Kari Torkkola

According to our database1, Kari Torkkola authored at least 54 papers between 1986 and 2023.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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Bibliography

2023
Learning an Inventory Control Policy with General Inventory Arrival Dynamics.
CoRR, 2023

Scaling Laws for Imitation Learning in NetHack.
CoRR, 2023

2022
Deep Inventory Management.
CoRR, 2022

2019
Deep Generative Quantile-Copula Models for Probabilistic Forecasting.
CoRR, 2019

2009
Feature Selection with Ensembles, Artificial Variables, and Redundancy Elimination.
J. Mach. Learn. Res., 2009

2008
Ensembles of Least Squares Classifiers with Randomized Kernels.
Proceedings of the Data Mining: Foundations and Practice, 2008

Understanding Driving Activity Using Ensemble Methods.
Proceedings of the Computational Intelligence in Automotive Applications, 2008

2007
Naturalistic use of cell phones in driving and context-based user assistance.
Proceedings of the 9th Conference on Human-Computer Interaction with Mobile Devices and Services, 2007

Adaptive Learning of Semantic Locations and Routes.
Proceedings of the Location- and Context-Awareness, Third International Symposium, 2007

A Context Aware Automatic Traffic Notification System for Cell Phones.
Proceedings of the 27th International Conference on Distributed Computing Systems Workshops (ICDCS 2007 Workshops), 2007

2006
Feature Extraction Using Information-Theoretic Learning.
IEEE Trans. Pattern Anal. Mach. Intell., 2006

Development of a Semi-Automatic Data Annotation Tool for Driving Data.
Proceedings of the IEEE Intelligent Transportation Systems Conference, 2006

Feature Selection Using Ensemble Based Ranking Against Artificial Contrasts.
Proceedings of the International Joint Conference on Neural Networks, 2006

Sensor Selection for Driving State Recognition.
Proceedings of the International Joint Conference on Neural Networks, 2006

Best Subset Feature Selection for Massive Mixed-Type Problems.
Proceedings of the Intelligent Data Engineering and Automated Learning, 2006

Ensembles of Regularized Least Squares Classifiers for High-Dimensional Problems.
Proceedings of the Feature Extraction - Foundations and Applications, 2006

Information-Theoretic Methods.
Proceedings of the Feature Extraction - Foundations and Applications, 2006

2005
Evolving Feature Selection.
IEEE Intell. Syst., 2005

Sensor Sequence Modeling for Driving.
Proceedings of the Eighteenth International Florida Artificial Intelligence Research Society Conference, 2005

Ensemble Learning with Supervised Kernels.
Proceedings of the Machine Learning: ECML 2005, 2005

2004
Discriminative features for text document classification.
Pattern Anal. Appl., 2004

Detecting driver inattention in the absence of driver monitoring sensors.
Proceedings of the 2004 International Conference on Machine Learning and Applications, 2004

2003
Feature Extraction by Non-Parametric Mutual Information Maximization.
J. Mach. Learn. Res., 2003

Active Learning with Ensembles for Image Classification.
Proceedings of the IJCAI-03, 2003

Classification of Critical Driving Events.
Proceedings of the 2003 International Conference on Machine Learning and Applications, 2003

Hybrid Intelligence for Driver Assistance.
Proceedings of the Sixteenth International Florida Artificial Intelligence Research Society Conference, 2003

2002
Learning Feature Transforms Is an Easier Problem Than Feature Selection.
Proceedings of the 16th International Conference on Pattern Recognition, 2002

Discriminative Features for Document Classification.
Proceedings of the 16th International Conference on Pattern Recognition, 2002

Machine Learning for Advising a Driver: A Survey.
Proceedings of the 2002 International Conference on Machine Learning and Applications, 2002

On feature extraction by mutual information maximization.
Proceedings of the IEEE International Conference on Acoustics, 2002

2001
Self-organizing maps in mining gene expression data.
Inf. Sci., 2001

Learning Discriminative Feature Transforms to Low Dimensions in Low Dimentions.
Proceedings of the Advances in Neural Information Processing Systems 14 [Neural Information Processing Systems: Natural and Synthetic, 2001

2000
Mutual Information in Learning Feature Transformations.
Proceedings of the Seventeenth International Conference on Machine Learning (ICML 2000), Stanford University, Stanford, CA, USA, June 29, 2000

Dimension Reduction Techniques for Training Polynomial Networks.
Proceedings of the Seventeenth International Conference on Machine Learning (ICML 2000), Stanford University, Stanford, CA, USA, June 29, 2000

1997
Blind Separation of Radio Signals in Fading Channels.
Proceedings of the Advances in Neural Information Processing Systems 10, 1997

Blind deconvolution, information maximization and recursive filters.
Proceedings of the 1997 IEEE International Conference on Acoustics, 1997

1996
Blind separation of delayed sources based on information maximization.
Proceedings of the 1996 IEEE International Conference on Acoustics, 1996

1994
Mapping content dependent acoustic information into context independent form by LVQ.
Speech Commun., 1994

New ways to use LVQ-codebooks together with hidden Markov models.
Proceedings of ICASSP '94: IEEE International Conference on Acoustics, 1994

1993
An efficient way to learn English grapheme-to-phoneme rules automatically.
Proceedings of the IEEE International Conference on Acoustics, 1993

1992
Using phoneme group specific LVQ-codebooks with HMMs.
Proceedings of the Second International Conference on Spoken Language Processing, 1992

LVQ-based speech recognition with high-dimensional context vectors.
Proceedings of the Second International Conference on Spoken Language Processing, 1992

Application of self-organizing maps and LVQ in training continuous density hidden Markov models for phonemes.
Proceedings of the Second International Conference on Spoken Language Processing, 1992

Using SOMs as feature extractors for speech recognition.
Proceedings of the 1992 IEEE International Conference on Acoustics, 1992

1991
Improving short-time speech frame recognition results by using context.
Proceedings of the Second European Conference on Speech Communication and Technology, 1991

Using the topology-preserving properties of SOFMs in speech recognition.
Proceedings of the 1991 International Conference on Acoustics, 1991

1990
Using self-organizing maps and multi-layered feed-forward nets to obtain phonemic transcriptions of spoken utterances.
Speech Commun., 1990

A comparison of two methods to transcribe speech into phonemes: a rule-based method vs. back-propagation.
Proceedings of the First International Conference on Spoken Language Processing, 1990

1989
Comparison of symbolic and connectionist approaches to eliminate coarticulation effects in phonemic speech recognition.
Proceedings of the First European Conference on Speech Communication and Technology, 1989

1988
Correction of quasiphoneme strings by the dynamically expanding context.
Proceedings of the 9th International Conference on Pattern Recognition, 1988

Automatic alignment of speech with phonetic transcriptions in real time.
Proceedings of the IEEE International Conference on Acoustics, 1988

Phonetic typewriter for Finnish and Japanese.
Proceedings of the IEEE International Conference on Acoustics, 1988

1987
Microprocessor implementation of a large vocabulary speech recognizer and phonetic typewriter for Finnish and Japanese.
Proceedings of the European Conference on Speech Technology, 1987

1986
A microprocessor-based word recognition system for large vocabularies.
Proceedings of the IEEE International Conference on Acoustics, 1986


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