Tietojenkäsittelytiede
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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
- A concept for international societally relevant microbiology education and microbiology knowledge promulgation in society
Timmis, Kenneth; Hallsworth, John E.; McGenity, Terry J.; Armstrong, Rachel; Colom, María Francisca; Karahan, Zeynep Ceren; Chavarría, Max; Bernal, Patricia; Boyd, Eric S.; Ramos, Juan Luis; Kaltenpoth, Martin; Pruzzo, Carla; Clarke, Gerard; López-Garcia, Purificación; Yakimov, Michail M.; Perlmutter, Jessamyn; Greening, Chris; Eloe-Fadrosh, Emiley; Verstraete, Willy; Nunes, Olga C.; Kotsyurbenko, Oleg; Nikel, Pablo Iván; Scavone, Paola; Häggblom, Max M.; Lavigne, Rob; Le Roux, Frédérique; Timmis, James K.; Parro, Victor; Michán, Carmen; García, José Luis; Casadevall, Arturo; Payne, Shelley M.; Frey, Joachim; Koren, Omry; Prosser, James I.; Lahti, Leo; Lal, Rup; Anand, Shailly; Sood, Utkarsh; Offre, Pierre; Bryce, Casey C.; Mswaka, Allen Y.; Jores, Jörg; Kaçar, Betül; Blank, Lars Mathias; Maaßen, Nicole; Pope, Phillip B.; Banciu, Horia L.; Armitage, Judith; Lee, Sang Yup; Wang, Fengping; Makhalanyane, Thulani P.; Gilbert, Jack A.; Wood, Thomas K.; Vasiljevic, Branka; Soberón, Mario; Udaondo, Zulema; Rojo, Fernando; Tamang, Jyoti Prakash; Giraud, Tatiana; Ropars, Jeanne; Ezeji, Thaddeus; Müller, Volker; Danbara, Hirofume; Averhoff, Beate; Sessitsch, Angela; Partida-Martínez, Laila Pamela; Huang, Wei; Molin, Søren; Junier, Pilar; Amils, Ricardo; Wu, Xiao-Lei; Ron, Eliora; Erten, Huseyin; de Martinis, Elaine Cristina Pereira; Rapoport, Alexander; Öpik, Maarja; Pokatong, W. Donald R.; Stairs, Courtney; Amoozegar, Mohammad Ali; Serna, Jéssica Gil - Kielivalinnat ja kielenvaihtaminen ensikielisten ja ei-ensikielisten suomenpuhujien keskusteluissa - Kyselytutkimus
Heikkola, Leena Maria; Toivola, Minnaleena; Kim, Jeongdo; Saloranta, Antti - The production of voicing in Namibian English stops by speakers of Khoekhoegowab
Haapanen, Katja; Saloranta, Antti; Peltola, Kimmo U; Tamminen, Henna; Uwu-khaeb, Lannie; Peltola, Maija S - Phonetic Teaching Materials for Enhancing Early Childhood Education Teachers’ Language Awareness in Finland
Tyrer, Maria; Haapanen, Katja; Aerila, Juli-Anna, Peltola, Kimmo; Peltola, Maija - Listen-and-repeat training of non-native vowel quality: Preliminary findings from speakers of Namibian languages
Haapanen Katja. Saloranta Antti, Peltola Kimmo U., Tamminen Henna, Uwu-khaeb Lannie, Alku Paavo, Peltola Maija S. - One-day listen-and-repeat training of a non-native vowel duration contrast for speakers of Namibian languages
Saloranta Antti, Haapanen Katja, Peltola Kimmo U., Tamminen Henna, Alku Paavo, Uwu-khaeb Lannie, Peltola Maija S.
- Building Question-Answer Data Using Web Register Identification
Eskelinen Anni, Myntti Amanda, Henriksson Erik, Pyysalo Sampo, Laippala Veronika - Automatic Short Answer Grading for Finnish with ChatGPT
Chang Li-Hsin, Ginter Filip - TNEST: Training Sparse Neural Network for FPGA Based Edge Application
Das Rammi, Karn Rupesh Raj, Heikkonen Jukka, Kanth Rajeev - Fecal microbiota profiles of growing pigs and their relation to growth performance
König Emilia, Beasley Shea, Heponiemi Paulina, Kivinen Sanni, Räkköläinen Jaakko, Salminen Seppo, Collado Maria Carmen, Borman Tuomas, Lahti Leo, Piirainen Virpi, Valros Anna, Heinonen Mari
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