling. Database J. Biol. Databases Curation 2018 (2018)
Jenna Kanerva, Filip Ginter, Niko Miekka, Akseli Leino, Tapio Salakoski
Turku Neural Parser Pipeline: An End-to-End System for the CoNLL 2018 Shared Task. CoNLL Shared Task (2) (2018)
Hans Moen, Laura-Maria Peltonen, Mikko Koivumäki, Henry Suhonen, Tapio Salakoski, Filip Ginter, Sanna Salanterä
Improving Layman Readability of Clinical Narratives with Unsupervised Synonym Replacement. MIE (2018)
Hans Moen, Kai Hakala, Laura-Maria Peltonen, Henry Suhonen, Petri Loukasmäki, Tapio Salakoski, Filip Ginter, Sanna Salanterä
Evaluation of a Prototype System that Automatically Assigns Subject Headings to Nursing Narratives Using Recurrent Neural Network. Louhi@EMNLP (2018)
Farrokh Mehryary, Jari Björne, Tapio Salakoski, Filip Ginter
Potent pairing: ensemble of long short-term memory networks and support vector machine for chemical-protein relation extraction. Database J. Biol. Databases Curation 2018 (2018)
Jari Björne, Tapio Salakoski
Biomedical Event Extraction Using Convolutional Neural Networks and Dependency Parsing. BioNLP (2018)
Aleksi Vesanto, Filip Ginter, Hannu Salmi, Asko Nivala, Tapio Salakoski
A System for Identifying and Exploring Text Repetition in Large Historical Document Corpora. NODALIDA (2017)
Hans Moen, Kai Hakala, Farrokh Mehryary, Laura-Maria Peltonen, Tapio Salakoski, Filip Ginter, Sanna Salanterä
Detecting mentions of pain and acute confusion in Finnish clinical text. BioNLP (2017)
Aleksi Vesanto, Asko Nivala, Heli Rantala, Tapio Salakoski, Hannu Salmi, Filip Ginter
Applying BLAST to Text Reuse Detection in Finnish Newspapers and Journals, 1771-1910. ListLang@NoDaLiDa (2017)
Kai Hakala, Farrokh Mehryary, Hans Moen, Suwisa Kaewphan, Tapio Salakoski, Filip Ginter
Ensemble of Convolutional Neural Networks for Medicine Intake Recognition in Twitter. SMM4H@AMIA (2017)
Farrokh Mehryary, Kai Hakala, Suwisa Kaewphan, Jari Björne, Tapio Salakoski, Filip Ginter
End-to-End System for Bacteria Habitat Extraction. BioNLP (2017)
Veronika Laippala, Juhani Luotolahti, Aki-Juhani Kyröläinen, Tapio Salakoski, Filip Ginter
Creating register sub-corpora for the Finnish Internet Parsebank. NODALIDA (2017)
Teemu Rajala, Erkki Kaila, Rolf Lindén, Einari Kurvinen, Erno Lokkila, Mikko-Jussi Laakso, Tapio Salakoski
Automatically assessed electronic exams in programming courses. ACSW (2016)
Farrokh Mehryary, Jari Björne, Sampo Pyysalo, Tapio Salakoski, Filip Ginter
Deep Learning with Minimal Training Data: TurkuNLP Entry in the BioNLP Shared Task 2016. BioNLP (Shared Task) (2016)
Jari Björne, Tapio Salakoski
UTU at SemEval-2016 Task 10: Binary Classification for Expression Detection (BCED). SemEval@NAACL-HLT (2016)
Iman Azimi, Arman Anzanpour, Amir M. Rahmani, Pasi Liljeberg, Tapio Salakoski
Medical warning system based on Internet of Things using fog computing. IWBIS (2016)
Kai Hakala, Suwisa Kaewphan, Tapio Salakoski, Filip Ginter
Syntactic analyses and named entity recognition for PubMed and PubMed Central - up-to-the-minute. BioNLP@ACL (2016)
Einari Kurvinen, Niko Hellgren, Erkki Kaila, Mikko-Jussi Laakso, Tapio Salakoski
