Publications
2013
- M.J. Alam, T. Kinnunen, P. Kenny, P. Ouellet, D. O'Shaughnessy: 
"Multitaper MFCC and PLP features for speaker verification using
i-vectors", Speech Communication, 55 (2), 237-251, February 2013.
(pdf) 
 
2012
- Z. Wu, T. Kinnunen, E.S. Chng, H. Li, "Mixture of factor 
analyzers using priors from non-parallel speech for voice conversion", 
IEEE Signal Processing Letters 19 (12), 914-917, December 
2012.
(pdf) 
 
 
- Q. Zhao, V. Hautamäki, I. Kärkkäinen and P. Fränti, "Random swap 
EM algorithm for Gaussian mixture models", Pattern Recognition 
Letters, 33, 2120-2126, 2012.
(pdf) 
 
- M.I. Malinen and P. Fränti, "Clustering by analytic functions", 
Information Sciences, 217, 31-38, December 2012.
(pdf) 
 
- P. Mowlaee, R. Saeidi, M.G. Christensen, Z.-H. Tan, T. Kinnunen,
P. Fränti, S.H. Jensen, "A joint approach for single-channel speaker
identification and speech separation", IEEE Trans. on Audio, Speech
and Language Processing, 20 (9), 2586-2601, November 2012.
(pdf) 
 
- T. Kinnunen, R. Saeidi, F. Sedlak, K.A. Lee, J. Sandberg,
M. Hansson-Sandsten, H. Li, "Low-variance multitaper MFCC
features: a case study in robust speaker verification", 
IEEE Trans. Audio, Speech and Language Processing,
20 (7), 1990-2001, September 2012.
(pdf) 
 
- X. Sun, J. Huang, W. Liu and M. Xu, "Pavement crack characteristic
detection based on sparse representation", EURASIP Journal on 
Adavanced in Signal Processing, 191, August 2012.
(pdf) 
 
- M. Chen, M. Xu and P. Fränti, "A fast O(N) multi-resolution 
polygonal approximation algorithm for GPS trajectory simplification", 
IEEE Trans. Image Processing, 21 (5), 2770-2785, May 2012.
(pdf) 
 
- C. Hanilci, T. Kinnunen, F. Ertas, R. Saeidi, J. Pohjalainen, and P. Alku, "Regularized all-pole models 
for speaker verification under noisy environments", IEEE Signal 
Processing Letters, 19(3), 163-166, March 2012. 
(pdf) 
 
- Y.Li, M. Xu and Q. Sun, "Graphical quantum error-correcting codes 
based on entanglement of subgraphs", Int. Journal of Modern 
Physics B, 26 (4), 2012.
(pdf) 
 
- Q. Zhao, M. Rezaei, H. Chen and P. Fränti, "Keyword clustering for 
automatic categorization", IEEE Int. Conf. on Pattern Recognition 
(ICPR'12), Tsukuba City, Japan, 2845-2848, November 2012.
(pdf)
 
- M. Chen, M. Xu and P. Fränti, "Compression of GPS 
trajectories using optimized approximation", IEEE Int. Conf. on 
Pattern Recognition (ICPR'12), Tsukuba City, Japan, 3180-3183, 
November 2012.
(pdf)
 
- K. Waga, A. Tabarcea, R. Mariescu-Istodor and P. Fränti, "System 
for real time storage, retrieval and visualization of GPS tracks", 
Int. Conf. System Theory, Control and Computing (ICSTCC), 
Sinai, Romania, Vol. 2, October 2012.
 
- K. Waga, A. Tabarcea, M. Chen and P. Fränti, "Detecting movement type by route 
segmentation and classification", IEEE Int. Conf. on Collaborative Computing: Networking, 
Applications and Worksharing (CollaborateCom'12), Pittsburgh, USA, 2012. 
(pdf) 
 
- K. Waga, A. Tabarcea and P. Fränti, "Recommendation of points of interest from user 
generated data collection", IEEE Int. Conf. on Collaborative Computing: Networking, Applications 
and Worksharing (CollaborateCom'12), Pittsburgh, USA, 2012. 
(pdf) 
 
- T. Kinnunen, R. Saeidi, J. Leppänen, J.P. Saarinen, "Audio context
recognition in variable mobile environments from short segments using
speaker and language recognizers", Odyssey: the speaker and
language recognition workshop, Singapore, June 2012.
 
