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Annastiina Ahola

Doctoral Researcher

email: annastiina.ahola@aalto.fi
room: B333 @ Department of Computer Science, Konemiehentie 2, Espoo
postal address: Department of Computer Science, P.O. Box 15500, FI-00076 Aalto, Finland

Publications

2026

Eero Hyvönen, Annastiina Ahola, Petri Leskinen and Jouni Tuominen: Connecting Everything to Everything Else in a Cloud of Cultural Heritage Knowledge Graphs: SampoSampo Data Linking Service and Semantic Portal (Abstract). Infrastructures to Reassemble Data Scattered across Domains, Borders and Media: an Encounter between Researchers and Memory Organisations, workshop at DHNB-2026, 2026. bib pdf link
Annastiina Ahola, Lilli Peura, Rafael Leal, Heikki Rantala and Eero Hyvönen: Using generative AI and LLMs to enrich art collection metadata for searching, browsing, and studying art history in Digital Humanities. Humanizing Technology, Volume III - Artificial Intelligence and the Humanities (Silvia Lima, Gonçalves Araújo, Micaela Aguiar, Dalila Durães (ed.)), Peter Lang Verlag, March, 2026. In press. bib pdf
Annastiina Ahola, Petri Leskinen, Heikki Rantala, Jouni Tuominen and Eero Hyvönen: Using Large Language Models for searching explainable relations in a cloud of Cultural Heritage knowledge graphs: SampoSampo as a neuro-symbolic system. Proceedings of DHNB-2026, March 9-13, 2026, Aarhus, Denmark, 2026. In press. bib pdf
Petri Leskinen, Annastiina Ahola, Heikki Rantala, Jouni Tuominen and Eero Hyvönen: Using SampoSampo data linking service and portal to search and detect conflicting data in a cloud of knowledge graphs (Abstract). Workshop Lost in Noise? Data Quality and Representativeness in Cultural Heritage Collections, at DHNB-2026, 2026. In press. bib pdf
Petri Leskinen, Annastiina Ahola, Heikki Rantala, Jouni Tuominen and Eero Hyvönen: Consistency checking in a cloud of interlinked Cultural Heritage knowledge graphs – first results of using the SampoSampo data service and portal. Proceedings of DHNB-2026, March 9-13, 2026, Aarhus, Denmark, 2026. In press. bib pdf
Heikki Rantala, Annastiina Ahola, Esko Ikkala, Eero Hyvönen: Applying the Sampo-UI Framework for Searching and Visualizing Linked Open Data (abstract). Proceedings of DARIAH Annual Meeting, May 26-29, 2026, 2026. Forth-coming. bib pdf