Programming Misconceptions in an Introductory Level Programming Course Exam. ITiCSE (2016)
Hans Moen, Laura-Maria Peltonen, Juho Heimonen, Antti Airola, Tapio Pahikkala, Tapio Salakoski, Sanna Salanterä
Comparison of automatic summarisation methods for clinical free text notes. Artif. Intell. Medicine 67 (2016)
Antti Vikström, Sanaz Rahimi Moosavi, Hans Moen, Tapio Salakoski, Sanna Salanterä
Factors Affecting the Availability of Electronic Patient Records for Secondary Purposes - A Case Study. WIS (2016)
Ville Karavirta, Riku Haavisto, Erkki Kaila, Mikko-Jussi Laakso, Teemu Rajala, Tapio Salakoski
Interactive Learning Content for Introductory Computer Science Course Using the ViLLE Exercise Framework. LaTiCE (2015)
Pekka Naula, Antti Airola, Tapio Salakoski, Tapio Pahikkala
Learning Low Cost Multi-target Models by Enforcing Sparsity. IEA/AIE (2015)
Jari Björne, Tapio Salakoski
TEES 2.2: Biomedical Event Extraction for Diverse Corpora. BMC Bioinform. 16 (S16) (2015)
Kai Hakala, Sofie Van Landeghem, Tapio Salakoski, Yves Van de Peer, Filip Ginter
Application of the EVEX resource to event extraction and network construction: Shared Task entry and result analysis. BMC Bioinform. 16 (S16) (2015)
Erkki Kaila, Teemu Rajala, Mikko-Jussi Laakso, Rolf Lindén, Einari Kurvinen, Ville Karavirta, Tapio Salakoski
Comparing student performance between traditional and technologically enhanced programming course. ACE (2015)
Veronika Laippala, Jenna Kanerva, Anna Missilä, Sampo Pyysalo, Tapio Salakoski, Filip Ginter
Towards the Classification of the Finnish Internet Parsebank: Detecting Translations and Informality. NODALIDA (2015)
Salla Willman, Rolf Lindén, Erkki Kaila, Teemu Rajala, Mikko-Jussi Laakso, Tapio Salakoski
On study habits on an introductory course on programming. Comput. Sci. Educ. 25 (3) (2015)
Hans Moen, Filip Ginter, Erwin Marsi, Laura-Maria Peltonen, Tapio Salakoski, Sanna Salanterä
Care episode retrieval: distributional semantic models for information retrieval in the clinical domain. BMC Medical Informatics Decis. Mak. 15 (S-2) (2015)
Hans Moen, Juho Heimonen, Laura-Maria Murtola, Antti Airola, Tapio Pahikkala, Virpi Terävä, Riitta Danielsson-Ojala, Tapio Salakoski, Sanna Salanterä
On Evaluation of Automatically Generated Clinical Discharge Summaries. PAHI (2014)
Hans Moen, Erwin Marsi, Filip Ginter, Laura-Maria Murtola, Tapio Salakoski, Sanna Salanterä
Care Episode Retrieval. Louhi@EACL (2014)
Veronika Laippala, Timo Viljanen, Antti Airola, Jenna Kanerva, Sanna Salanterä, Tapio Salakoski, Filip Ginter
Statistical parsing of varieties of clinical Finnish. Artif. Intell. Medicine 61 (3) (2014)
Pekka Naula, Antti Airola, Tapio Salakoski, Tapio Pahikkala
Multi-label learning under feature extraction budgets. Pattern Recognit. Lett. 40 (2014)
Einari Kurvinen, Rolf Lindén, Teemu Rajala, Erkki Kaila, Mikko-Jussi Laakso, Tapio Salakoski
Automatic assessment and immediate feedback in first grade mathematics. Koli Calling (2014)
Juho Heimonen, Tapio Salakoski, Tapio Pahikkala
Properties of Object-Level Cross-Validation Schemes for Symmetric Pair-Input Data. S+SSPR (2014)