- C. Hanilci, T. Kinnunen, R. Saeidi, J. Pohjalainen, P. Alku, F. Ertas,
"Regularization of all-pole models for speaker verification under
additive noise", Odyssey: the speaker and language recognition
workshop, Singapore, June 2012.
 
- V. Hautamäki, K.A. Lee, A. Larcher, T. Kinnunen, B. Ma, H. Li,
"Variational Bayes logistic regression as regularized fusion for NIST
SRE 2010", Odyssey: The Speaker and Language Recognition
Workshop, Singapore, June 2012.
 
- M. Chen, M. Xu and P. Fränti, "Compression of GPS trajectories", 
IEEE Int. Conf. on Data Compression Conference (DCC'12), 
Snowbird, Utah, 62-71, April 2012. 
 
- T. Kinnunen, H. Leisma, M. Machunik, T. Kakkonen, J.-L. Lebrun, "SWAN
- Scientific Writing AssistaNt. A tool for helping scholars to write
reader-friendly manuscripts", demonstrator in Conf. of the European 
Chapter of the Association for Computational Linguistics
(EACL'2012), Avignon, France, April 2012.
 
- T. Kinnunen, Z.-Z. Wu, K. A. Lee, F. Sedlak, E. S. Chng, H. Li,
"Vulnerability of speaker verification systems against voice
conversion spoofing attacks: the case of telephone speech", 
Proc. ICASSP 2012, 4401-4404, Kyoto, Japan, March 2012.
 
- S. Siddiq, T. Kinnunen, M. Vainio, S. Werner, "Intonational speaker
verification: a study on parameters and performance under noisy
conditions", Proc. ICASSP 2012, 4777-4780, Kyoto, Japan, 
March 2012.
 
- C. Hanilci, T. Kinnunen, R. Saeidi, J. Pohjalainen, P. Alku, F. Ertas,
J. Sandberg, M. Hansson-Sandsten, "Comparing spectrum estimators in
speaker verification under additive noise", Proc. ICASSP 2012, 
4769-4772, Kyoto, Japan, March 2012.
 
2011
- M. Chen, M. Xu, P. Fränti, "Adaptive context-tree-based statistical 
filtering for raster map image denoising", IEEE Trans. on 
Multimedia, 13 (6), 1195-1207, December 2011.
(pdf) 
 
- T. Kinnunen, I. Sidoroff, M. Tuononen and P. Fränti, "Comparison 
of clustering methods: a case study of text-independent speaker modeling", 
Pattern Recognition Letters, 32 (13), 1604-1617. October 2011.
(pdf)
 
- C. Zhong, D. Miao and P. Fränti, "Minimum spanning tree based
split-and-merge: a hierarchical clustering method", Information 
Sciences, 181, 3397-3410, 2011.
(pdf)
 
- K.A. Lee, C.H. You, H. Li, T. Kinnunen, K.C. Sim, "Using discrete
probabilities with Bhattacharyya measure for SVM-based speaker
verification", IEEE Trans. on Audio, Speech and Language
Processing, 19 (4), 861-870, May 2011.
(pdf)
 
- M.J. Alam, T. Kinnunen, P. Kenny, P. Ouellet, D. O'Shaughnessy,
"Multitaper MFCC features for speaker verification using i-vectors", 
IEEE Automatic Speech Recognition and Understanding (ASRU 2011), 
Hawaii, December 2011.
 
- J. Rodriguez-Fuentes, M. Penagarikano, A. Varona, M. Diez, G. Bordel,
D. Martinez, J. Villalba, A. Miguel, A. Ortega, E. Lleida, A. Abad, O.
Koller, I. Trancoso, P. Lopez-Otero, L. Docio-Fernandez, C.
Garcia-Mateo, R. Saeidi, M. Soufifar, T. Kinnunen, T. Svendsen,
P. Fränti, "Multi-site heterogenous system fusions for the Albayzin 2010
language recognition evaluation", IEEE Automatic Speech Recognition 
and Understanding (ASRU 2011), Hawaii, December 2011.
 
- Q. Zhao, M. Xu and P. Fränti, "Expanding external validity measures
for determining the number of clusters", Int. Conf. on Intelligent 
Systems Design and Applications (ISDA'11), Cordoba, Spain, 931-936, 
November 2011.
 
- K. Waga, A. Tabarcea and P. Fränti, "Context aware recommendation 
of location-based data", Int. Conf. on System Theory, Control and 
Computing (ICSTCC'2011), Sinaia, Romania, 658-663, October 2011.
(pdf) 
 
- V.H. Do, X. Xiao, V. Hautamäki, E.S. Chng, "Speech attribute
recognition using context-dependent modeling", APSIPA ASC 2011, 
Xi'an, China, Paper #149, October 2011.
 
- E. Karpov, Z. Nasibov, T. Kinnunen and P. Fränti, "Combining voice 
activity detection algorithms by decision fusion", Speech and Computer 
(SPECOM'11), Kazan, Russia, 278-283, September 2011.
 
- M. Chen, M. Xu and P. Fränti, "Adaptive filtering of raster map 
images using optimal context selection", IEEE Int. Conf. on Image 
Processing (ICIP'11), Brussells, Belgium, 77-80, September 2011.
(pdf) 
 
- Z.J. Zhu, Z.G. Li, S. Rahardja and P. Fränti, "De-ghosting of HDR 
images with double-credit intensity mapping", IEEE Int. Conf. on Image 
Processing (ICIP'11), Brussells, Belgium, 1361-1364, September 2011.
 
- D. Kolossa, R. F. Astudillo, A. Abad, S. Zeiler, R. Saeidi, P. Mowlaee, 
J.P. da Silva Neto, R. Martin, "CHIME challenge: approaches to robustness 
using beamforming and uncertainty-of-observation techniques", 
Workshop on Machine Listening in Multisource Environments
(CHiME'11), Florence, Italy, 6-11, September 2011.
 
- P. Mowlaee, R. Saeidi, Z.-H. Tan, M.G. Christensen, T. Kinnunen, 
S.H. Jensen, P. Fränti, R. Martin, "Sinusoidal-based approach for 
single-channel speech separation and recognition challenge", 
Interspeech'11, Florence, Italy, 677-680, August 2011.
 
- V. Hautamäki, K.A. Lee, T. Kinnunen, B. Ma, H. Li, 
"Regularized logistic regression fusion for speaker verification",
Interspeech'11, Florence, Italy, 2745-2748, August 2011.
 
- K.A. Lee, C.H. You, V. Hautamäki, A. Larcher,and H. Li, "Spoken 
language recognition in the latent topic simplex", Interspeech'11, 
Florence, Italy, 2893-2896, August 2011.
 
- Q. Zhao, V. Hautamäki and P. Fränti, "RSEM: an accelerated 
algorithm on repeated EM", Int. Conf. Image & Graphics (ICIG'11), 
Hefei, China, 135-140, August 2011.
 
- M.I. Malinen and P. Fränti, "K-means*: clustering by gradual data 
transformation", Int. Conf. Image & Graphics (ICIG'11), 
Hefei, China, 350-355, August 2011.
 
- F. Sedlak, T. Kinnunen, V. Hautamäki and K.-A. Lee, H. Li, 
"Classifier subset selection and fusion for speaker verification", 
IEEE Int. Conf. on Acoustics, Speech, and Signal Processing, 
(ICASSP'11), Prague, Czech Republic, 4544-4547, May 2011.
 
- J. Pohjalainen, P. Alku, T. Kinnunen, "Shout detection in noise", 
IEEE Int. Conf. on Acoustics, Speech, and Signal Processing, 
(ICASSP'11), Prague, Czech Republic, 4968-4971, May 2011.
 
- P. Fränti, J. Chen, A. Tabarcea, "Four aspects of relevance in 
location-based media: content, time, location and network", Int. Conf. 
on Web Information Systems & Technologies (WEBIST'11), Noordwijkerhout, 
Netherlands, 413-417, May 2011.
(pdf)
 
2010
- 
R. Saeidi, J. Pohjalainen, T. Kinnunen, P. Alku, "Temporally
weighted linear prediction features for tackling additive noise 
in speaker verification", IEEE Signal Processing Letters,
17 (6), 599-602, June 2010.
(pdf)
 
- J. Sandberg, M. Hansson-Sandsten, T. Kinnunen, R. Saeidi, P. 
Flandrin, P. Borgnat, "Multitaper estimation of frequency-warped cepstra 
with application to speaker verification", IEEE Signal Processing 
Letters, 17 (4), 343-346, April 2010.
(pdf)
 
- C. Zhong, D. Miao, R. Wang, "A graph-theoretical clustering method 
based on two rounds of minimum spanning trees", Pattern 
Recognition, 43 (3), 752-766, March 2010.
(pdf)
 
- T. Kinnunen and H. Li, "An overview of text-independent speaker 
recognition: from features to supervectors", Speech Communication,
52 (1), 12-40, January 2010.
(pdf)
 
- V. Hautamäki, T. Kinnunen, M. Nosratighods, K.A. Lee, B. Ma, H. Li,
"Approaching human listener accuracy with modern speaker verification",
Interspeech'2010, Makuhari, Japan, 1473-1476, September 2010.
 
- T. Kinnunen, R. Saeidi, J. Sandberg, M. Hansson-Sandsten, "What else 
is new than the Hamming window? Robust MFCCs for speaker recognition via
multitapering", Interspeech'2010, Makuhari, Japan, 2734-2737,
September 2010.
 
- J. Pohjalainen, R. Saeidi, T. Kinnunen, P. Alku, "Extended Weighted 
Linear Prediction (XLP) Analysis of Speech and its Application to Speaker
Verification in Adverse Conditions", Interspeech'2010, Makuhari, 
Japan, 1477-1480, September 2010.
 
- R. Saeidi, P. Mowlaee, T. Kinnunen, Z.-H. Tan, M.G. Christensen, S.H.
Jensen, P. Fränti, "Improving monaural speaker identification by 
double-talk detection", Interspeech'2010, Makuhari, Japan, 
1069-1072, September 2010.
 
- Z.-Z. Wu, T. Kinnunen, E.S. Chng, H. Li, "Text-Independent F0 
transformation with non-parallel data for voice conversion",
Interspeech'2010, Makuhari, Japan, 1732-1735, September 2010.
 
- O. Dehzangi, B. Ma, E.S. Chng, H. Li, "A discriminative performance
metric for GMM-UBM speaker identification", Interspeech'2010, 
Makuhari, Japan, 2734-2737, September 2010.
 
- R.W.M. Ng, C.C. Leung, V. Hautamäki, T. Lee, B. Ma, H. Li,
"Towards long-range prosodic attribute modeling for language
recognition", Interspeech'2010, Makuhari, Japan,
1792-1795, September 2010.
 
- C.C. Leung. D. Zhu, K.A. Lee, B. Ma, H. Li, "Incorporating MAP 
estimation and covariance transform for SVM based speaker recognition", 
Interspeech'2010, Makuhari, Japan,  2734-2737, September 2010.
 
- M. Chen, M. Xu and P. Fränti, "Fast dynamic quantization algorithm for
vector map compression", IEEE Int. Conf. on Image Processing 
(ICIP'10), Hong Kong, China, 4289-4292, September 2010.
(pdf)
 
- A. Kolesnikov, "Approximation of digitized curves with cubic Bezier
splines", IEEE Int. Conf. on Image Processing (ICIP'10),
Hong Kong, China, 4825-4288, September 2010.
 
- A. Kolesnikov, "Fast algorithm for error-bounded compression of 
digital curves", IEEE Int. Conf. on Image Processing (ICIP'10),
Hong Kong, China, 1453-1456, September 2010.
 
- Z.J. Zhu, Z.G. Li, S. Rahardja and P. Fränti, "Detecting 
near-identical HDR images without exposure information", IEEE Int.
Conf. on Image Processing (ICIP'10), Hong Kong, China, 3337-3340,
September 2010.
 
- M. Chen, M. Xu and P. Fränti, "Optimized entropy-constrained vector
quantization of lossy vector map compression", IEEE Int. Conf. on
Pattern Recognition (ICPR'10), Istanbul, Turkey, 722-725, August 
2010. (pdf)
 
- R. Saeidi, P. Mowlaee T. Kinnunen, M.G. Christensen, Z.-H. Tan, S.H. 
Jensen and P. Fränti, "Signal-to-signal ratio independent speaker 
identification for co-channel speech signals", IEEE Int. Conf. on 
Pattern Recognition (ICPR'10), Istanbul, Turkey, 4565-4568, August 
2010.
 
- K.A. Lee, H. Li, C.H. You, T. Kinnunen, K.C. Sim, "Discrete 
expected likelihood kernel for SVM-based speaker verification", 
European Signal Processing Conference (EUSIPCO'2010), 
Aalborg, Denmark, 591-595, August 2010.
 
- M. Chen, M. Xu and P. Fränti, "Statistical filtering of raster 
map images", IEEE Int. Conf. on Multimedia & Expo (ICME'10), 
Singapore, 394-399, July 2010.
 
- P. Fränti, A. Tabarcea, J. Kuittinen, V. Hautamäki, 
"Location-based search engine for multimedia phones", IEEE Int. Conf. 
on Multimedia & Expo (ICME'10), Singapore, 558-563, July 2010.
(pdf)
 
- R. Saeidi, J. Pohjalainen, T. Kinnunen, P. Alku, "Temporally weighted 
linear prediction features for speaker verification in additive noise", 
Odyssey 2010: The Speaker and Language Recognition Workshop,
Brno, Czech Republic, 40-46, June 2010.
 
- J. Chen, Q. Zhao, and P. Fränti, "Smart swap for more efficient 
clustering", Int. Conf. Green Circuits and Systems (ICGCS'10), 
Shanghai, China, 446-450, June 2010. 
(pdf)
 
- W. Tian, M. Chen, M. Xu, P. Fränti and H. Wang, "Image denoising 
using context quantization and local linear regression", Int. Conf. 
Green Circuits and Systems (ICGCS'10), Shanghai, China, 451-456, 
June 2010.
 
- M. Chen, P. Fränti and M. Xu, "Lossless bit-plane compression of 
images with context tree modeling", Int. Conf. Green Circuits and 
Systems (ICGCS'10), Shanghai, China, 605-610, June 2010.
- Z.J. Zhu, S. Rahardja, S.Q. Wu, P. Fränti, "Real-time ghost 
removal for composing high dynamic range images", IEEE Conf. 
Industrial Electronics and Applications (ICIEA'10), Taichung, 
Taiwan, 1627-1631, June 2010.
 
- A. Tabarcea, V. Hautamäki, P. Fränti, "Ad-hoc georeferencing of 
web-pages using street-name prefix trees", Int. Conf. on Web 
Information Systems & Technologies (WEBIST'10), Valencia, Spain, 
vol.1, 237-244, April 2010.
(pdf)
 
- P. Fränti, J. Kuittinen, A. Tabarcea, L. Sakala, "MOPSI 
location-based search engine: concept, architecture and prototype", 
ACM Symposium on Applied Computing (SAC'10), Sierre, Switzerland, 
872-873, March, 2010. (pdf)
 
- T. Kinnunen, F. Sedlak, R. Bednarik, "Towards task-independent 
person authentication using eye movement signals", ACM Symposium on 
Eye Tracking Research and Applications (ETRA'2010), Austin, TX, USA, 
187-190, March 2010.
 
- R. Saeidi, T. Kinnunen, H.R. Sadegh Mohammadi, R.D. Rodman and 
P. Fränti, "Joint frame and Gaussian selection for text independent 
speaker verification", IEEE Int. Conf. on Acoustics, Speech, and 
Signal Processing, (ICASSP'10), Dallas, TX, USA, 4530-4534, March 
2010.
 
- P. Mowlaee, R. Saeidi, Z.-H. Tan, M.G. Christensen, P. Fränti, and 
S.H. Jensen, "Joint single-channel speech separation and speaker 
identification", IEEE Int. Conf. on Acoustics, Speech, and Signal 
Processing, (ICASSP'10), Dallas, TX, USA, 4430-4433, March 2010.
 
- S. Bai, C.-L. Huang, B. Ma and H. Li, "Semi-supervised learning of 
language model using unsupervised topic model", IEEE Int. Conf. on 
Acoustics, Speech, and Signal Processing, (ICASSP'10), Dallas, TX, 
5386-5389, USA, March 2010.
 
- H.D. Tran, Y.R. Leng and H. Li, "Feature integration for heart 
sound biometrics", IEEE Int. Conf. on Acoustics, Speech, and Signal 
Processing, (ICASSP'10), Dallas, TX, USA, 1714-1717, March 2010.
 
- D. Zhu, B. Ma and H. Li, "Soft margin estimation of Gaussian 
Mixture Model parameters for spoken language recognition", IEEE Int. 
Conf. on Acoustics, Speech, and Signal Processing, (ICASSP'10), 
Dallas, TX, USA, 4990-4993, March 2010.
 
- H. Sun, B. Ma, S.Z.K. Khine and H. Li, "Speaker diarization system 
for RT07 and RT09 meeting room audio", IEEE Int. Conf. on Acoustics, 
Speech, and Signal Processing, (ICASSP'10), Dallas, TX, USA, 
4982-4985, March 2010.
 
- O. Dehzangi, B. Ma, E.S. Chng and H. Li, "Error corrective 
classifier fusion for spoken language recognition", IEEE Int. Conf. on 
Acoustics, Speech, and Signal Processing, (ICASSP'10), Dallas, TX, 
USA, 994-1997, March 2010.
 
- R.W.M. Ng, C.-C. Leung, T. Lee, B. Ma and H. Li, "Prosodic 
attribute model for spoken language identification", IEEE Int. Conf. 
on Acoustics, Speech, and Signal Processing, (ICASSP'10), Dallas, 
TX, USA, 5022-5025, March 2010.
 
2009
- Z.J. Zhu, Z.G. Li, S. Rahardja, P. Fränti, "Recover real world 
scene: high quality image inpainting using multi-exposed references",  
Electronics Letters, 45 (25), 1310-1312, December 2009.
(pdf)
 
- T. Kinnunen, J. Saastamoinen, V. Hautamäki, M. Vinni and P. Fränti, 
"Comparative evaluation of maximum a posteriori vector quantization and 
Gaussian mixture models in speaker verification", Pattern 
Recognition Letters, 30 (4), 341-347, March 2009.
(pdf)
 
- R. Saeidi, H.R.S. Mohammadi, T. Ganchev, R.D.Rodman, Particle swarm 
optimization for sorted adapted Gaussian mixture models,
IEEE Trans. Audio, Speech, and Language Processing,
17 (2), 344-353, February 2009.
(pdf)
 
- C. Zhong, D. Miao, "A comment on Using locally estimated 
geodesic distance to optimize neighborhood graph for isometric data 
embedding", Pattern Recognition, 42 (5), 1012-1013, May 2009.
(pdf)
 
- A. Kolesnikov, "Minimum description length approximation of digital curves",
IEEE Int. Conf. on Image Processing (ICIP'09), Cairo, Egypt, 
449-452, November 2009.
 
- Q. Zhao, V. Hautamäki, I. Kärkkäinen and P. Fränti, "Random swap 
EM algorithm for finite mixtures models in image segmentation", IEEE 
Int. Conf. on Image Processing (ICIP'09), Cairo, Egypt, 2397-2400, 
November 2009.
 
- M. Chen, M. Xu and P. Fränti, "Multi-layer filtering approach for 
map images", IEEE Int. Conf. on Image Processing (ICIP'09), 
Cairo, Egypt, 3953-3956, November 2009.
 
- Q. Zhao, M. Xu and P. Fränti, "Sum-of-squares based clustering 
validity index and significance analysis", Int. Conf. on Adaptive 
and Natural Computing Algorithms (ICANNGA'09), Kuopio, Finland, 
LNCS 5495, 313-322, April 2009. 
 
- P. Fränti and O. Virmajoki, "On the efficiency of swap-based 
clustering", Int. Conf. on Adaptive and Natural Computing Algorithms 
(ICANNGA'09), Kuopio, Finland, LNCS 5495, 303-312, April 2009. 
 
- T. Kinnunen and P. