Computer Science
ITSC 2021: The Second International Workshop on Application of Multi-Sensor Fusion Technology for Autonomous Driving
Read more: A Workshop on 24th IEEE International Conference on Intelligent Transportation (ITSC2021)
Algorithmics and Computational Intelligence Group (ACI)
The research of the laboratory is centered around techniques and methods for algorithm design and computational intelligence, with the emphasis on both theory and applications. The foundations of the research are machine learning, probabilistic inference, discrete mathematics and theoretical computer science. In particular, the research of kernel methods, Bayesian analysis, probabilistic and information-theoretical modeling, combinatorial algorithms and intelligent systems has been pursued. The research of the laboratory is based on the long tradition of combining basic research on algorithm development and analysis with active cooperation with companies and academic partners on solving real-life problems by the use of combinatorial optimization and latest techniques on computational intelligence methods.
Selected research topics on algorithmics and computational intelligence:
- Classification and regression methods
- Clustering methods
- Combinatorial algorithms and applications
- Cross-validation methods
- Data compression
- Feature selection methods for high-dimensional data
- Industrial algorithms
- Information retrieval
- Information theoretic methods
- Multi-task and transfer learning
- Preference learning and ranking
- Probabilistic Bayesian methods
- String algorithms
- Tensor product kernels for pairwise learning
Recent Publications
- Data analysis with limited data availability: prostate cancer prediction and characterization as a case study
Montoya Perez Ileana - Study on Stereo AI Based Zed-2i Camera
Padberg Timon, Heikkonen Jukka, Kanth Rajeev - Epigenetic age estimation of wild mice using faecal samples
Hanski Eveliina, Joseph Susan, Raulo Aura, Wanelik Klara M., O'Toole Áine, Knowles Sarah C. L., Little Tom J. - Integration of polygenic and gut metagenomic risk prediction for common diseases
Liu Yang, Ritchie Scott C., Teo Shu Mei, Ruuskanen Matti O., Kambur Oleg, Zhu Qiyun, Sanders Jon, Vázquez-Baeza Yoshiki, Verspoor Karin, Jousilahti Pekka, Lahti Leo, Niiranen Teemu, Salomaa Veikko, Havulinna Aki S., Knight Rob, Méric Guillaume, Inouye Michael - Shotgun metagenomic analysis of the oral microbiome in gingivitis: a nested case-control study
Manzoor Muhammed, Leskelä Jaakko, Pietiäinen Milla, Martinez-Majander Nicolas, Könönen Eija, Niiranen Teemu, Lahti Leo, Sinisalo Juha, Putaala Jukka, Pussinen Pirkko J, Paju Susanna - Pose estimation of sow and piglets during free farrowing using deep learning
Farahnakian Fahimeh, Farahnakian Farshad, Björkman Stefan, Bloch Victor, Pastell Matti, Heikkonen Jukka - Robust CNN-based Respiration Rate Estimation for Smartwatch PPG and IMU
Kazemi Kianoosh, Azimi Iman, Liljeberg Pasi, Rahmani Amir M. - Fewer culturable Lactobacillaceae species identified in faecal samples of pigs performing manipulative behaviour
König Emilia, Heponiemi Paulina, Kivinen Sanni, Räkköläinen Jaakko, Beasley Shea, Borman Tuomas, Collado Maria Carmen, Hukkinen Vilja, Junnila Jouni, Lahti Leo, Norring Marianna, Piirainen Virpi, Salminen Seppo, Heinonen Mari, Valros Anna - Association of Long-Term Habitual Dietary Fiber Intake since Infancy with Gut Microbiota Composition in Young Adulthood
