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Publications 1994 2019

2019

Computational Creativity Infrastructure for Online Software Composition: A Conceptual Blending Use Case

Martins, P., Goncalo Oliveira, H., Carlos Gonçalves, J., Cruz, A., Cardoso, A., Žnidaršič, M., Lavrač, N., Linkola, S., Toivonen, H., Hervás, R., Méndez, G. & Gervás, P., 8 Feb 2019, In : IBM Journal of Research and Development. 63, 1, p. 9:1-9:17 17 p.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
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Conceptual Representations for Computational Concept Creation

Xiao, P., Toivonen, H., Gross, O., Cardoso, A., Correia, J., Machado, P., Martins, P., Goncalo Oliveira, H., Sharma, R., Pinto, A. M., Diaz, A., Francisco, V., Gervás, P., Hervas, R., León, C., Forth, J., Purver, M., Wiggins, G. A., Miljkovic, D., Podpecan, V. & 8 othersPollak, S., Kralj, J., Znidarsic, M., Bohanec, M., Lavrač, N., Urbancic, T., Van Der Velde, F. & Battersby, S., Feb 2019, In : ACM Computing Surveys. 52, 1, 33 p., 9.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
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News Automation: The rewards, risks and realities of 'machine journalism'

Linden, T. C-G. (ed.), Tuulonen, H. E. (ed.), Bäck, A., Diakopoulos, N., Granroth-Wilding, M., Haapanen, L., Leppänen, L. J., Melin, M., Moring, T. A., Munezero, M. D., Siren-Heikel, S. J., Södergård, C. & Toivonen, H., Mar 2019, Frankfurt: World Association of Newspapers and News Publishers, WAN-IFRA. 55 p.

Research output: Book/ReportCommissioned reportProfessional

Open Access

No Time Like the Present: Methods for Generating Colourful and Factual Multilingual News Headlines

Alnajjar, K., Leppänen, L. & Toivonen, H., Jun 2019, Proceedings of the 10th International Conference on Computational Creativity. Grace, K., Cook, M., Ventura, D. & Maher, M. L. (eds.). Association for Computational Creativity, p. 258-265 8 p.

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

Open Access
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Towards Transformational Creation of Novel Songs

Toivanen, J. M., Järvisalo, M., Alm, O., Ventura, D., Vainio, M. & Toivonen, H., 2 Jan 2019, In : Connection Science. 31, 1, p. 4-32 29 p.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
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Unsupervised Learning of Cross-Lingual Symbol Embeddings Without Parallel Data

Granroth-Wilding, M. & Toivonen, H., 3 Jan 2019, Proceedings of the Society for Computation in Linguistics. Vol. 2. 4

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

Open Access
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2018

Data Musicalization

Tulilaulu, A., Nelimarkka, M., Paalasmaa, J., Johnson, D., Ventura, D., Myllys, P. & Toivonen, H., May 2018, In : ACM Transactions on Multimedia Computing Communications and Applications. 14, 2, 27 p., 47.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
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No landslide for the human journalist: An empirical study of computer-generated election news in Finland

Melin, M., Bäck, A., Södergård, C., Munezero, M. D., Leppänen, L. J. & Toivonen, H., 1 Aug 2018, In : IEEE Access. 6, p. 43356-43367 12 p.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
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"Talent, Skill and Support.": A Method for Automatic Creation of Slogans

Alnajjar, K., Kundi, H. & Toivonen, H., 29 Jun 2018, Proceedings of the Ninth International Conference on Computational Creativity, Salamanca, Spain, June 25-29, 2018. Pachet, F., Jordanous, A. & León, C. (eds.). Salamanca, Spain: Association for Computational Creativity, p. 88-95 8 p.

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

Open Access
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Towards Data-Driven Generation of Visualizations for Automatically Generated News Articles

Alhalaseh, R., Munezero, M. D., Leinonen, M., Leppänen, L. J., Avikainen, J. E. O. & Toivonen, H., Oct 2018, Proceedings of the 22nd International Academic Mindtrek Conference. ACM, Association for Computing Machinery, p. 100-109 10 p.

