Books:
- 45.
-
Olli Simula and Jari Kangas.
Neural Networks for Chemical Engineers, chapter
Process
monitoring and visualisation using Self-Organizing Maps, pages 377-390.
Elsevier Science B. V., 1995.
- 15.
-
Teuvo Kohonen, Kai Mäkisara, Olli Simula, and Jari Kangas, editors.
Artificial Neural Networks. North-Holland, June 1991.
International Journal Articles:
- 56.
-
Teuvo Kohonen, Erkki Oja, Olli Simula, Ari Visa, and Jari Kangas.
Engineering Applications of the Self-Organizing Map.
Proceedings of the IEEE, 84(10), October 1996.
(in press.)
- 54.
-
Jari Kangas and Teuvo Kohonen.
Developments
and Applications of the Self-Organizing Map and
Related Algorithms.
Mathematics and Computers in Simulation, 41(5-6):3-12, July 1996.
- 44.
-
Heikki Rihkanen, Lea Leinonen, Tapio Hiltunen, and Jari Kangas.
Spectral pattern recognition of improved voice quality.
Journal of Voice, 8(4):320-326, 1994.
- 40.
-
Lea Leinonen, Tapio Hiltunen, Jari Kangas, Anja Juvas, and Heikki Rihkanen.
Detection of dysphonia by pattern recognition of speech spectra.
Scand J Log Phon, 18:159-167, 1993.
- 37.
-
Lea Leinonen, Riitta Mujunen, Jari Kangas, and Kari Torkkola.
Acoustic pattern recognition of fricative-vowel coarticulation by the
self-organizing map.
Folia Phoniatrica, 45:173-181, 1993.
- 36.
-
Riitta Mujunen, Lea Leinonen, Jari Kangas, and Kari Torkkola.
Acoustic pattern recognition of /s/ misarticulation by the
self-organizing map.
Folia Phoniatrica, 45:135-144, 1993.
- 35.
-
Lea Leinonen, Tapio Hiltunen, Kari Torkkola, and Jari Kangas.
Self-organized acoustic feature map in detection of fricative-vovel
coarticulation.
Journal of Acoustic Society of America, 93(6):3468-3474, 1993.
- 18.
-
Lea Leinonen, Jari Kangas, Kari Torkkola, and Anja Juvas.
Dysphonia detected by pattern recognition of spectral composition.
Journal of Speech and Hearing Research, 35:287-295, April
1992.
- 8.
-
Jari Kangas, Teuvo Kohonen, and Jorma Laaksonen.
Variants of self-organizing maps.
IEEE Transactions on Neural Networks, 1(1):93-99, March 1990.
International Conference Articles:
- 55.
-
Jari Kangas and Sami Kaski.
Compression of Vector Quantization Code Sequencies Based
on Code Frequencies and Spatial Redundancies.
In
Proceedings of 1996 International Conference on
Image Processing, ICIP'96,
Lausanne, 1996. (to appear)
- 51.
-
Jari Kangas.
Utilizing the Similarity Preserving Properties of
Self-Organizing Maps in Vector Quantization of Images.
In
Proceedings of 1995 International Conference on
Neural Networks, ICNN'95,
pages 2081-2084, Perth, 1995.
- 50.
-
Jari Kangas.
Increasing
the Error Tolerance in Transmission of Vector Quantized Images
by Self-Organizing Map.
In F. Fogelman-Soulié, P. Gallinari, editors,
Proceedings of 1995 International Conference on Artificial
Neural Networks, ICANN'95,
pages 287-291, Paris, 1995.
- 49.
-
Timo Pessi, Jari Kangas and Olli Simula.
Patient Grouping Using Self-Organizing Map.
In F. Fogelman-Soulié, P. Gallinari, editors,
Proceedings of 1995 International Conference on Artificial
Neural Networks, ICANN'95,
Industrial Session 5 (Medicine), Paris, 1995.
- 48.
-
Jari Kangas.