Natalia Díaz Rodríguez, Johan Lilius, Sebu Björklund, Joachim Majors, Kimmo Rautanen, Riitta Danielsson-Ojala, Hanna Pirinen, Lotta Kauhanen, Sanna Salanterä, Tapio Salakoski, Ilona Tuominen
Can IT health-care applications improve the medication tray-filling process at hospital wards? An exploratory study using eye-tracking and stress response. Healthcom (2014)
Elina Kontio, Antti Airola, Tapio Pahikkala, Heljä Lundgrén-Laine, Kristiina Junttila, Heikki Korvenranta, Tapio Salakoski, Sanna Salanterä
Predicting patient acuity from electronic patient records. J. Biomed. Informatics 51 (2014)
Katri Haverinen, Jenna Nyblom, Timo Viljanen, Veronika Laippala, Samuel Kohonen, Anna Missilä, Stina Ojala, Tapio Salakoski, Filip Ginter
Building the essential resources for Finnish: the Turku Dependency Treebank. Lang. Resour. Evaluation 48 (3) (2014)
Lotta Kauhanen, Laura-Maria Murtola, Juho Heimonen, Tuija Leskinen, Kari Kalliokoski, Elina Raivo, Tapio Salakoski, Sanna Salanterä
Documentation of the Clinical Phase of the Cardiac Rehabilitation Process in a Finnish University Hospital District. WIS (2014)
Jari Björne, Tapio Salakoski
TEES 2.1: Automated Annotation Scheme Learning in the BioNLP 2013 Shared Task. BioNLP@ACL (Shared Task) (2013)
Laura-Maria Murtola, Lotta Kauhanen, Hans Moen, Heljä Lundgrén-Laine, Tapio Salakoski, Sanna Salanterä
Using Text Mining to Explore Factors Associated with Acute Confusion in Cardiac Patients Documentation. CLEF (Working Notes) (2013)
Jenna Nyblom, Samuel Kohonen, Katri Haverinen, Tapio Salakoski, Filip Ginter
Predicting Conjunct Propagation and Other Extended Stanford Dependencies. DepLing (2013)
Olli Sjöblom, Laura-Maria Murtola, Juho Heimonen, Lotta Kauhanen, Veronika Laippala, Heljä Lundgrén-Laine, Tapio Salakoski, Sanna Salanterä
Using cluster analysis to identify weak signals of lethal trends in aviation and healthcare documentation. Int. J. Netw. Virtual Organisations 13 (1) (2013)
Katri Haverinen, Veronika Laippala, Samuel Kohonen, Anna Missilä, Jenna Nyblom, Stina Ojala, Timo Viljanen, Tapio Salakoski, Filip Ginter
Towards a Dependency-based PropBank of General Finnish. NODALIDA (2013)
Filip Ginter, Jenna Nyblom, Veronika Laippala, Samuel Kohonen, Katri Haverinen, Simo Vihjanen, Tapio Salakoski
Building a Large Automatically Parsed Corpus of Finnish. NODALIDA (2013)
Jari Björne, Suwisa Kaewphan, Tapio Salakoski
UTurku: Drug Named Entity Recognition and Drug-Drug Interaction Extraction Using SVM Classification and Domain Knowledge. SemEval@NAACL-HLT (2013)
Kai Hakala, Sofie Van Landeghem, Tapio Salakoski, Yves Van de Peer, Filip Ginter
EVEX in ST'13: Application of a large-scale text mining resource to event extraction and network construction. BioNLP@ACL (Shared Task) (2013)
Einari Kurvinen, Rolf Lindén, Teemu Rajala, Erkki Kaila, Mikko-Jussi Laakso, Tapio Salakoski
Computer-assisted learning in primary school mathematics using ViLLE education tool. Koli Calling (2012)
Sofie Van Landeghem, Kai Hakala, Samuel Rönnqvist, Tapio Salakoski, Yves Van de Peer, Filip Ginter
Exploring Biomolecular Literature with EVEX: Connecting Genes through Events, Homology, and Indirect Associations. Adv. Bioinformatics 2012 (2012)
Willem Waegeman, Tapio Pahikkala, Antti Airola, Tapio Salakoski, Michiel Stock, Bernard De Baets