Heiskanen MA, Aatsinki A, Hakonen P, Kartiosuo N, Munukka E, Lahti L, Keskitalo A, Huovinen P, Niinikoski H, Viikari J, Rönnemaa T, Lagström H, Jula A, Raitakari O, Rovio SP, Pahkala K - Daily skin-to-skin contact alters microbiota development in healthy full-term infants
Eckermann Henrik Andreas, Meijer Jennifer, Cooijmans Kelly, Lahti Leo, de Weerth Carolina - Microbial transmission in the social microbiome and host health and disease
Sarkar A, McInroy CJA, Harty S, Raulo A, Ibata NGO, Valles-Colomer M, Johnson KV, Brito IL, Henrich J, Archie EA, Barreiro LB, Gazzaniga FS, Finlay BB, Koonin EV, Carmody RN, Moeller AH - Training non-native speech sounds results in long-lasting plastic changes – Hard-wiring new memory traces takes time
Tamminen Henna, Kujala Teija, Peltola Maija S. - Predicting pairwise interaction affinities with ℓ0-penalized least squares-a nonsmooth bi-objective optimization based approach∗
Paasivirta Pauliina, Numminen Riikka, Airola Antti, Karmitsa Napsu, Pahikkala Tapio - Understanding the structure and meaning of Finnish texts: From corpus creation to deep language modelling
Kanerva Jenna - A comparison of embedding aggregation strategies in drug-target interaction prediction
Iliadis Dimitrios, De Baets Bernard, Pahikkala Tapio, Waegeman Willem - Exploring the Documentation of Delirium in Patients After Cardiac Surgery: A Retrospective Patient Record Study
Poikajärvi Satu, Peltonen Laura-Maria, Siirala Eriikka, Heimonen Juho, Moen Hans, Salanterä Sanna, Junttila Kristiina - Semantic search as extractive paraphrase span detection
Kanerva Jenna, Kitti Hanna, Chang Li-Hsin, Vahtola Teemu, Creutz Mathias, Ginter Filip - Role of Gut Microbiota in Statin-Associated New-Onset Diabetes—a Cross-Sectional and Prospective Analysis of the FINRISK 2002 Cohort
Koponen Kari, Kambur Oleg, Joseph Bijoy, Ruuskanen Matti O, Jousilahti Pekka, Salido Rodolfo, Brennan Caitriona, Jain Mohit, Meric Guillaume, Inouye Michael, Lahti Leo, Niiranen Teemu, Havulinna Aki S, Knight Rob, Salomaa Veikko - Lower maternal emotional availability is related to increased attention toward fearful faces during infancy
Eskola Eeva, Kataja Eeva-Leena, Hyona Jukka, Hakanen Hetti, Nolvi Saara, Haikio Tuomo, Pelto Juho, Karlsson Hasse, Karlsson Linnea, Korja Riikka - A comparative study of state-of-the-art deep learning architectures for rice grain classification
Farahnakian Farshad, Sheikh Javad, Farahnakian Fahimeh, Heikkonen Jukka - Violence, Sexualization, and Otherness: An Analysis on the Representation of Transgender Characters in Video Games (2023)
Wiik Joona - Lastensuojelun palvelukokonaisuus (2023)
Vähämäki Tanja, Aaltonen Satu - Yhteiskehittämisen varhainen vaihe (2023)
Vähämäki Tanja, Aaltonen Satu - Sea Ice Concentration Estimation Via Fusion of Sentinel-1 and AMSR2 Based on Encoder-Decoder Architecture (2023)
Sheikh Javad, Farahnakian Fahimeh, Farahnakian Farshad, Heikkonen Jukka - Microbiome-based risk prediction in incident heart failure: a community challenge (2023)
