Krista Lagus

4.8k total citations · 1 hit paper
61 papers, 2.6k citations indexed

About

Krista Lagus is a scholar working on Artificial Intelligence, Information Systems and Computer Vision and Pattern Recognition. According to data from OpenAlex, Krista Lagus has authored 61 papers receiving a total of 2.6k indexed citations (citations by other indexed papers that have themselves been cited), including 44 papers in Artificial Intelligence, 8 papers in Information Systems and 8 papers in Computer Vision and Pattern Recognition. Recurrent topics in Krista Lagus's work include Topic Modeling (18 papers), Natural Language Processing Techniques (17 papers) and Neural Networks and Applications (11 papers). Krista Lagus is often cited by papers focused on Topic Modeling (18 papers), Natural Language Processing Techniques (17 papers) and Neural Networks and Applications (11 papers). Krista Lagus collaborates with scholars based in Finland, United States and Norway. Krista Lagus's co-authors include Mathias Creutz, Teuvo Kohonen, Samuel Kaski, Timo Honkela, Jarkko Salojärvi, Sámi Virpioja, Mikko Kurimo, Harri Lähdesmäki, Tommi Vatanen and Matej Orešič and has published in prestigious journals such as SHILAP Revista de lepidopterología, Information Sciences and Human Brain Mapping.

In The Last Decade

Krista Lagus

58 papers receiving 2.2k citations

Hit Papers

Self organization of a massive document collection 2000 2026 2008 2017 2000 100 200 300 400 500

Peers — A (Enhanced Table)

Peers by citation overlap · career bar shows stage (early→late) cites · hero ref

Name h Career Trend Papers Cites
Krista Lagus Finland 21 2.0k 598 464 301 123 61 2.6k
Rohini K. Srihari United States 24 1.6k 0.8× 741 1.2× 553 1.2× 213 0.7× 63 0.5× 131 2.5k
Edward Grefenstette United Kingdom 15 2.8k 1.4× 616 1.0× 510 1.1× 172 0.6× 129 1.0× 33 3.7k
Phil Blunsom United Kingdom 25 4.2k 2.1× 980 1.6× 610 1.3× 227 0.8× 72 0.6× 60 5.0k
Timo Honkela Finland 20 949 0.5× 331 0.6× 304 0.7× 194 0.6× 85 0.7× 87 1.6k
Max Chickering United States 11 1.1k 0.5× 241 0.4× 430 0.9× 135 0.4× 156 1.3× 18 1.7k
Asif Ekbal India 36 4.4k 2.2× 624 1.0× 735 1.6× 273 0.9× 136 1.1× 360 5.3k
Xu Sun China 33 2.7k 1.3× 934 1.6× 443 1.0× 137 0.5× 69 0.6× 116 3.3k
Andrew Kachites McCallum United States 7 2.9k 1.4× 739 1.2× 814 1.8× 228 0.8× 129 1.0× 9 3.4k
Adam Berger United States 13 3.2k 1.6× 522 0.9× 1.1k 2.5× 418 1.4× 93 0.8× 17 4.0k

Countries citing papers authored by Krista Lagus

Since Specialization
Citations

This map shows the geographic impact of Krista Lagus's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Krista Lagus with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Krista Lagus more than expected).

Fields of papers citing papers by Krista Lagus

Since Specialization
Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Krista Lagus. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Krista Lagus. The network helps show where Krista Lagus may publish in the future.

Co-authorship network of co-authors of Krista Lagus

This figure shows the co-authorship network connecting the top 25 collaborators of Krista Lagus. A scholar is included among the top collaborators of Krista Lagus based on the total number of citations received by their joint publications. Widths of edges represent the number of papers authors have co-authored together. Node borders signify the number of papers an author published with Krista Lagus. Krista Lagus is excluded from the visualization to improve readability, since they are connected to all nodes in the network.