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

Open Access
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2017

Apriori Algorithm

Toivonen, H., Apr 2017, Encyclopedia of Machine Learning and Data Mining. Sammut, C. & Webb, G. I. (eds.). Boston, MA: Springer, Boston, MA, p. 60 1 p. 27

Research output: Chapter in Book/Report/Conference proceedingEntry for encyclopedia / dictionaryProfessional

Aspects of Self-awareness: An Anatomy of Metacreative Systems

Linkola, S., Kantosalo, A., Männistö, T. & Toivonen, H., 23 Jun 2017, Proceedings of the 8th International Conference on Computational Creativity (ICCC'17). Goel, A., Jordanous, A. & Pease, A. (eds.). Atlanta, GA: Georgia Institute of Technology , p. 189-196 8 p.

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

Open Access
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Association Rule

Toivonen, H., Apr 2017, Encyclopedia of Machine Learning and Data Mining. Sammut, C. & Webb, G. I. (eds.). Boston, MA: Springer, Boston, MA, p. 70-71 2 p. 38

Research output: Chapter in Book/Report/Conference proceedingEntry for encyclopedia / dictionaryProfessional

Basket Analysis

Toivonen, H., Apr 2017, Encyclopedia of Machine Learning and Data Mining. Sammut, C. & Webb, G. I. (eds.). Boston, MA: Springer, Boston, MA, p. 98 1 p. 926

Research output: Chapter in Book/Report/Conference proceedingEntry for encyclopedia / dictionaryProfessional

Data-Driven News Generation for Automated Journalism

Leppänen, L., Munezero, M., Granroth-Wilding, M. & Toivonen, H., 4 Sep 2017, The 10th International Natural Language Generation conference, Proceedings of the Conference. Stroudsburg: Association for Computational Linguistics, p. 188-197 10 p.

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

Open Access

Datatieteen maisterikoulutus Helsingin yliopistossa

Toivonen, H., 2017, In : Arkhimedes. 4, p. 13-15 3 p.

Research output: Contribution to journalArticleProfessional

Expanding and Weighting Stereotypical Properties of Human Characters for Linguistic Creativity

Alnajjar, K., Hämäläinen, M., Chen, H. & Toivonen, H., 23 Jun 2017, Proceedings of the 8th International Conference on Computational Creativity (ICCC'17). Goel, A., Jordanous, A. & Pease, A. (eds.). Atlanta, GA: Georgia Institute of Technology , p. 25-32 8 p.

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

Open Access

Finding and Expressing News from Structured Data

Leppänen, L., Munezero, M., Sirén-Heikel, S., Granroth-Wilding, M. & Toivonen, H., 20 Sep 2017, AcademicMindtrek '17: Proceedings of the 21st International Academic Mindtrek Conference. New York: ACM, p. 174-183 10 p.

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

Open Access

Frequent Itemset

Toivonen, H., Apr 2017, Encyclopedia of Machine Learning and Data Mining. Sammut, C. & Webb, G. I. (eds.). Boston, MA: Springer, Boston, MA, p. 523-524 2 p. 317

Research output: Chapter in Book/Report/Conference proceedingEntry for encyclopedia / dictionaryProfessional

Frequent Pattern

Toivonen, H., Apr 2017, Encyclopedia of Machine Learning and Data Mining. Sammut, C. & Webb, G. I. (eds.). Boston, MA: Springer, Boston, MA, p. 524-529 6 p. 318

Research output: Chapter in Book/Report/Conference proceedingEntry for encyclopedia / dictionaryProfessional

Summarisation of weighted networks

Zhou, F., Qu, Q. & Toivonen, H., 2017, In : Journal of Experimental and Theoretical Artificial Intelligence. 29, 5, p. 1023-1052 30 p.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
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Teaching Computational Creativity

Ackerman, M., Goel, A., Johnson, C. G., Jordanous, A., León, C., Pérez y Pérez, R., Toivonen, H. & Ventura, D., 23 Jun 2017, Proceedings of the 8th International Conference on Computational Creativity (ICCC'17). Goel, A., Jordanous, A. & Pease, A. (eds.). Atlanta, GA: Georgia Institute of Technology , p. 9-16 8 p.