A Kernel-Based Framework for Learning Graded Relations From Data. IEEE Trans. Fuzzy Syst. 20 (6) (2012)
Tapio Pahikkala, Sebastian Okser, Antti Airola, Tapio Salakoski, Tero Aittokallio
Wrapper-based selection of genetic features in genome-wide association studies through fast matrix operations. Algorithms Mol. Biol. 7 (2012)
Sebastian Okser, Antti Airola, Tero Aittokallio, Tapio Salakoski, Tapio Pahikkala
Parallel Feature Selection for Regularized Least-Squares. PARA (2012)
Johannes Holvitie, Teemu Rajala, Riku Haavisto, Erkki Kaila, Mikko-Jussi Laakso, Tapio Salakoski
Breaking the Programming Language Barrier: Using Program Visualizations to Transfer Programming Knowledge in One Programming Language to Another. ICALT (2012)
Juho Heimonen, Tapio Salakoski, Sanna Salanterä
An Ontology to Improve Accessibility and Quality of Patient Instructions. CLEF (Online Working Notes/Labs/Workshop) (2012)
Sofie Van Landeghem, Jari Björne, Thomas Abeel, Bernard De Baets, Tapio Salakoski, Yves Van de Peer
Semantically linking molecular entities in literature through entity relationships. BMC Bioinform. 13 (S-11) (2012)
Olli Sjöblom, Juho Heimonen, Lotta Kauhanen, Veronika Laippala, Heljä Lundgrén-Laine, Laura-Maria Murtola, Tapio Salakoski, Sanna Salanterä
Avoiding Hazards - What Can Health Care Learn from Aviation? WIS (2012)
Jari Björne, Filip Ginter, Tapio Salakoski
University of Turku in the BioNLP'11 Shared Task. BMC Bioinform. 13 (S-11) (2012)
Thomas Canhao Xu, Tapio Pahikkala, Antti Airola, Pasi Liljeberg, Juha Plosila, Tapio Salakoski, Hannu Tenhunen
Implementation and Analysis of Block Dense Matrix Decomposition on Network-on-Chips. HPCC-ICESS (2012)
Tapio Pahikkala, Antti Airola, Thomas Canhao Xu, Pasi Liljeberg, Hannu Tenhunen, Tapio Salakoski
Parallelized Online Regularized Least-Squares for Adaptive Embedded Systems. Int. J. Embed. Real Time Commun. Syst. 3 (2) (2012)
Veronika Laippala, Riitta Danielsson-Ojala, Heljä Lundgrén-Laine, Sanna Salanterä, Tapio Salakoski
Vocabulary In Discharge Documents The Patient's Perspective. CLEF (Online Working Notes/Labs/Workshop) (2012)
Teemu Mäntyharju, Tapio Salakoski, Matti Koivula, Mikko-Jussi Laakso
VirTu: virtual tutoring environment. Koli Calling (2012)
Jari Björne, Sofie Van Landeghem, Sampo Pyysalo, Tomoko Ohta, Filip Ginter, Yves Van de Peer, Sophia Ananiadou, Tapio Salakoski
PubMed-Scale Event Extraction for Post-Translational Modifications, Epigenetics and Protein Structural Relations. BioNLP@HLT-NAACL (2012)
Sebastian Okser, Tapio Pahikkala, Antti Airola, Tero Aittokallio, Tapio Salakoski
Fast and parallelized greedy forward selection of genetic variants in Genome-wide association studies. GENSiPS (2011)
Willem Waegeman, Tapio Pahikkala, Antti Airola, Tapio Salakoski, Michiel Stock, Bernard De Baets
A kernel-based framework for learning graded relations from data CoRR (2011)
Sofie Van Landeghem, Filip Ginter, Yves Van de Peer, Tapio Salakoski
EVEX: A PubMed-Scale Resource for Homology-Based Generalization of Text Mining Predictions. BioNLP@ACL (2011)
Willem Waegeman, Tapio Pahikkala, Antti Airola, Tapio Salakoski, Bernard De Baets
