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1

Automated quantification of Reuters news using a receiver operating characteristic curve analysis: The Western media image of China

Aukia, Jukka, Heimonen, Juho, Pahikkala, Tapio, Salakoski, Tapio

Journal:

Global Media and China

Année:

2017

Langue:

english

Fichier:

PDF, 208 KB

english, 2017

2

Automatic detection of cereal rows by means of pattern recognition techniques

Tenhunen, Henri, Pahikkala, Tapio, Nevalainen, Olli, Teuhola, Jukka, Mattila, Heta, Tyystjärvi, Esa

Journal:

Computers and Electronics in Agriculture

Année:

2019

Langue:

english

Fichier:

PDF, 17.98 MB

english, 2019

3

Estimating the production time of a PCB assembly job without solving the optimised machine control

Vainio, Frans, Pahikkala, Tapio, Johnsson, Mika, Nevalainen, Olli S., Knuutila, Timo

Journal:

International Journal of Computer Integrated Manufacturing

Année:

2015

Langue:

english

Fichier:

PDF, 509 KB

english, 2015

4

Classification of plant species from images of overlapping leaves

Pahikkala, Tapio, Kari, Kim, Mattila, Heta, Lepistö, Anna, Teuhola, Jukka, Nevalainen, Olli S., Tyystjärvi, Esa

Journal:

Computers and Electronics in Agriculture

Année:

2015

Langue:

english

Fichier:

PDF, 1.45 MB

english, 2015

5

Learning intransitive reciprocal relations with kernel methods

Tapio Pahikkala, Willem Waegeman, Evgeni Tsivtsivadze, Tapio Salakoski, Bernard De Baets

Journal:

European Journal of Operational Research

Année:

2010

Langue:

english

Fichier:

PDF, 544 KB

english, 2010

6

An experimental comparison of cross-validation techniques for estimating the area under the ROC curve

Antti Airola, Tapio Pahikkala, Willem Waegeman, Bernard De Baets, Tapio Salakoski

Journal:

Computational Statistics & Data Analysis

Année:

2011

Langue:

english

Fichier:

PDF, 992 KB

english, 2011

7

Training linear ranking SVMs in linearithmic time using red–black trees

Antti Airola, Tapio Pahikkala, Tapio Salakoski

Journal:

Pattern Recognition Letters

Année:

2011

Langue:

english

Fichier:

PDF, 574 KB

english, 2011

8

Matrix representations, linear transformations, and

Tapio Pahikkala, Sampo Pyysalo, Jorma Boberg, Jouni Järvinen, Tapio Salakoski

Journal:

Machine Learning

Année:

2009

Langue:

english

Fichier:

PDF, 555 KB

english, 2009

9

An efficient algorithm for learning to rank from

Tapio Pahikkala, Evgeni Tsivtsivadze, Antti Airola, Jouni Järvinen, Jorma Boberg

Journal:

Machine Learning

Année:

2009

Langue:

english

Fichier:

PDF, 770 KB

english, 2009

10

Efficient cross-validation for kernelized least-squares regression with sparse basis expansions

Pahikkala, Tapio, Suominen, Hanna, Boberg, Jorma

Journal:

Machine Learning

Année:

2012

Langue:

english

Fichier:

PDF, 1.43 MB

english, 2012

11

Comparison of chlorophyll fluorescence curves and texture analysis for automatic plant identification

Mattila, Heta, Valli, Pertti, Pahikkala, Tapio, Teuhola, Jukka, Nevalainen, Olli S., TyystjÃ¤rvi, Esa

Journal:

Precision Agriculture

Année:

2013

Langue:

english

Fichier:

PDF, 922 KB

english, 2013

12

[Lecture Notes in Computer Science] Advances in Natural Language Processing Volume 4139 ||

Salakoski, Tapio, Ginter, Filip, Pyysalo, Sampo, Pahikkala, Tapio

Année:

2006

Langue:

english

Fichier:

PDF, 9.12 MB

english, 2006

13

[ACM Press the 14th International Conference - Ruse, Bulgaria (2013.06.28-2013.06.29)] Proceedings of the 14th International Conference on Computer Systems and Technologies - CompSysTech '13 - Optimized multicore architectures for data parallel fast Fourier transform

Xu, Thomas Canhao, Pahikkala, Tapio, Liljeberg, Pasi, Plosila, Juha, Tenhunen, Hannu

Année:

2013

Langue:

english

Fichier:

PDF, 547 KB

english, 2013

14

[Lecture Notes in Computer Science] Advances in Natural Language Processing Volume 4139 || Applying Latent Dirichlet Allocation to Automatic Essay Grading

Salakoski, Tapio, Ginter, Filip, Pyysalo, Sampo, Pahikkala, Tapio

Année:

2006

Langue:

english

Fichier:

PDF, 433 KB

english, 2006

15

Comparison of automatic summarisation methods for clinical free text notes

Moen, Hans, Peltonen, Laura-Maria, Heimonen, Juho, Airola, Antti, Pahikkala, Tapio, Salakoski, Tapio, Salanterä, Sanna

Journal:

Artificial Intelligence in Medicine

Année:

2016

Langue:

english

Fichier:

PDF, 2.05 MB

english, 2016

16

[IEEE 2016 IEEE Conference on Computational Intelligence and Games (CIG) - Santorini, Greece (2016.9.20-2016.9.23)] 2016 IEEE Conference on Computational Intelligence and Games (CIG) - Modelling user retention in mobile games

Viljanen, Markus, Airola, Antti, Pahikkala, Tapio, Heikkonen, Jukka

Année:

2016

Langue:

english

Fichier:

PDF, 931 KB

english, 2016

17

Fast Kronecker Product Kernel Methods via Generalized Vec Trick

Airola, Antti, Pahikkala, Tapio

Journal:

IEEE Transactions on Neural Networks and Learning Systems

Année:

2017

Langue:

english

Fichier:

PDF, 1.90 MB

english, 2017

18

Algebraic shortcuts for leave-one-out cross-validation in supervised network inference

Stock, Michiel, Pahikkala, Tapio, Airola, Antti, Waegeman, Willem, De Baets, Bernard

Journal:

Briefings in Bioinformatics

Année:

2018

Langue:

english

Fichier:

PDF, 709 KB

english, 2018

19

Synthetic minority oversampling of vital statistics data with generative adversarial networks

Koivu, Aki, Sairanen, Mikko, Airola, Antti, Pahikkala, Tapio

Journal:

Journal of the American Medical Informatics Association

Année:

2020

Fichier:

PDF, 406 KB

2020

20

Computer-assisted identification of multitrace electrophoretic patterns in differential display experiments

Heidi Vähämaa, Pekka Ojala, Tapio Pahikkala, Olli S. Nevalainen, Riitta Lahesmaa, Tero Aittokallio

Journal:

ELECTROPHORESIS

Année:

2007

Langue:

english

Fichier:

PDF, 736 KB

english, 2007

21

Locality kernels for sequential data and their applications to parse ranking

Evgeni Tsivtsivadze, Tapio Pahikkala, Jorma Boberg, Tapio Salakoski

Journal:

Applied Intelligence

Année:

2009

Langue:

english

Fichier:

PDF, 329 KB

english, 2009

22

On Learning and Cross-Validation with Decomposed Nyström Approximation of Kernel Matrix

Antti Airola, Tapio Pahikkala, Tapio Salakoski

Journal:

Neural Processing Letters

Année:

2011

Langue:

english

Fichier:

PDF, 216 KB

english, 2011

23

EXTRACTING CONTEXTUALIZED COMPLEX BIOLOGICAL EVENTS WITH RICH GRAPH-BASED FEATURE SETS

Jari Björne, Juho Heimonen, Filip Ginter, Antti Airola, Tapio Pahikkala, Tapio Salakoski