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

Open Access
2016

Computational Creativity Infrastructure for Online Software Composition: A Conceptual Blending Use Case

Žnidaršič, M., Cardoso, A., Gervás, P., Martins, P., Hervás, R., Oliveira Alves, A., Goncalo Oliveira, H., Xiao, P., Linkola, S., Toivonen, H., Kranjc, J. & Lavrač, N., Jun 2016, Proceedings of the Seventh International Conference on Computational Creativity. Pachet, F., Cardoso, A., Corruble, V. & Ghedini, F. (eds.). Paris: Sony CSL Paris, p. 371-379 8 p.

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

Open Access

Computational Generation and Dissection of Lexical Replacement Humor

Valitutti, A., Doucet, A., Toivanen, J. & Toivonen, H., Sep 2016, In : Natural Language Engineering. 22, 5, p. 727–749 23 p.

Research output: Contribution to journalArticleScientificpeer-review

DopeLearning: A Computational Approach to Rap Lyrics Generation

Malmi, E., Takala, P., Toivonen, H., Raiko, T. & Gionis, A., 13 Aug 2016, Proceedings of the 22nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining. New York: ACM, Association for Computing Machinery, p. 195-204

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

Language-Independent Multi-Document Text Summarization with Document-Specific Word Associations

Gross, O., Doucet, A. & Toivonen, H. T. T., 2016, SAC '16 Proceedings of the 31st Annual ACM Symposium on Applied Computing . New York, NY: ACM, Association for Computing Machinery, p. 853-860 8 p.

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

LayerFolding: Discovering Creative Links in Word Association Networks

Xiao, P. & Toivonen, H. T. T., 4 Apr 2016, SAC '16 Proceedings of the 31st Annual ACM Symposium on Applied Computing . New York, NY: ACM, Association for Computing Machinery, p. 894-897 4 p.

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

Open Access
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Meta4meaning: Automatic Metaphor Interpretation Using Corpus-Derived Word Associations

Xiao, P., Alnajjar, K., Granroth-Wilding, M., Agres, K. & Toivonen, H., 2016, Proceedings of The Seventh International Conference on Computational Creativity. Pachet, F., Cardoso, A., Corruble, V. & Ghedini, F. (eds.). Paris: Sony CSL Paris, p. 230-237 8 p.

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

Open Access
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Modes for Creative Human-Computer Collaboration: Alternating and Task-Divided Co-Creativity

Kantosalo, A. & Toivonen, H., 2016, Proceedings of the Seventh International Conference on Computational Creativity (ICCC 2016). Pachet, F., Cardoso, A., Corruble, V. & Ghedini, F. (eds.). Paris: Sony CSL, p. 77-84 8 p.

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

Open Access

Novelty-Seeking Multi-Agent Systems

Linkola, S., Takala, T. & Toivonen, H., 30 Jun 2016, Proceedings of The Seventh International Conference on Computational Creativity. Pachet, F., Cardoso, A., Corruble, V. & Ghedini, F. (eds.). Paris, France: Sony CSL, p. 1-8 8 p.

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

Open Access
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2015

Adaptive Heartbeat Modeling for Beat-to-Beat Heart Rate Measurement in Ballistocardiograms

Paalasmaa, J., Toivonen, H. & Partinen, M., Nov 2015, In : IEEE Journal of Biomedical and Health Informatics. 19, 6, p. 1945-1952 8 p.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
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Data Mining and Machine Learning in Computational Creativity

Toivonen, H. & Gross, O., 2015, In : Wiley interdisciplinary reviews. Data mining and knowledge discovery. 5, 6, p. 265-275 11 p.

Research output: Contribution to journalReview ArticleScientificpeer-review

Interaction Evaluation for Human-Computer Co-Creativity: A Case Study

Kantosalo, A. A., Toivanen, J. M. & Toivonen, H. T. T., 2015, Proceedings of the Sixth International Conference on Computational Creativity . Toivonen, H., Colton, S., Cook, M. & Ventura, D. (eds.). Provo, Utah: Brigham Young University, p. 276-283 8 p.