Learning Valued Relations from Data. Eurofuse (2011)
Teemu Rajala, Erkki Kaila, Johannes Holvitie, Riku Haavisto, Mikko-Jussi Laakso, Tapio Salakoski
Comparing the collaborative and independent viewing of program visualizations. FIE (2011)
Antti Airola, Tapio Pahikkala, Willem Waegeman, Bernard De Baets, Tapio Salakoski
An experimental comparison of cross-validation techniques for estimating the area under the ROC curve. Comput. Stat. Data Anal. 55 (4) (2011)
Jari Björne, Tapio Salakoski
Generalizing Biomedical Event Extraction. BioNLP@ACL (Shared Task) (2011)
Antti Airola, Tapio Pahikkala, Tapio Salakoski
An Improved Training Algorithm for the Linear Ranking Support Vector Machine. ICANN (1) (2011)
Jari Björne, Juho Heimonen, Filip Ginter, Antti Airola, Tapio Pahikkala, Tapio Salakoski
Extracting Contextualized Complex Biological Events with Rich Graph-Based Feature Sets. Comput. Intell. 27 (4) (2011)
Pekka Naula, Tapio Pahikkala, Antti Airola, Tapio Salakoski
Learning Multi-Label Predictors under Sparsity Budget. SCAI (2011)
Yoshinobu Kano, Jari Björne, Filip Ginter, Tapio Salakoski, Ekaterina Buyko, Udo Hahn, K. Bretonnel Cohen, Karin Verspoor, Christophe Roeder, Lawrence E. Hunter, Halil Kilicoglu, Sabine Bergler, Sofie Van Landeghem, Thomas Van Parys, Yves Van de Peer, Makoto Miwa, Sophia Ananiadou, Mariana L. Neves, Alberto D. Pascual-Montano, Arzucan Özgür, Dragomir R. Radev, Sebastian Riedel, Rune Sætre, Hong-Woo Chun, Jin-Dong Kim, Sampo Pyysalo, Tomoko Ohta, Jun'ichi Tsujii
U-Compare bio-event meta-service: compatible BioNLP event extraction services. BMC Bioinform. 12 (2011)
Katri Haverinen, Filip Ginter, Veronika Laippala, Samuel Kohonen, Timo Viljanen, Jenna Nyblom, Tapio Salakoski
A Dependency-based Analysis of Treebank Annotation Errors. DepLing (2011)
Antti Airola, Tapio Pahikkala, Tapio Salakoski
On Learning and Cross-Validation with Decomposed Nyström Approximation of Kernel Matrix. Neural Process. Lett. 33 (1) (2011)
Pekka Naula, Tapio Pahikkala, Antti Airola, Tapio Salakoski
Greedy Regularized Least-Squares for Multi-task Learning. ICDM Workshops (2011)
Antti Airola, Tapio Pahikkala, Tapio Salakoski
Training linear ranking SVMs in linearithmic time using red-black trees. Pattern Recognit. Lett. 32 (9) (2011)
Tapio Pahikkala, Antti Airola, Thomas Canhao Xu, Pasi Liljeberg, Hannu Tenhunen, Tapio Salakoski
A Parallel Online Regularized Least-squares Machine Learning Algorithm for Future Multi-core Processors. PECCS (2011)
Denis Shestakov, Tapio Salakoski
Host-IP Clustering Technique for Deep Web Characterization. APWeb (2010)
Juho Heimonen, Jari Björne, Tapio Salakoski
Reconstruction of Semantic Relationships from Their Projections in Biomolecular Domain. BioNLP@ACL (2010)
Antti Airola, Tapio Pahikkala, Willem Waegeman, Bernard De Baets, Tapio Salakoski
A comparison of AUC estimators in small-sample studies. MLSB (2010)
Satu Jääskeläinen, Pentti Riikonen, Tapio Salakoski, Mauno Vihinen
Accuracy of protein hydropathy predictions. Int. J. Data Min. Bioinform. 4 (6) (2010)

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Publication Activity (10 Years)

Top Topics

Top Venues

Tapio Salakoski