Erawijantari PP, Kartal E, Liñares-Blanco J, Laajala TD, Feldman LE, Carmona-Saez P, Shigdel R, Claesson MJ, Bertelsen RJ, Gomez-Cabrero D, Minot S, Albrecht J, Chung V, Inouye M, Jousilahti P, Schultz JH, Friederich HC, Knight R, Salomaa V, Niiranen T, Havulinna AS, Saez-Rodriguez J, Levinson RT, Lahti L; FINRISK Microbiome DREAM Challenge and ML4 Microbiome Communities - CNN-based Boreal Peatland Fertility Classification from Sentinel-1 and Sentinel-2 Imagery (2023)
Farahnakian Fahimeh, Zelioli Luca, Middleton Maarit, Seppä Iiro, Pitkänen Timo P., Heikkonen Jukka - Multi-CrossRE A Multi-Lingual Multi-Domain Dataset for Relation Extraction (2023)
Bassignana Elisa, Ginter Filip, Pyysalo Sampo, Rob van der Goot, Plank Barbara - Toxicity Detection in Finnish Using Machine Translation (2023)
Eskelinen Anni, Silvala Laura, Ginter Filip, Pyysalo Sampo, Laippala Veronika - AI-Based Sentiment Analysis Approaches for Large-Scale Data Domains of Public and Security Interests (2023)
Heilala Janne, Nevalainen Paavo, Toivonen Kristiina - A toolbox of machine learning software to support microbiome analysis (2023)
Marcos-Zambrano L.J., López-Molina V.M., Bakir-Gungor B., Frohme M., Karaduzovic-Hadziabdic K., Klammsteiner T., Ibrahimi E., Lahti L., Loncar-Turukalo T., Dhamo X., Simeon A., Nechyporenko A., Pio G., Przymus P., Sampri A., Trajkovik V., Lacruz-Pleguezuelos B., Aasmets O., Araujo R., Anagnostopoulos I., Aydemir Ö., Berland M., Calle M.L., Ceci M., Duman H., Gündoğdu A., Havulinna A.S., Kaka Bra K.H.N., Kalluci E., Karav S., Lode D., Lopes M.B., May P., Nap B., Nedyalkova M., Paciência I., Pasic L., Pujolassos M., Shigdel R., Susín A., Thiele I., Truică C.O., Wilmes P., Yilmaz E., Yousef M., Claesson M.J., Truu J., Carrillo de Santa Pau E. - Kohti suomenkielisiä keskustelumalleja: tule kehittämään tekoälyä (2023)
Kytöniemi Joona, Saarni Jenna, Kupari Hanna-Mari, Pyysalo Sampo - What are patterns of rise and decline? (2023)
Raulo Aura, Rojas Alexis, Kröger Björn, Laaksonen Antti, Orta Carlos Lamuela, Nurmio Silva, Peltoniemi Mirva, Lahti Leo, Žliobaitė Indrė - Overview of DrugProt task at BioCreative VII: data and methods for large-scale text mining and knowledge graph generation of heterogenous chemical-protein relations (2023)
Miranda-Escalada Antonio, Mehryary Farrokh, Luoma Jouni, Estrada-Zavala Darryl, Gasco Luis, Pyysalo Sampo, Valencia Alfonso, Krallinger Martin - FinGPT: Large Generative Models for a Small Language (2023)
Luukkonen Risto, Komulainen Ville, Luoma Jouni, Eskelinen Anni, Kanerva Jenna, Kupari Hanna-Mari, Ginter Filip, Laippala Veronika, Muennighoff Niklas, Piktus Aleksandra, Wang Thomas, Tazi Nouamane, Scao Le Teven, Wolf Thomas, Suominen Osma, Sairanen Samuli, Merioksa Mikko, Heinonen Jyrki, Vahtola Aija, Antao Samuel, Pyysalo Sampo - Scaling Data-Constrained Language Models (2023)
Muennighoff Niklas, Rush Alexander M., Barak Boaz, Le Scao Teven, Piktus Aleksandra, Tazi Nouamane, Pyysalo Sampo, Wolf Thomas, Raffel Colin A. - Maternal microbiota communicates with the fetus through microbiota-derived extracellular vesicles (2023)
Kaisanlahti Anna, Turunen Jenni, Byts Nadiya, Samoylenko Anatoliy, Bart Genevieve, Virtanen Nikke, Tejesvi V. Mysore, Zhyvolozhnyi Artem, Sarfraz Sonia, Kumpula Sohvi, Hekkala Jenni, Salmi Sonja, Will Olga, Korvala Johanna, Paalanne Niko, Erawijantari Putu Pande, Suokas Marko, Medina Peñate Tuula, Vainio Seppo, Medina Peñate Oula, Lahti Leo, Tapiainen Terhi, Reunanen Justus - Enhancing Minerals Prospects Mapping with Machine Learning: Addressing Imbalanced Geophysical Datasets and Data Visualization Approaches (2023)