Journal:

Computational Intelligence

Année:

2011

Langue:

english

Fichier:

PDF, 612 KB

english, 2011

24

Inspiratory flow shape clustering: An automated method to monitor upper airway performance during sleep

Tero Aittokallio, Jani S. Malminen, Tapio Pahikkala, Olli Polo, Olli S. Nevalainen

Journal:

Computer Methods and Programs in Biomedicine

Année:

2007

Langue:

english

Fichier:

PDF, 570 KB

english, 2007

25

Evaluation of two dependency parsers on biomedical corpus targeted at protein–protein interactions

Sampo Pyysalo, Filip Ginter, Tapio Pahikkala, Jorma Boberg, Jouni Järvinen, Tapio Salakoski

Journal:

International Journal of Medical Informatics

Année:

2006

Langue:

english

Fichier:

PDF, 164 KB

english, 2006

26

Towards automated classification of intensive care nursing narratives

Marketta Hiissa, Tapio Pahikkala, Hanna Suominen, Tuija Lehtikunnas, Barbro Back, Helena Karsten, Sanna Salanterä, Tapio Salakoski

Journal:

International Journal of Medical Informatics

Année:

2007

Langue:

english

Fichier:

PDF, 174 KB

english, 2007

27

Contextual weighting for Support Vector Machines in literature mining: an application to gene versus protein name disambiguation

Tapio Pahikkala, Filip Ginter, Jorma Boberg, Jouni Järvinen, Tapio Salakoski

Journal:

BMC Bioinformatics

Année:

2005

Langue:

english

Fichier:

PDF, 374 KB

english, 2005

28

All-paths graph kernel for protein-protein interaction extraction with evaluation of cross-corpus learning

Antti Airola, Sampo Pyysalo, Jari Björne, Tapio Pahikkala, Filip Ginter, Tapio Salakoski

Journal:

BMC Bioinformatics

Année:

2008

Langue:

english

Fichier:

PDF, 352 KB

english, 2008

29

Efficient recurrent local search strategies for semi- and unsupervised regularized least-squares classification

Fabian Gieseke, Oliver Kramer, Antti Airola, Tapio Pahikkala

Journal:

Evolutionary Intelligence

Année:

2012

Langue:

english

Fichier:

PDF, 761 KB

english, 2012

30

Fast and simple gradient-based optimization for semi-supervised support vector machines

Gieseke, Fabian, Airola, Antti, Pahikkala, Tapio, Kramer, Oliver

Journal:

Année:

2014

Langue:

english

Fichier:

PDF, 732 KB

english, 2014

31

[Lecture Notes in Computer Science] Advances in Natural Language Processing Volume 4139 || Persian in MULTEXT-East Framework

Salakoski, Tapio, Ginter, Filip, Pyysalo, Sampo, Pahikkala, Tapio

Année:

2006

Langue:

english

Fichier:

PDF, 257 KB

english, 2006

32

Wrapper-based selection of genetic features in genome-wide association studies through fast matrix operations

Tapio Pahikkala, Sebastian Okser, Antti Airola…

Journal:

Algorithms for Molecular Biology

Année:

2012

Langue:

english

Fichier:

PDF, 300 KB

english, 2012

33

Genetic variants and their interactions in disease risk prediction – machine learning and network perspectives

Sebastian Okser, Tapio Pahikkala, Tero Aittokallio

Journal:

Année:

2013

Langue:

english

Fichier:

PDF, 614 KB

english, 2013

34

Efficient regularized least-squares algorithms for conditional ranking on relational data

Tapio Pahikkala, Antti Airola, Michiel Stock, Bernard De Baets…

Journal:

Machine Learning

Année:

2013

Langue:

english

Fichier:

PDF, 1.78 MB

english, 2013

35

Multi-label learning under feature extraction budgets

Naula, Pekka, Airola, Antti, Salakoski, Tapio, Pahikkala, Tapio

Journal:

Pattern Recognition Letters

Année:

2014

Langue:

english

Fichier:

PDF, 667 KB

english, 2014

36

On Unsupervised Training of Multi-Class Regularized Least-Squares Classifiers

Pahikkala, Tapio, Airola, Antti, Gieseke, Fabian, Kramer, Oliver

Journal:

Journal of Computer Science and Technology

Année:

2014

Langue:

english

Fichier:

PDF, 2.24 MB

english, 2014

37

Predicting patient acuity from electronic patient records

Kontio, Elina, Airola, Antti, Pahikkala, Tapio, Lundgren-Laine, Heljä, Junttila, Kristiina, Korvenranta, Heikki, Salakoski, Tapio, Salanterä, Sanna

Journal:

Journal of Biomedical Informatics

Année:

2014

Langue:

english

Fichier:

PDF, 365 KB

english, 2014

38

[IEEE 2010 International Conference on Machine Learning and Applications (ICMLA) - Washington, DC, USA (2010.12.12-2010.12.14)] 2010 Ninth International Conference on Machine Learning and Applications - Applying Permutation Tests for Assessing the Statistical Significance of Wrapper Based Feature Selection

Airola, Antti, Pahikkala, Tapio, Boberg, Jorma, Salakoski, Tapio

Année:

2010

Langue:

english

Fichier:

PDF, 404 KB

english, 2010

39

[IEEE 2011 IEEE International Conference on Data Mining Workshops (ICDMW) - Vancouver, BC, Canada (2011.12.11-2011.12.11)] 2011 IEEE 11th International Conference on Data Mining Workshops - Greedy Regularized Least-Squares for Multi-task Learning

Naula, Pekka, Pahikkala, Tapio, Airola, Antti, Salakoski, Tapio

Année:

2011

Langue:

english

Fichier:

PDF, 245 KB

english, 2011

40

[IEEE 2010 International Conference on Machine Learning and Applications (ICMLA) - Washington, DC, USA (2010.12.12-2010.12.14)] 2010 Ninth International Conference on Machine Learning and Applications - Speeding Up Greedy Forward Selection for Regularized Least-Squares

Pahikkala, Tapio, Airola, Antti, Salakoski, Tapio

Année:

2010

Langue:

english

Fichier:

PDF, 373 KB

english, 2010

41

[IEEE 2012 IEEE 14th Int'l Conf. on High Performance Computing and Communication (HPCC) & 2012 IEEE 9th Int'l Conf. on Embedded Software and Systems (ICESS) - Liverpool, United Kingdom (2012.06.25-2012.06.27)] 2012 IEEE 14th International Conference on High Performance Computing and Communication & 2012 IEEE 9th International Conference on Embedded Software and Systems - Implementation and Analysis of Block Dense Matrix Decomposition on Network-on-Chips

Xu, Thomas Canhao, Pahikkala, Tapio, Airola, Antti, Liljeberg, Pasi, Plosila, Juha, Salakoski, Tapio, Tenhunen, Hannu

Année:

2012

Fichier:

PDF, 5.75 MB

2012

42

[IEEE 2011 IEEE International Workshop on Genomic Signal Processing and Statistics (GENSIPS) - San Antonio, TX, USA (2011.12.4-2011.12.6)] 2011 IEEE International Workshop on Genomic Signal Processing and Statistics (GENSIPS) - Fast and parallelized greedy forward selection of genetic variants in Genome-wide association studies

Okser, Sebastian, Pahikkala, Tapio, Airola, Antti, Aittokallio, Tero, Salakoski, Tapio

Année:

2011

Langue:

english

Fichier:

PDF, 167 KB

english, 2011

43

[IEEE 2013 IEEE/ACM 6th International Conference on Utility and Cloud Computing (UCC) - Dresden, Germany (2013.12.9-2013.12.12)] 2013 IEEE/ACM 6th International Conference on Utility and Cloud Computing - Energy Aware Consolidation Algorithm Based on K-Nearest Neighbor Regression for Cloud Data Centers

Farahnakian, Fahimeh, Pahikkala, Tapio, Liljeberg, Pasi, Plosila, Juha

Année:

2013

Langue:

english

Fichier:

PDF, 332 KB

english, 2013

44

[IEEE 2012 IEEE 12th International Conference on Data Mining (ICDM) - Brussels, Belgium (2012.12.10-2012.12.13)] 2012 IEEE 12th International Conference on Data Mining - Unsupervised Multi-class Regularized Least-Squares Classification

Pahikkala, Tapio, Airola, Antti, Gieseke, Fabian, Kramer, Oliver

Année:

2012

Langue:

english

Fichier:

PDF, 422 KB

english, 2012

45

Identification of Functionally Related Enzymes by Learning-to-Rank Methods

Stock, Michiel, Fober, Thomas, Hullermeier, Eyke, Glinca, Serghei, Klebe, Gerhard, Pahikkala, Tapio, Airola, Antti, De Baets, Bernard, Waegeman, Willem

Journal:

IEEE/ACM Transactions on Computational Biology and Bioinformatics

Année:

2014

Langue:

english

Fichier:

PDF, 714 KB

english, 2014

46

[IEEE 2010 IEEE International Workshop on Machine Learning for Signal Processing (MLSP) - Kittila, Finland (2010.08.29-2010.09.1)] 2010 IEEE International Workshop on Machine Learning for Signal Processing - Feature selection for regularized least-squares: New computational short-cuts and fast algorithmic implementations

Pahikkala, Tapio, Airola, Antti, Salakoski, Tapio

Année:

2010

Langue:

english

Fichier:

PDF, 701 KB

english, 2010

47

Using Ant Colony System to Consolidate VMs for Green Cloud Computing

Farahnakian, Fahimeh, Ashraf, Adnan, Pahikkala, Tapio, Liljeberg, Pasi, Plosila, Juha, Porres, Ivan, Tenhunen, Hannu

Journal:

IEEE Transactions on Services Computing

Année:

2015

Langue:

english

Fichier:

PDF, 667 KB

english, 2015

48

[IEEE 2014 IEEE 7th International Conference on Cloud Computing (CLOUD) - Anchorage, AK, USA (2014.6.27-2014.7.2)] 2014 IEEE 7th International Conference on Cloud Computing - Energy-Aware Dynamic VM Consolidation in Cloud Data Centers Using Ant Colony System

Farahnakian, Fahimeh, Ashraf, Adnan, Liljeberg, Pasi, Pahikkala, Tapio, Plosila, Juha, Porres, Ivan, Tenhunen, Hannu

Année:

2014

Langue:

english

Fichier:

PDF, 303 KB

english, 2014

49

[IEEE 2014 IEEE 7th International Conference on Cloud Computing (CLOUD) - Anchorage, AK, USA (2014.6.27-2014.7.2)] 2014 IEEE 7th International Conference on Cloud Computing - Hierarchical Agent-Based Architecture for Resource Management in Cloud Data Centers

Farahnakian, Fahimeh, Pahikkala, Tapio, Liljeberg, Pasi, Plosila, Juha

Année:

2014

Langue:

english

Fichier:

PDF, 200 KB

english, 2014

50

[IEEE 2014 40th EUROMICRO Conference on Software Engineering and Advanced Applications (SEAA) - Verona, Italy (2014.8.27-2014.8.29)] 2014 40th EUROMICRO Conference on Software Engineering and Advanced Applications - Multi-agent Based Architecture for Dynamic VM Consolidation in Cloud Data Centers

Farahnakian, Fahimeh, Pahikkala, Tapio, Liljeberg, Pasi, Plosila, Juha, Tenhunen, Hannu

Année:

2014

Langue:

english

Fichier:

PDF, 188 KB

english, 2014