All Works

20 of 20 papers shown
1.
Mäkelä, Eetu, Krista Lagus, Leo Lahti, et al.. (2020). Wrangling with Non-Standard Data. SHILAP Revista de lepidopterología. 3(1). 81–96. 7 indexed citations
2.
Lehtonen, Minna, Annika Hultén, Sámi Virpioja, et al.. (2019). Statistical models of morphology predict eye-tracking measures during visual word recognition. Memory & Cognition. 47(7). 1245–1269. 3 indexed citations
3.
Virpioja, Sámi, et al.. (2017). Using Statistical Models of Morphology in the Search for Optimal Units of Representation in the Human Mental Lexicon. Cognitive Science. 42(3). 939–973. 6 indexed citations
4.
Lagus, Krista, Mika Pantzar, & Minna Ruckenstein. (2015). Keskustelun tunneaallot - Suomi24-hanke. Doria (University of Helsinki). 1 indexed citations
5.
Virpioja, Sámi, et al.. (2011). Evaluating the effect of word frequencies in a probabilistic generative model of morphology. DSpace repository (University of Tartu). 230–237. 6 indexed citations
6.
Kurimo, Mikko, Sámi Virpioja, Ville Turunen, & Krista Lagus. (2010). Morpho Challenge competition 2005--2010: evaluations and results. Meeting of the Association for Computational Linguistics. 87–95. 20 indexed citations
7.
Kurimo, Mikko, Sámi Virpioja, Ville Turunen, & Krista Lagus. (2010). Morpho Challenge 2005-2010: Evaluations and Results. Meeting of the Association for Computational Linguistics. 87–95. 17 indexed citations
8.
Virpioja, Sámi, et al.. (2010). Semi-Supervised Learning of Concatenative Morphology. Meeting of the Association for Computational Linguistics. 78–86. 41 indexed citations
9.
Honkela, Timo, et al.. (2010). GICA: Grounded Intersubjective Concept Analysis - A Method for Enhancing Mutual Understanding and Participation. Aaltodoc (Aalto University). 2 indexed citations
10.
Virpioja, Sámi, et al.. (2010). Semi-supervised extensions to Morfessor Baseline. 6 indexed citations
11.
Kurimo, Mikko & Krista Lagus. (2007). An Efficiently Focusing Large Vocabulary Language Model. 1 indexed citations
12.
Kurimo, Mikko, Mathias Creutz, & Krista Lagus. (2006). Proceedings of the PASCAL Challenge Workshop on Unsupervised segmentation of words into morphemes. 11 indexed citations
13.
Creutz, Mathias, Krista Lagus, Krister Lindén, & Sámi Virpioja. (2005). Morfessor and Hutmegs : Unsupervised Morpheme Segmentation for Highly-Inflecting and Compounding Languages. Työväentutkimus Vuosikirja. 16 indexed citations
14.
Lagus, Krista. (2004). Mining massive document collections by the WEBSOM method. Information Sciences. 163(1-3). 135–156. 6 indexed citations
15.
Lagus, Krista, et al.. (2002). Topic identification in natural language dialogues using neural networks. 2. 95–102. 15 indexed citations
16.
Bingham, Ella, et al.. (2002). ICA and SOM in text document analysis. 2 indexed citations
17.
Lagus, Krista, Timo Honkela, Samuel Kaski, & Teuvo Kohonen. (1999). Websom for Textual Data Mining. Artificial Intelligence Review. 13(5-6). 345–364. 64 indexed citations
18.
Lagus, Krista. (1998). Generalizability of the WEBSOM Method to Document Collections of Various Types. 3 indexed citations
19.
Kaski, Samuel, Krista Lagus, Timo Honkela, & Teuvo Kohonen. (1998). Statistical Aspects of the WEBSOM System in Organizing Document Collections. 16 indexed citations
20.
Lagus, Krista, Timo Honkela, Samuel Kaski, & Teuvo Kohonen. (1996). Self-organizing maps of document collections: A new approach to interactive exploration. Knowledge Discovery and Data Mining. 238–243. 111 indexed citations

Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.

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