Nidhi Dipak Kumar, Seppä Iiro, Farahnakian Fahimeh, Zelioli Luca, Heikkonen Jukka, Kanth Rajeev - Sea4Value – Smart Terminals: DIMECC Final Report 1/2023 (2023)
Lappalainen Anssi, Hollström Tommi, Penttinen Toni, Likhachev Roman, Vojnovski Nikola, Huttunen Heikki, Selinummi Jyrki, Liang Liang, Hakala Joona, Juvonen Konsta, Keso Elias, Lempinen Kristian, Sartori Paula, Koskinen Tomi, Sarpola Petri, Kujala Iiris, de Andrade Vincent, Aarnio Petri, Angelov Vaklin, Hakila Mikko, Jalo Sami, Kinnunen Jan, Kääriäinen Santeri, Lehtonen Eero, Poikonen Jussi, Salminen Simo, Tenovuo Karno, Virjonen Petra, Virtanen Kari, Wiik Jonatan, Heikkonen Jukka, Jafarzadeh Pouya, Penttinen Tommi, Hellström Magnus, Tsvetkova Anastasia, Wahlström Irina, Chen Yiran, Heikkilä Marikka, Edelman Kristel, Iancu Bogdan, Morariu Andrei-Raoul, Lilius Johan, Väre Jani, Borhany Navid, Podanowski Maciej, Furca Jacek, Wojas Paweł, Tokarz Maciej, Kowalik Piotr, Swiercz Jacub, Nowak Anna, Idziak Paweł, Olech Michał, Janik Krzysztof, Wach Amadeusz, Głowacki Rafał, Jerzykowski Tomasz, Puczynski Michał, Jurynec Longin, Niewiera Aleksandra, Sikorski Waldemar, Lamperski Dariusz, Baczar Dariusz, Jokela Tero, Hallio Juhani, Auranen Jani, Talmola Pekka, Kalliovaara Juha, Koskinen Juho, Arajärvi Antti, Ekqvist Jani, Vanharanta Jani, Wallin Markus, Luimula Mika, Haavisto Timo, Aho Jami, Nikkola Aapo, Näykki Alarik, Laatikainen Antti, Vu Duy, Laivuori Niko, Majala Timo, Ranta Vesa, Wendelin Heikki, Heino Joni, Meriläinen Kyösti, Meriläinen Elias, Holma Valtteri, Pakanen Marko, Wiker Tuukka, Elhadi Ahmed, Mbah Lionel, Nguyen Narinen Truc, Salokorpi Mirva, Angelov Vaklin, Sundholm Mikael, Willrodt Sina, Zimmerman Patrick, Stormbom Michael, Halme Erika, Agbese Mamia, Jantunen Marianne, Vakkuri Ville, Abrahamsson Pekka, Irfan Khan Irfan, Wali Syed, Lehto Martti, Pöyhönen Jouni, Simola Jussi, Porramo Pasi, Jokela Markus, Rantasalo Tuomas, Kentala Ville, Tammio Sami, Kaartinen Aku, Toivoniemi Timo, Alamaunu Jyrki, Biström Benjamin, Nummelin Miikka, Saari Timo, Salokannel Mikko, Hellberg Samuli, Isotahdon Joel, Eriksson Peter - Infant gut microbiota and negative and fear reactivity (2023)
Huovinen Venla, Aatsinki Anna-Katariina, Kataja Eeva-Leena, Munukka Eveliina, Keskitalo Anniina, Lamichhane Santosh, Raunioniemi Peppi, Bridgett David J., Lahti Leo, O’Mahony Siobhain M., Dickens Alex, Korja Riikka, Karlsson Hasse, Nolvi Saara, Karlsson Linnea - Silver Syntax Pre-training for Cross-Domain Relation Extraction (2023)
Bassignana Elisa, Ginter Filip, Pyysalo Sampo, van der Goot Rob, Plank Barbara - Empirical evaluation of amplifying privacy by subsampling for GANs to create differentially private synthetic tabular data (2023)
Nieminen Valtteri A., Pahikkala Tapio, Airola Antti - Nonsmooth Optimization-Based Hyperparameter-Free Neural Networks for Large-Scale Regression (2023)
Karmitsa Napsu, Taheri Sona, Joki Kaisa, Paasivirta Pauliina, Bagirov Adil M., Mäkelä Marko M. - Author Correction: Greengenes2 unifies microbial data in a single reference tree (Nature Biotechnology, (2023), 10.1038/s41587-023-01845-1) (2023)
McDonald D., Jiang Y., Balaban M., Cantrell K., Zhu Q., Gonzalez A., Morton J.T., Nicolaou G., Parks D.H., Karst S.M., Albertsen M., Hugenholtz P., DeSantis T., Song S.J., Bartko A., Havulinna A.S., Jousilahti P., Cheng S., Inouye M., Niiranen T., Jain M., Salomaa V., Lahti L., Mirarab S., Knight R. - Advancing microbiome research with machine learning: key findings from the ML4Microbiome COST action (2023)