2025

Eero Hyvönen, Annastiina Ahola, Petri Leskinen and Jouni Tuominen: SampoSampo: A Portal for Studying Enriched Data and Semantic Connections on a Cultural Heritage Linked Open Data Cloud. The Semantic Web: ESWC 2025 Satellite Events, Portoroz, Slovenia, June 1 - 5, 2025, Proceedings, Lecture Notes in Computer Science, vol. 15832, pp. 67-74, Springer-Verlag, 2025. bib pdf link
Annastiina Ahola, Telma Peura, Eero Hyvönen: Using Linked Data for Data Analytic Literary Research: Case BookSampo - Finnish Fiction Literature on the Semantic Web. Journal of the Association for Information Science and Technology, vol. 76, no. 7, pp. 937-958, 2025. DOI: 10.1002/asi.24984. bib link
Rafael Leal, Annastiina Ahola and Eero Hyvönen: Extracting Metadata from Texts and Images for Digital Humanities Research: Lessons Learned from Developing Linked Open Data Applications in Finland. AI and the Transformation of Metadata Research and Practices – Global and Regional Perspectives, Cambridge University Press, October, 2025. Book chapter submitted for review. bib
Rafael Leal, Annastiina Ahola and Eero Hyvönen: Enriching Cultural Heritage Knowledge Graph Metadata from Finnish Texts with Large Language Models. Digital Humanities in Nordic and Baltic Countries 2025 (DHNB 2025), Post-proceedings, University of Oslo Library, Norway, September, 2025. In press. bib pdf
Sarah Binta Alam Shoilee, Victor de Boer, Annastiina Ahola, Heikki Rantala, Eero Hyvönen, Jacco van Ossenbruggen and Susan Legene: Bridging Data Gaps: Harnessing Semantic Associations for Knowledge Discovery in Colonial Heritage. Springer-Verlag, August, 2025. Submitted for evaluation. bib pdf
Sarah Binta Alam Shoilee, Annastiina Ahola, Heikki Rantala, Eero Hyvönen, Victor de Boer, Jacco van Ossenbruggen and Susan Legene: Enhancing Provenance Research with Linked Data: A Visual Approach to Knowledge Discovery. Proceedings of the Second International Workshop of Semantic Digital Humanities (SemDH 2025), co-located with the Extended Semantic Web Conference 2025 (ESWC 2025), vol. 4009, CEUR Workshop Proceedings, June, 2025. bib pdf link
Eero Hyvönen, Annastiina Ahola, Petri Leskinen, Heikki Rantala and Jouni Tuominen: How to Create a Portal for Digital Humanities Research Using a Linked Open Data Cloud of Cultural Heritage Knowledge Graphs: Case SampoSampo. Proceedings of the Second International Workshop of Semantic Digital Humanities (SemDH 2025), co-located with the Extended Semantic Web Conference 2025 (ESWC 2025), vol. 4009, CEUR Workshop Proceedings, June, 2025. bib pdf link
Rafael Leal, Annastiina Ahola and Eero Hyvönen: Enriching Metadata with LLMs and Knowledge Graphs: Case Finnish Named Entity Linking. Digital Humanities in Nordic and Baltic Countries (DHNB 2025). Book of Abstracts, March, 2025. Long papers. bib pdf link
Annastiina Ahola, Eero Hyvönen, Heikki Rantala, Rafael Leal and Anne Kauppala: Digital Humanities on the Semantic Web for visual, literary, and performing arts: Demonstrating ArtSampo, BookSampo, and OperaSampo Linked Open Data services and semantic portals. Digital Humanities in Nordic and Baltic Countries (DHNB 2025). Book of Abstracts, March, 2025. Demo paper. bib pdf link
Rafael Leal, Annastiina Ahola, and Eero Hyvönen: Extracting Metadata from Texts and Images for Digital Humanities Research: Lessons Learned from Developing Linked Open Data Applications in Finland. 11, 2025. Submitted for review. bib
This chapter investigates how metadata can be enriched to improve the usability Linked Open Data (LOD) in Digital Humanities research. It reviews successive case studies based on semantic Sampo LOD services and portals in Finland that enable searching, browsing, and analysing parliamentary discussions, legislation and case law, art, historical letters, artefact collections, biographies, and enriched video content. The methodological framework utilises linked data technologies, ontologies, vector space models, Large Language Models (LLM), and Generative AI.
Eero Hyvönen, Annastiina Ahola, Petri Leskinen and Jouni Tuominen: Aggregating and Aligning Knowledge Graphs into a Global Service: SampoSampo System for Cross-cultural Data Search, Exploration, and Analysis. Digital Humanities in Nordic and Baltic Countries (DHNB 2025). Book of Abstracts, 2025. Short papers. bib pdf link
Sarah Binta Alam Shoilee, Annastiina Ahola, Heikki Rantala, Eero Hyvönen, Victor de Boer, Jacco van Ossenbruggen and Susan Legene: PM-SAMPO: Semantic Portal for Heritage Object Provenance Research. The Semantic Web: ESWC 2025 Satellite Events, Portoroz, Slovenia, June 1 - 5, 2025, Proceedings, Springer-Verlag, 2025. Accepted, forth-coming. bib pdf

2024

Annastiina Ahola, Eero Hyvönen, Heikki Rantala and Anne Kauppala: Historical Opera and Music Theatre Performances on the Semantic Web: OperaSampo 1830-1960. Knowledge Graphs in the Age of Language Models and Neuro-Symbolic AI. Proceedings of the 20th International Conference on Semantic Systems, 17-19 September 2024, Amsterdam, The Netherlands, pp. 386-402, IOS Press, 2024. DOI: 10.3233/SSW240031. bib pdf link
Eero Hyvönen, Patrik Boman, Heikki Rantala, Annastiina Ahola and Petri Leskinen: ConfermentSampo - A Knowledge Graph, Data Service, and Semantic Portal for Intangible Academic Cultural Heritage 1643-2023 in Finland. Knowledge Graphs and Semantic Web, pp. 1-16, Springer-Verlag, October, 2024. bib pdf link
Rafael Leal, Annastiina Ahola and Eero Hyvönen: Using LLMs for Enriching Metadata with Links to KOS and Knowledge Graphs: Case Finnish Named Entity Linking. Paper presented at NKOS Workshop on AI and KOS at DCMI-2024 in Toronto, June, 2024. Accepted, https://www.dublincore.org/news/2024/06-29_nkos-workshop/. bib pdf
Annastiina Ahola, Heikki Rantala and Eero Hyvönen: ArtSampo - Finnish art on the Semantic Web. The Semantic Web: ESWC 2024 Satellite Events, Hersonissos, Crete, Greece, May 26 - 30, 2024, Proceedings, Springer, May, 2024. bib pdf

2023

Annastiina Ahola, Eero Hyvönen, Heikki Rantala and Anne Kauppala: Publishing and studying historical opera and music theatre performances on the Semantic Web: case OperaSampo 1830–1960. Proceedings of SWODCH 2023. Semantic Web and Ontology Design for Cultural Heritage. Co-located with the 22nd International Semantic Web Conference (ISWC 2023) in Athens, Greece, CEUR Workshop Proceedings, Vol-3540, November, 2023. bib pdf link
Eero Hyvönen, Annastiina Ahola, Heikki Rantala and Anne Kauppala: OperaSampo – Opera and Music Theatre Performances in Finland 1830–1960 on the Semantic Web. Proceedings of the ISWC 2023 Posters, Demos and Industry Tracks: From Novel Ideas to Industrial Practice co-located with 21st International Semantic Web Conference (ISWC 2023) (Irini Fundulaki, Kouji Kozaki, Jose Manuel Gomez-Perez and Daniel Garijo (eds.)), CEUR Workshop Proceedings, November, 2023. bib pdf
Heikki Rantala, Annastiina Ahola, Esko Ikkala and Eero Hyvönen: How to create easily a data analytic semantic portal on top of a SPARQL endpoint: introducing the configurable Sampo-UI framework. VOILA! 2023 Visualization and Interaction for Ontologies, Linked Data and Knowledge Graphs 2023, CEUR Workshop Proceedings, Vol. 3508, October, 2023. bib pdf link
Eero Hyvönen, Patrik Boman, Heikki Rantala, Annastiina Ahola and Petri Leskinen: Promootiosampo - Helsingin yliopiston filosofisen tiedekunnan 100 promootiota 1643-2023 semanttisessa webissä. Aalto-yliopisto ja Helsingin yliopisto, Semanttisen laskennan tutkimusryhmä (SeCo), October, 2023. Artikkelin käsikirjoitus, arvioitavana. bib pdf
Annastiina Ahola and Eero Hyvönen: Visualizing Literary Linked Data for Public Library Users in the New User Interface for BookSampo – Finnish Fiction Literature on the Semantic Web. VOILA! 2023 Visualization and Interaction for Ontologies, Linked Data and Knowledge Graphs 2023, CEUR Workshop Proceedings, Vol. 3508, July, 2023. bib pdf link
Annastiina Ahola, Eero Hyvönen and Heikki Rantala: A User Interface Model for Digital Humanities Research: Case BookSampo – Finnish Fiction Literature on the Semantic Web. Proceedings of ESWC 2023, poster and demo papers, Springer-Verlag, June, 2023. bib pdf
Annastiina Ahola, Telma Peura and Eero Hyvönen: Interfacing the BookSampo Knowledge Graph of Finnish Literature for Data Analyses in Digital Humanities. DARIAH Annual Event 2023, poster paper, DARIAH-EU, June, 2023. bib link
Annastiina Ahola: Developing a tool for information retrieval and research purposes utilizing BookSampo data. MSc Thesis (in English), Aalto University, Department of Computer Science, February, 2023. bib pdf link

2022

Eero Hyvönen, Annastiina Ahola and Esko Ikkala: BookSampo Fiction Literature Knowledge Graph Revisited: Building a Faceted Search Interface with Seamlessly Integrated Data-analytic Tools. Theory and Practice of Digital Libraries (TPDL 2022), Accelerating Innovations Track, Padova, Italy, pp. 506–511, Springer, 2022. bib pdf link

(total: 31 publications)

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