Research output per year
Research output per year
Personal profile
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
Education/Academic qualification
Doctoral degree, Natural Sciences, University of Helsinki
Award Date: 21 Nov 2008
Keywords
- Statistical Machine Learning
- Computational biology
Fingerprint
Dive into the research topics where Pekka Marttinen is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
- 1 Similar Profiles
Network
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
-
A Survey on Knowledge Graphs: Representation, Acquisition, and Applications
Ji, S., Pan, S., Cambria, E., Marttinen, P. & Yu, P. S., Feb 2022, In: IEEE Transactions on Neural Networks and Learning Systems . 33, 2, p. 494-514 21 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access186 Citations (Scopus) -
Comprehensive self-tracking of blood glucose and lifestyle with a mobile application in the management of gestational diabetes: a study protocol for a randomised controlled trial (eMOM GDM study)
Kytö, M., Markussen, L. T., Marttinen, P., Jacucci, G., Niinistö, S., Virtanen, S. M., Korhonen, T. E., Sievänen, H., Vähä-Ypyä, H., Korhonen, I., Heinonen, S. & Koivusalo, S. B., 7 Nov 2022, In: BMJ Open. 12, 11, p. 1-10 10 p., 066292.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile -
Deconfounded Representation Similarity for Comparison of Neural Networks
Cui, T., Kumar, Y., Marttinen, P. & Kaski, S., 2022, (Accepted/In press) Thirty-sixth Conference on Neural Information Processing Systems (NeurIPS).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
-
Deep learning for depression recognition with audiovisual cues: A review
He, L., Niu, M., Tiwari, P., Marttinen, P., Su, R., Jiang, J., Guo, C., Wang, H., Ding, S., Wang, Z., Pan, X. & Dang, W., Apr 2022, In: Information Fusion. 80, p. 56-86 31 p.Research output: Contribution to journal › Review Article › peer-review
Open Access18 Citations (Scopus) -
Gene–gene interaction detection with deep learning
Cui, T., El Mekkaoui, K., Reinvall, J., Havulinna, A. S., Marttinen, P. & Kaski, S., 12 Nov 2022, In: Communications Biology. 5, 1, p. 1-12 12 p., 1238.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile1 Downloads (Pure)
-
INTERVENE/Marttinen
Marttinen, P., Raj, V. & Moen, H.
01/01/2021 → 31/12/2025
Project: EU: Framework programmes funding
-
Data Literacy for Responsible Decision-Making
Marttinen, P., Kumar, Y., Ji, S., Raj, V., Tiwari, P. & Gröhn, T.
01/10/2020 → 30/09/2023
Project: Academy of Finland: Strategic research funding
-
FCAI: Finnish Center for Artificial Intelligence (FCAI)
Marttinen, P., Raj, V. & Gröhn, T.
01/01/2019 → 31/12/2022
Project: Academy of Finland: Other research funding
-
FCAI: Finnish Center for Artificial Intelligence (FCAI)
Marttinen, P., Ghosh, K. & Tiihonen, A.
01/01/2019 → 31/12/2022
Project: Academy of Finland: Other research funding
-
eMOM: CleverHealth Network: eMOM GDM -Project
Marttinen, P., Hizli, C., Alizadeh Ashrafi, R. & Zhang, G.
05/02/2018 → 31/12/2023
Project: Business Finland: Other research funding
Datasets
-
Data from: Cryptic ecology among host generalist Campylobacter jejuni in domestic animals
Sheppard, S. K. (Contributor), Cheng, L. (Contributor), Méric, G. (Contributor), Haan, C. (Contributor), Llarena, A. (Contributor), Marttinen, P. (Contributor), Vidal, A. (Contributor), Ridley, A. (Contributor), Clifton-Hadley, F. (Contributor), Connor, T. R. (Contributor), Strachan, N. (Creator), Forbes, K. (Creator), Colles, F. (Creator), Jolley, K. (Creator), Bentley, S. (Creator), Maiden, M. (Creator), Hänninen, M. (Creator), Parkhill, J. (Creator), Hanage, W. P. (Creator) & Corander, J. (Creator), Dryad Digital Repository, 28 Mar 2014
DOI: 10.5061/dryad.hk860, https://datadryad.org/resource/doi:10.5061/dryad.hk860 and 3 more links, https://doi.org/10.5061/dryad.hk860/1, https://doi.org/10.5061/dryad.hk860/2, https://doi.org/10.5061/dryad.hk860/3 (show fewer)
Dataset
-
Supplementary material from "Modelling methicillin-resistant Staphylococcus aureus decolonization: interactions between body sites and the impact of site-specific clearance"
Poyraz, O. (Creator), Sater, M. R. A. (Creator), Miller, L. G. (Creator), McKinnell, J. A. (Creator), Huang, S. S. (Creator), Grad, Y. H. (Creator) & Marttinen, P. (Creator), 2022