D'Elia D, Truu J, Lahti L, Berland M, Papoutsoglou G, Ceci M, Zomer A, Lopes MB, Ibrahimi E, Gruca A, Nechyporenko A, Frohme M, Klammsteiner T, Pau ECS, Marcos-Zambrano LJ, Hron K, Pio G, Simeon A, Suharoschi R, Moreno-Indias I, Temko A, Nedyalkova M, Apostol ES, Truică CO, Shigdel R, Telalović JH, Bongcam-Rudloff E, Przymus P, Jordamović NB, Falquet L, Tarazona S, Sampri A, Isola G, Pérez-Serrano D, Trajkovik V, Klucar L, Loncar-Turukalo T, Havulinna AS, Jansen C, Bertelsen RJ, Claesson MJ - Yhteiskehittämällä resurssiviisaita digitaalisia sosiaali-, terveys- ja hyvinvointipalveluja (2023)
Kauppinen Sami, Luojus Satu, Aaltonen Satu, Collanus Eva, Hautamäki Johannes, Hägglund Susanne, Katajapuu Niina, Koskinen Juho, Lange Peeter, Myllymäki Annukka, Nyholm Linda, Rinta-Jouppi Annukka, Rydgren Melanie, Söderlund Riitta, Tarkkanen Kimmo, Tuomisto Antti, Vuorela Satu, Vähämäki Tanja - Real-Time Military Tank Detection Using YOLOv5 Implemented on Raspberry Pi (2023)
Jafarzadeh Pouya, Zelioli Luca, Farahnakian Fahimeh, Nevalainen Paavo, Heikkonen Jukka, Hemminki Petteri, Andersson Christian - Bone marrow metabolism is affected by body weight and response to exercise training varies according to anatomical location (2023)
Ojala R, Hentilä J, Lietzén MS, Arponen M, Heiskanen MA, Honkala SM, Virtanen H, Koskensalo K, Lautamäki R, Löyttyniemi E, Parkkola R, Heinonen OJ, Malm T, Lahti L, Rinne J, Eskola O, Rajander J, Pietiläinen KH, Kaprio J, Ivaska KK, Hannukainen JC - Machine learning approaches in microbiome research: challenges and best practices (2023)
Papoutsoglou Georgios, Tarazona Sonia, Lopes Marta B., Klammsteiner Thomas, Ibrahimi Eliana, Eckenberger Julia, Novielli Pierfrancesco, Tonda Alberto, Simeon Andrea, Shigdel Rajesh, Béreux Stéphane, Vitali Giacomo, Tangaro Sabina, Lahti Leo, Temko Andriy, Claesson Marcus J., Berland Magali - Impacts of maternal microbiota and microbial metabolites on fetal intestine, brain, and placenta (2023)
Husso Aleksi, Pessa-Morikawa Tiina, Koistinen Ville Mikael, Kärkkäinen Olli, Kwon Hyuk Nam, Lahti Leo, Iivanainen Antti, Hanhineva Kati, Niku Mikael - Diagnosis of prostate cancer with magnetic resonance imaging in men treated with 5-alpha-reductase inhibitors (2023)
Falagario UG, Lantz A, Jambor I, Busetto GM, Bettocchi C, Finati M, Ricapito A, Luzzago S, Ferro M, Musi G, Totaro A, Racioppi M, Carbonara U, Checcucci E, Manfredi M, D'Aietti D, Porcaro AB, Nordström T, Björnebo L, Oderda M, Soria F, Taimen P, Aronen HJ, Perez IM, Ettala O, Marchioni M, Simone G, Ferriero M, Brassetti A, Napolitano L, Carmignani L, Signorini C, Conti A, Ludovico G, Scarcia M, Trombetta C, Claps F, Traunero F, Montanari E, Boeri L, Maggi M, Del Giudice F, Bove P, Forte V, Ficarra V, Rossanese M, Mucciardi G, Pagliarulo V, Tafuri A, Mirone V, Schips L, Antonelli A, Gontero P, Cormio L, Sciarra A, Porpiglia F, Bassi P, Ditonno P, Bostrom PJ, Messina E, Panebianco V, De Cobelli O, Carrieri G, PROMOD Study Grp
Recent Publications before 2021
- The Role of Music in 21st Century Education-Comparing Programming and Music Composing (2020)
Samuli Laato, Sampsa Rauti, Erkki Sutinen - Leveraging multi-way interactions for systematic prediction of pre-clinical drug combination effects (2020)
Julkunen H., Cichonska A., Gautam P., Szedmak S., Douat J., Pahikkala T., Aittokallio T., Rousu J. - Autonomous Corrosion Assessment of Reinforced Concrete Structures Feasibility Study (2020)
Woubishet Zewdu Taffese, Ethiopia Nigussie - Holistic model for designing a climate service application on the KaiOS platform (2020)
Ville Myllynpää, Jani Haakana, Julius Virtanen, Erkki Sutinen - Deep Learning Based Multi-Modal Fusion Architectures for Maritime Vessel Detection (2020)
Fahimeh Farahnakian, Jukka Heikkonen - GeFeS: A generalized wrapper feature selection approach for optimizing classification performance (2020)
Golnaz Sahebi, Parisa Movahedi, Masoumeh Ebrahimi, Tapio Pahikkala, Juha Plosila, Hannu Tenhunen - Effects of regular use of scalable, technology enhanced solution for primary mathematics education (2020)
Kurvinen Einari - Predictive models as early warning systems for student academic performance in introductory programming (2020)
Veerasamy Ashok Kumar - Comparing CNN-Based Object Detectors on Two Novel Maritime Datasets (2020)
Valentin Soloviev, Fahimeh Farahnakian, Luca Zelioli, Bogdan Iancu, Johan Lilius, Jukka Heikkonen - Assessing the prediction uncertainty in a route optimization model for autonomous maritime logistics (2020)
Alaleh Maskooki, Petra Virjonen, Markku Kallio - Energy-Efficient Formation Morphing for Collision Avoidance in a Swarm of Drones (2020)
Yasin JN, Mohamed SAS, Haghbayan MH, Heikkonen J, Tenhunen H, Yasin MM, Plosila J - Predicted Hotspot Residues Involved in Allosteric Signal Transmission in Pro-Apoptotic Peptide-Mcl1 Complexes (2020)
Parthiban Marimuthu, Jamoliddin Razzokov, Kalaimathy Singaravelu, Annemie Bogaerts - Sex-specific association between infant caudate volumes and a polygenic risk score for major depressive disorder (2020)
Acosta H, Kantojarvi K, Tuulari JJ, Lewis JD, Hashempour N, Scheinin NM, Lehtola SJ, Fonov VS, Collins DL, Evans A, Parkkola R, Lahdesmaki T, Saunavaara J, Merisaari H, Karlsson L, Paunio T, Karlsson H, Karlsson H - Partial Support for an Interaction Between a Polygenic Risk Score for Major Depressive Disorder and Prenatal Maternal Depressive Symptoms on Infant Right Amygdalar Volumes (2020)
Acosta H, Kantojärvi K, Hashempour N, Pelto J, Scheinin NM, Lehtola SJ, Lewis JD, Fonov VS, Collins DL, Evans A, Parkkola R, Lähdesmäki T, Saunavaara J, Karlsson L, Merisaari H, Karlsson H, Paunio T, Tuulari JJ - The Immigrant Integration Online Training Program in Finland (2020)
Anita Hartikainen, Marja Ahola, Mikko-Ville Apiola, Erkki Sutinen - Effect of oat β-glucan of different molecular weights on fecal bile acids, urine metabolites and pressure in the digestive tract – A human cross over trial (2020)
Hakkola S., Nylund L., Rosa-Sibakov N., Yang B., Nordlund E., Pahikkala T., Kalliomäki M., Aura A.M., Linderborg K.M. - Assisting nurses in care documentation: from automated sentence classification to coherent document structures with subject headings (2020)
Moen Hans, Hakala Kai, Peltonen Laura-Maria, Matinolli Hanna-Maria, Suhonen Henry, Terho Kirsi, Danielsson-Ojala Riitta, Valta Maija, Ginter Filip, Salakoski Tapio, Salanterä Sanna. - Predicting profitability of peer-to-peer loans with recovery models for censored data (2020)
Markus Viljanen, Ajay Byanjankar, Tapio Pahikkala - Newborn white matter microstructure moderates the association between maternal postpartum depressive symptoms and infant negative reactivity (2020)
Saara Nolvi, Jetro J Tuulari, Tuomas Lavonius, Noora M Scheinin, Satu J Lehtola, Maria Lavonius, Harri Merisaari, Jani Saunavaara, Riikka Korja, Eeva-Leena Kataja, Juho Pelto, Riitta Parkkola, Linnea Karlsson, Hasse Karlsson - Low-cost ultrasonic based object detection and collision avoidance method for autonomous robots (2020)
Jawad N. Yasin, Sherif A. S. Mohamed, Mohammad-Hashem Haghbayan, Jukka Heikkonen, Hannu Tenhunen, Juha Plosila - Navigation of Autonomous Swarm of Drones Using Translational Coordinates (2020)
Yasin J.N., Mohamed S.A.S., Haghbayan M.H., Heikkonen J., Tenhunen H., Plosila J. - Fusing LiDAR and Color Imagery for Object Detection using Convolutional Neural Networks (2020)
Farahnakian F, Heikkonen J - Unmanned Aerial Vehicles (UAVs): Collision Avoidance Systems and Approaches (2020)
Yasin JN, Mohamed SAS, Haghbayan MH, Heikkonen J, Tenhunen H, Plosila J - Synthetic minority oversampling of vital statistics data with generative adversarial networks (2020)
Aki Koivu, Mikko Sairanen, Antti Airola, Tapio Pahikkala - Assessing extraction trail trafficability using harvester CAN-bus data (2020)
Ala-Ilomäki J, Salmivaara A, Launiainen S, Lindeman H, Kulju S, Finér L, Heikkonen J, Uusitalo J - Impact sound insulation of floating floors: A psychoacoustic experiment linking standard objective rating and subjective perception (2020)
Hongisto V, Virjonen P, Maula H, Saarinen P, Radun J - Prediction of prostate cancer aggressiveness using 18 F-Fluciclovine (FACBC) PET and multisequence multiparametric MRI (2020)
Movahedi P, Merisaari H, Perez IM, Taimen P, Kemppainen J, Kuisma A, Eskola O, Teuho J, Saunavaara J, Pesola M, Kähkönen E, Ettala O, Liimatainen T, Pahikkala T, Boström P, Aronen H, Minn H, Jambor I - Added value of systematic biopsy in men with a clinical suspicion of prostate cancer undergoing biparametric MRI-targeted biopsy: multi-institutional external validation study (2020)
Falagario U, Jambor I, Taimen P, Syvänen KT, Kähkönen E, Merisaari H, Montoya Perez I, Knaapila J, Steiner A, Verho J, Tewari A, Aronen HJ, Carrieri G, Boström PJ, Ettala O - Universal Lemmatizer: A sequence-to-sequence model for lemmatizing Universal Dependencies treebanks (2020)
Jenna Kanerva, Filip Ginter, Tapio Salakoski - Transcriptomic responses to hypoxia in endometrial and decidual stromal cells (2020)
Rytkönen KT, Heinosalo T, Mahmoudian M, Ma X, Perheentupa A, Elo LL, Poutanen M, Wagner GP - Developing a pain intensity prediction model using facial expression: A feasibility study with electromyography (2020)
Mieronkoski R, Syrjälä E, Jiang M, Rahmani A, Pahikkala T, Liljeberg P, Salanterä S - Do primal instincts explain engagement in location-based games? A hypothesis-forming focus group study on territorial behavior (2020)
Samuli Laato, Bastian Kordyaka, Sampsa Rauti, Sonja M. Hyrynsalmi, Marianna Hoikkala, Tarja Pietarinen, Teemu D. Laajala, Mauri Paloheimo, Nobufumi Inaba, Sami Hyrynsalmi - Burrows‐Wheeler post‐transformation with effective clustering and interpolative coding (2020)
Arto Niemi, Jukka Teuhola - Exploring the use of machine learning to automate the qualitative coding of church-related tweets (2020)
Anthony-Paul Cooper, Emmanuel Awuni Kolog, Erkki Sutinen - Negative Predictive Value of Biparametric Prostate Magnetic Resonance Imaging in Excluding Significant Prostate Cancer: A Pooled Data Analysis Based on Clinical Data from Four Prospective, Registered Studies (2020)
Juha Knaapila, Ivan Jambor, Otto Ettala, Pekka Taimen, Janne Verho, Ileana Montoya Perez, Aida Kiviniemi, Tapio Pahikkala, Harri Merisaari, Tarja Lamminen, Jani Saunavaara, Hannu J.Aronen, Kari T.Syvänen, Peter J.Boström - AI in Cybersecurity Education- A Systematic Literature Review of Studies on Cybersecurity MOOCs (2020)
Samuli Laato, Ali Farooq, Henri Tenhunen, Tinja Pitkämäki, Antti Hakkala, Antti Airola - Protein interactome of the Cancerous Inhibitor of Protein Phosphatase 2A (CIP2A) in Th17 cells (2020)
Khan MM, Välikangas T, Khan MH, Moulder R, Ullah U, Bhosale S, Komsi E, Butt U, Qiao X, Westermarck J, Elo LL, Lahesmaa R - Measuring Player Retention and Monetization Using the Mean Cumulative Function (2020)
Markus Viljanen, Antti Airola, Anne-Maarit Majanoja, Jukka Heikkonen, Tapio Pahikkala - Localization in Unstructured Environments: Towards Autonomous Robots in Forests with Delaunay Triangulation (2020)
QingQing Li, Paavo Nevalainen,Jorge Peña Queralta,Jukka Heikkonen, Tomi Westerlund - Pattern recognition of LiDAR data and sediment anisotropy advocate a polygenetic subglacial mass-flow origin for the Kemijärvi hummocky moraine field in northern Finland (2020)
Maarit Middleton, Paavo Nevalainen, Eija Hyvönen, Jukka Heikkonen, Raimo Sutinen - Data-driven method for enhanced corrosion assessment of reinforced concrete structures (2020)
Taffese Woubishet Zewdu - Towards dynamic forest trafficability prediction using open spatial data, hydrological modelling and sensor technology (2020)
Aura Salmivaara, Samuli Launiainen, Jari Perttunen, Paavo Nevalainen, Jonne Pohjankukka, Jari Ala-Ilomäki, Matti Sirén, Ari Laurén, Sakari Tuominen, Jori Uusitalo, Tapio Pahikkala, Jukka Heikkonen, Leena Finér - Towards Real-Time Edge Detection for Event Cameras Based on Lifetime and Dynamic Slicing (2020)
Mohamed S.A.S., Haghbayan M.H., Heikkonen J., Tenhunen H., Plosila J. - A new approach to solving multiorder time-fractional advection-diffusion-reaction equations using BEM and Chebyshev matrix (2020)
Khalighi M, Amirianmatlob M, Malek A - Location-based Games as Exergames - From Pokemon To The Wizarding World (2020)
Samuli Laato, Sonja Hyrynsalmi, Sampsa Rauti, A.K.M. Najmul Islam, Teemu H. Laine - Monocular visual odometry based on hybrid parameterization (2020)
Sherif A. S. Mohamed, Mohammad-Hashem Haghbayan, Jukka Heikkonen, Hannu Tenhunen, Juha Plosila - The Impact of Online Information on Self-isolation Intention during the COVID-19 Pandemic: A cross-sectional study (2020)
Ali Farooq, Samuli Laato, A.K.M. Najmul Islam - Predicting risk of stillbirth and preterm pregnancies with machine learning (2020)
Koivu A, Sairanen M - The Game Experience Model (GEM) (2020)
Tomi “bgt” Suovuo, Natasha Skult, Tapani N. Joelsson, Petter Skult, Werner Ravyse, Jouni Smed - Machine learning-based mapping of micro-topographic earthquake-induced paleo Pulju moraines and liquefaction spreads from a digital elevation model acquired through laser scanning (2020)
Maarit Middleton, Jukka Heikkonen, Paavo Nevalainen, Eija Hyvönen, Raimo Sutinen