Sample
Weighting When Training Self-Organizing Maps for Image Compression.
In Federico Girosi, John Makhoul, Elias Manolakos, Elizabeth Wilson, editors,
Neural Networks for Signal Processing V,
Proceedings of the 1995 IEEE Workshop,
pages 343-350, Boston, 1995.
- 47.
-
Jari Kangas.
Using Self-Organizing Map in Error Tolerant Transmission of Vector
Quantized Images.
In Proceedings of WCNN'95 World Congress on Neural Networks,
pages I-517-522, Washington D.C., 1995.
- 41.
-
Jari Kangas and Teuvo Kohonen.
Developments and applications of the self-organizing map and related
algorithms.
In Proceedings of IMACS'94 International Symposium on Signal
Processing, pages 19-22, Lille, France, April 1994.
- 38.
-
Tapio Hiltunen, Lea Leinonen, and Jari Kangas.
Visualization and classification of voice quality with the
self-organzing map.
In Proceedings of the International Conferens on Artificial
Neural Networks, page 420. Springer-Verlag, 1993.
(abstract).
- 33.
-
Pekka Utela, Jari Kangas, and Lea Leinonen.
Self-organizing map in acoustic analysis and on-line imaging of voice
and articulation.
In Proceedings of the International Conferens on Artificial
Neural Networks, pages 791-794, Brighton, England, September 1992.
- 32.
-
Mika Kasslin, Jari Kangas, and Olli Simula.
Process state monitoring using self-organizing maps.
In Proceedings of the International Conference on Artificial
Neural Networks, pages 1531-1534, Brighton, England, September 1992.
- 31.
-
Jari Kangas.
Temporal knowledge in locations of activations in a self-organizing
map.
In Proceedings of the International Conferens on Artificial
Neural Networks, pages 117-120, Brighton, England, September 1992.
- 23.
-
Teuvo Kohonen, Jari Kangas, Jorma Laaksonen, and Kari Torkkola.
LVQ_PAK: A program package for the correct application of
Learning Vector Quantization algorithms.
In Proceedings of the International Joint Conference on Neural
Networks, pages I 725-730, Baltimore, June 1992. IEEE.
- 21.
-
Jari Kangas, Kari Torkkola, and Mikko Kokkonen.
Using SOMs as feature extractors for speech recognition.
In Proceedings of the International Conference on Acoustics,
Speech and Signal Processing, San Francisco, March 1992.
- 14.
-
Lea Leinonen, Jari Kangas, Kari Torkkola, and Anja Juvas.
Pattern recognition of hoarse and healthy voices by the
self-organizing maps.
In Proceedings of the International Conference on Artificial
Neural Networks, Espoo, June 1991.
- 13.
-
Kari Torkkola, Jari Kangas, Pekka Utela, Sami Kaski, Mikko Kokkonen, Mikko
Kurimo, and Teuvo Kohonen.
Status report of the Finnish phonetic typewriter project.
In Proceedings of the International Conference on Artificial
Neural Networks (ICANN-91), pages 771-776, Espoo, Finland, June 24-28 1991.
North-Holland.
- 12.
-
Jari Kangas.
Time-dependent self-organizing maps for speech recognition.
In Proceedings of the International Conference on Artificial
Neural Networks (ICANN-91), pages 1591-1594, Espoo, June 1991.
North-Holland.
- 11.
-
Jari Kangas.
Phoneme recognition using time-dependent versions of self-organizing
maps.
In Proceedings of the International Conference on Acoustics,
Speech and Signal Processing, pages 101-104, Toronto, Canada, May 14-17
1991.
- 9.
-
Jari Kangas.
Time-delayed self-organizing maps.
In Proceedings of the International Joint Conference on Neural
Networks, pages II 331-336, San Diego, June 1990.
- 7.
-
Jari Kangas and Teuvo Kohonen.
Using transient maps in classification of voiceless stop consonants.
In Proceedings of the First Expert Systems Applications World
Conference, pages 321-326, Paris, October 1989.
- 6.
-
Jari Kangas and Teuvo Kohonen.
Transient map method in stop consonant discrimination.
In Proceedings of the European Conference on Speech
Communication and Technology (Eurospeech89), Paris, France, September 26-28
1989.
- 5.
-
Jari Kangas, Teuvo Kohonen, Jorma Laaksonen, Olli Ventä, and Olli Simula.
Variants of self-organizing maps.
In Proceedings of the International Joint Conference on Neural
Networks, pages II 517-522, Washington D.C., June 1989.
- 3.
-
Teuvo Kohonen, Kari Torkkola, Makoto Shozakai, Jari Kangas, and Olli Ventä.
Phonetic Typewriter for Finnish and Japanese.
In Proceedings of the IEEE International Conference on
Acoustics, Speech and Signal Processing (ICASSP88), pages 607-610, New York
City, USA, April 1988.
- 2.
-
Teuvo Kohonen, Kari Torkkola, Makoto Shozakai, Jari Kangas, and Olli Ventä.
Implementation of a large vocabulary speech recognizer and phonetic
typewriter for Finnish and Japanese.
In Proceedings of the European Conference on Speech Technology,
pages 377-380, Edinburgh, U.K., September 1987.
National Conference Articles:
- 43.
-
Jukka Iivarinen, Teuvo Kohonen, Jari Kangas, and Sami Kaski.
Visualizing the clusters on the self-organizing map.
In Christer Carlsson, Timo Järvi, and Tapio Reponen, editors,
Proceedings of the Conference on Artificial Intelligence Research in
Finland, number 12 in Conference Proceedings of Finnish Artificial
Intelligence Society, pages 122-126. Finnish Artificial Intelligence
Society, 1994.
- 26.
-
Mika Kasslin, Jari Kangas, and Olli Simula.
Self-organizing feature maps in process state monitoring.
In Eero Hyvönen, Jouko Seppänen, and Markku
Syrjänen, editors, New Directions in Artificial Intelligence,
pages 194-197. Finnish Artificial Intelligence Society, June 1992.
- 25.
-
Pekka Utela, Kari Torkkola, Lea Leinonen, Jari Kangas, Samuel Kaski, and Teuvo
Kohonen.
Speech recognition and analysis.
In Eero Hyvönen, Jouko Seppänen, and Markku
Syrjänen, editors, New Directions in Artificial Intelligence,
pages 178-182. Finnish Artificial Intelligence Society, June 1992.
- 24.
-
Teuvo Kohonen, Jari Kangas, Jorma Laaksonen, and Kari Torkkola.
LVQ_PAK: A program package for the correct application of learning
vector quantization algorithms.
In Eero Hyvönen, Jouko Seppänen, and Markku
Syrjänen, editors, New Directions in Artificial Intelligence,
pages 183-188. Finnish Artificial Intelligence Society, June 1992.
Laboratory Reports:
- 53.
-
Teuvo Kohonen, Jussi Hynninen, Jari Kangas, and Jorma Laaksonen.
SOM_PAK:
The Self-Organizing Map Program Package.
Technical Report A31, Helsinki University of Technology, Laboratory
of Computer and Information Science, FIN-02150 Espoo, Finland, 1996.
- 52.
-
Teuvo Kohonen, Jussi Hynninen, Jari Kangas, Jorma Laaksonen, and
Kari Torkkola.
LVQ_PAK:
The Learning Vector Quantization Program Package.
Technical Report A30, Helsinki University of Technology, Laboratory
of Computer and Information Science, FIN-02150 Espoo, Finland, 1996.
- 39.
-
Jari Kangas.
Self-organizing map in error tolerant transmission of vector
quantized images.
Technical Report A21, Helsinki University of Technology, Laboratory
of Computer and Information Science, FIN-02150 Espoo, Finland, 1993.
- 1.
-
Jari Kangas, Olli Naukkarinen, Teuvo Kohonen, Kai Mäkisara, and Olli
Ventä.
Phoneme classification experiments using phase information.
Technical Report TKK-F-A585, Helsinki University of Technology, Laboratory
of Computer and Information Science, FIN-02150 Espoo, Finland, August 1985.
Academic Thesis:
- 42.
-
Jari Kangas.
On the
Analysis of Pattern Sequences by Self-Organizing Maps.
PhD thesis, Helsinki University of Technology, Espoo, Finland, 1994.
- 10.
-
Jari Kangas.
Representation of time-dependent signals in self-organizing maps.
Licentiate's thesis, Helsinki University of Technology, December
1990.
- 4.
-
Jari Kangas.
Classification of voiceless stop consonants in Otaniemi Speech
Recognition System.
Master's thesis, Helsinki University of Technology, 1988.
(in Finnish).
Other Publications:
- 46.
-
Jari Kangas.
Applications of Self-Organizing Map in Data Analysis.
In Proceedings of an International Workshop on
Neural network-based EEG-analyses, pages 5-6.
IIG: Institutes for Information Processing Graz, 1995. (abstract).
- 34.
-
Riitta Mujunen, Lea Leinonen, Tapio Hiltunen, and Jari Kangas.
/SV/ koartikulaation ja sigmatismin akustinen hahmontunnistus
itseorganisoivalla kartalla.
University of Helsinki, Publications of the Department of
Phonetics, (36):145-153, 1992.
- 30.
-
Pekka Utela and Jari Kangas.
A portable device for on-line measurement and visual imaging of
speech by self-organized acoustic maps.
In Folia Phoniatrica, pages 44:1-2:86, July 1992.
(abstract).
- 29.
-
Riitta Mujunen, Lea Leinonen, and Jari Kangas.
Acoustic pattern recognition of /sv/ coarticulation and /s/
misarticulation by the self-organizing map.
In Folia Phoniatrica, pages 44:1-2:53, July 1992.
(abstract).
- 28.
-
Lea Leinonen, Anja Juvas, and Jari Kangas.
Acoustic pattern recognition of dysphonia by the self-organizing map.
In Folia Phoniatrica, pages 44:1-2:45, July 1992.
(abstract).
- 27.
-
Jari Kangas.
Self-organizing map in the acoustic analysis and on-line visual
imaging of speech.
In Folia Phoniatrica, pages 44:1-2:35, July 1992.
(abstract).
- 22.
-
Jari Kangas.
Neurotietokone puheenkäsittelyssä.
In Antti Hautamäki and Göte Nyman, editors, Kognitiotiede
ja koneäly, Suomen Tekoälyseuran julkaisuja 6,
pages 139-146. The Finnish Association of Artificial Intelligence, 1992.
(in finnish).
- 20.
-
Lea Leinonen, Jari Kangas, Kari Torkkola, and Anja Juvas.
Äänihäiriöiden tunnistus itseorganisoituvalla
kartalla.
Suomen logopedis-foniatrinen yhdistyksen julkaisu, (26):41-45,
1992. (in finnish).
- 19.
-
Jari Kangas and Pekka Utela.
Itseorganisoituvan kartan käyttö puheen kuvantamisessa ja
mittaamisessa.
Suomen logopedis-foniatrinen yhdistyksen julkaisu, (26):36-40,
1992. (in finnish).
- 17.
-
Lea Leinonen, Jari Kangas, Kari Torkkola, Anja Juvas, Heikki Rihkanen, and
Riitta Mujunen.
Itseorganisoituva kartta äänen ja ääntämisen
kuvantamisessa.
Suomen Logopedis-Foniatrinen Aikakauslehti, 10(2):4-9, 1991.
(in finnish).
- 16.
-
Jari Kangas, Lea Leinonen, and Anja Juvas.
Recognition of phonation disorders by phoneme maps.
University of Oulu, Publications of the Department of Logopedics
and Phonetics, (5):23-32, 1991.