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

Open Access
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Koodike A composition by Computer and Lotta Wennäkoski: A composition by Computer and Lotta Wennäkoski

Wennäkoski, L. & Toivonen, H. T. T., 10 Jan 2015

Research output: Non-textual formCompositionArt in coproductionpeer-review

Live improvisation session with Musicreatures

Myllys, P., Laitinen, J., Nikula, H. & Toivonen, H. T. T., 10 Jan 2015

Research output: Non-textual formPerformanceArt in coproductionpeer-review

Musicreatures

Myllys, P. & Toivonen, H., 1 Feb 2015

Research output: Non-textual formSoftwareScientific

Proceedings of the Sixth International Conference on Computational Creativity: Park City, UT, USA, June 29-2 July 2 2015

Toivonen, H. T. T. (ed.), Colton, S. (ed.), Cook, M. (ed.) & Ventura, D. (ed.), 2015, Provo, UT: Brigham Young University. 322 p.

Research output: Book/ReportAnthology or special issueScientificpeer-review

2014

Arts, News, Poetry — The Art of Framing

Gross, O., Toivanen, J., Lääne, S. & Toivonen, H., 2014, Proceedings of the Fifth International Conference on Computational Creativity. Colton, S., Ventura, D., Lavrač, N. & Cook, M. (eds.). Ljubljana: Institute Jozef Stefan, Ljubljana, p. 336-339

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

Open Access
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Discovering statistically non-redundant subgroups

Li, J., Liu, J., Toivonen, H., Satou, K., Sun, Y. & Sun, B., 2014, In : Knowledge-Based Systems. 67, p. 315-327 13 p.

Research output: Contribution to journalArticleScientificpeer-review

Document summarization based on word associations

Gross, O., Doucet, A. & Toivonen, H., Jul 2014, Proceedings of the 37th international ACM SIGIR conference on Research & development in information retrieval. New York: ACM, p. 1023-1026 4 p.

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

From Isolation to Involvement: Adapting Machine Creativity Software to Support Human-Computer Co-Creation

Kantosalo, A., Toivanen, J., Xiao, P. & Toivonen, H., 2014, Proceedings of the Fifth International Conference on Computational Creativity. Colton, S., Ventura, D., Lavrač, N. & Cook, M. (eds.). Lljubljana: Institute Jozef Stefan, Ljubljana, Vol. 2014. p. 1-7

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

Generování obsahu a formy v poezii na základé korpusu

Toivanen, J., Toivonen, H., Valitutti, A. & Gross, O., 2014, In : Psí víno. 2014, 68, p. 40-57 18 p.

Research output: Contribution to journalArticleScientific

Proceedings, 14th IEEE International Conference on Data Mining: 14–17 December 2014 Shenzhen, China

Kumar, R. (ed.), Toivonen, H. (ed.), Pei, J. (ed.), Huang, J. Z. (ed.) & Wu, X. (ed.), 2014, Los Alamitos, Calif.: IEEE Computer Society. 1146 p.

Research output: Book/ReportAnthology or special issueScientificpeer-review

"The Officer Is Taller Than You, Who Race Yourself!": Using Document Specific Word Associations in Poetry Generation

Toivanen, J., Gross, O. & Toivonen, H., 2014, Proceedings of the Fifth International Conference on Computational Creativity. Colton, S., Ventura, D., Lavrač, N. & Cook, M. (eds.). Ljubljana: Jožef Stefan Institute, p. 355-362

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

Open Access
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The Use of Weighted Graphs for Large-Scale Genome Analysis

Zhou, F., Toivonen, H. & King, R. D., Mar 2014, In : PLoS One. 9, 3, 12 p., e89618.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
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2013

ArNePo: Arts, News & Poetry

Lääne, S., Gross, O., Toivanen, J. & Toivonen, H., Jun 2013

Research output: Non-textual formDigital or Visual ProductsArt in coproductionpeer-review

Automatical Composition of Lyrical Songs

Toivanen, J., Toivonen, H. & Valitutti, A., 2013, The Fourth International Conference on Computational Creativity. Maher, M. L. (ed.). Sydney, 5 p.

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

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