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cdn.aaai.org/FLAIRS/2005/Flairs05-118.pdfPDF

Sensor Sequence Modeling for Driving.

K Torkkola, S Venkatesan, H Liu - FLAIRS, 2005 - cdn.aaai.org
۴۲ ارجاع2005

Intelligent systems in automobiles need to be aware of the driving and driver context. Available sensor data stream has to be modeled and monitored in order to do so. Currently there …

arxiv.org/abs/2307.09423PDF

Scaling laws for imitation learning in single-agent games

J Tuyls, D Madeka, K Torkkola, D Foster… - arXiv preprint arXiv …, 2023 - arxiv.org
۸ ارجاع2023

Imitation Learning (IL) is one of the most widely used methods in machine learning. Yet, many works find it is often unable to fully recover the underlying expert behavior, even in …

pubs.aip.org/asa/jasa/article-abstract/93/6/3468/970618PDF

Self‐organized acoustic feature map in detection of fricative‐vowel coarticulation

L Leinonen, T Hiltunen, K Torkkola… - The Journal of the …, 1993 - pubs.aip.org
۴۲ ارجاع1993

The self‐organizing map, a neural network algorithm of Kohonen, was used for the detection of coarticulatory variation of fricative [s] preceding vowels [a:], [i:], and [u:]. The results were …

ieeexplore.ieee.org/abstract/document/196658/

Phonetic typewriter for Finnish and Japanese

T Kohonen, K Torkkola, M Shozakai… - … , Speech, and Signal …, 1988 - ieeexplore.ieee.org
۵۶ ارجاع1988

A microprocessor-based real-time speech recognition system is described. It is able to produce orthographic transcriptions for arbitrary words or phrases uttered in Finnish or Japanese. …

www.academia.edu/download/30675374/MIRW_MGUIDES_2007_Proceeding...PDF

Traffic advisories based on route prediction

K Torkkola, K Zhang, H Li, H Zhang… - … of Workshop on …, 2007 - academia.edu
۳۲ ارجاع2007

Traffic advisories can be delivered to assist travelers in avoiding congested areas and reaching their destinations in a timely manner. Instead of relying on a user to manually enter travel …

link.springer.com/chapter/10.1007/978-3-540-35488-8_7

Information-theoretic methods

K Torkkola - Feature extraction: foundations and applications, 2008 - Springer
۲۵ ارجاع2008

Shannon’s seminal work on information theory provided the conceptual framework for communication through noisy channels ( 36 ). This work, quantifying the information content of …

proceedings.neurips.cc/paper_files/paper/2001/hash/d860edd1dd83b36f02...PDF

Learning discriminative feature transforms to low dimensions in low dimentions

K Torkkola - Advances in neural information processing …, 2001 - proceedings.neurips.cc
۳۴ ارجاع2001

The marriage of Renyi entropy with Parzen density estimation has been shown to be a viable tool in learning discriminative feature transforms. However, it suffers from computational …

ieeexplore.ieee.org/abstract/document/1383517/PDF

Detecting driver inattention in the absence of driver monitoring sensors

K Torkkola, N Massey, C Wood - … International Conference on …, 2004 - ieeexplore.ieee.org
۲۱ ارجاع2004

A classifier was trained to detect driver inattention using output from typical sensors available on modern vehicles equipped with a Collision Avoidance System (CAS). A driving …

www.isca-archive.org/ecst_1987/kohonen87_ecst.htmlPDF

Microprocessor implementation of a large vocabulary speech recognizer and phonetic typewriter for Finnish and Japanese

T Kohonen, K Torkkola, M Shozakai, J Kangas… - Proc. ECST …, 1987 - isca-archive.org
۴۸ ارجاع1987

A flexible and inexpensive real-time speech recognitlon system is described. It operates in the following modes: recognitlon of isolated words from a large vocabulary, and orthographic …

onlinelibrary.wiley.com/doi/abs/10.1111/aec.70230PDF

Herpetofaunal Diversity and Endemism Hotspots in Australia's Fire‐Impacted Subtropical Rainforests Show Fine‐Scale Variation Across Metrics and Taxa

JJ Torkkola, HB Hines, ALM Chauvenet… - Austral …, 2026 - Wiley Online Library
2026

Identifying biodiversity hotspots is a key strategy for prioritising conservation efforts. However, depending on the biodiversity measures or taxonomic groups used, different areas may be …

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