DOI: 10.6084/m9.figshare.c.6016851.v2, https://rs.figshare.com/collections/Supplementary_material_from_Modelling_methicillin-resistant_i_Staphylococcus_aureus_i_decolonization_interactions_between_body_sites_and_the_impact_of_site-specific_clearance_/6016851/2 and 3 more links, https://doi.org/10.6084/m9.figshare.c.6016851.v1, https://rs.figshare.com/collections/Supplementary_material_from_Modelling_methicillin-resistant_i_Staphylococcus_aureus_i_decolonization_interactions_between_body_sites_and_the_impact_of_site-specific_clearance_/6016851, https://rs.figshare.com/collections/Supplementary_material_from_Modelling_methicillin-resistant_i_Staphylococcus_aureus_i_decolonization_interactions_between_body_sites_and_the_impact_of_site-specific_clearance_/6016851/1 (show fewer)
Dataset
-
Data from: Single-cell genomics reveals hundreds of coexisting subpopulations in wild Prochlorococcus
Kashtan, N. (Contributor), Roggensack, S. E. (Contributor), Rodrigue, S. (Contributor), Thompson, J. W. (Contributor), Biller, S. J. (Contributor), Coe, A. (Contributor), Ding, H. (Contributor), Marttinen, P. (Creator), Malmstrom, R. R. (Contributor), Stocker, R. (Contributor), Follows, M. (Contributor), Stepanauskas, R. (Creator) & SW, C. (Creator), Dryad Digital Repository, 25 Apr 2014
DOI: 10.5061/dryad.9r0p6, https://datadryad.org/resource/doi:10.5061/dryad.9r0p6 and 8 more links, https://doi.org/10.5061/dryad.9r0p6/1, https://doi.org/10.5061/dryad.9r0p6/2, https://doi.org/10.5061/dryad.9r0p6/3, https://doi.org/10.5061/dryad.9r0p6/4, https://doi.org/10.5061/dryad.9r0p6/5, https://doi.org/10.5061/dryad.9r0p6/6, https://doi.org/10.5061/dryad.9r0p6/7, https://doi.org/10.5061/dryad.9r0p6/8 (show fewer)
Dataset
-
Computational modelling of self-reported dietary carbohydrate intake on glucose concentrations in patients undergoing Roux-en-Y gastric bypass versus one-anastomosis gastric bypass
Alizadeh Ashrafi, R. (Contributor), Ahola, A. J. (Contributor), Rosengård-Bärlund, M. (Contributor), Saarinen, T. (Contributor), Heinonen, S. (Contributor), Juuti, A. (Contributor), Marttinen, P. (Contributor) & Pietiläinen, K. H. (Contributor), 1 Jan 2021
DOI: 10.6084/m9.figshare.16904216.v1, https://tandf.figshare.com/articles/journal_contribution/Computational_modelling_of_self-reported_dietary_carbohydrate_intake_on_glucose_concentrations_in_patients_undergoing_Roux-en-Y_gastric_bypass_versus_one-anastomosis_gastric_bypass/16904216/1
Dataset
Activities
-
PhD thesis pre-examination (Joonas Tamminen)
Pekka Marttinen (Examiner)
4 Jun 2021Activity: Academic assessments › Pre-examination of doctoral thesis or acting as opponent to doctoral students or membership of doctoral thesis committee or board
-
PhD thesis pre-examination (Aki Koivu)
Pekka Marttinen (Examiner)
18 Nov 2021Activity: Academic assessments › Pre-examination of doctoral thesis or acting as opponent to doctoral students or membership of doctoral thesis committee or board
-
Harvard School of Public Health
Pekka Marttinen (Visiting researcher)
20 Aug 2018 → 24 Aug 2018Activity: Visiting an external institution types › Visiting an external academic institution
-
Interactive elicitation of knowledge on feature relevance improves predictions in small data sets
Pekka Marttinen (Speaker)
14 Mar 2017Activity: Talk or presentation types › Conference presentation
-
Foreign Organisation
Pekka Marttinen (Visiting researcher)
5 Jun 2016 → 24 Jun 2016Activity: Visiting an external institution types › Visiting an external academic institution
Press / Media
-
Machine learning meets medicine in the fight against superbugs
17/08/2022
1 item of Media coverage
Press/Media: Media appearance
-
GLOBAL ROUND UP SECTOR DAILY: UNIVERSITY NEWSLETTER WEDNESDAY AUG 17
Pekka Marttinen & Janne Lindqvist
17/08/2022
1 item of Media coverage
Press/Media: Media appearance
-
Modeling how MRSA bacteria spread on the body can enhance treatments
17/08/2022
2 items of Media coverage
Press/Media: Media appearance
-
Probabilistic user modelling methods for improving human-in-the-loop machine learning for prediction
Iiris Sundin, Tuukka Ruotsalo, Pekka Marttinen, Aki Havulinna, Samuel Kaski, Giulio Jacucci & Aki Vehtari
12/05/2021
1 item of Media coverage
Press/Media: Media appearance
-
Using A Deep Neural Network Model to Predict Elderly Care
23/12/2019
1 item of Media coverage
Press/Media: Media appearance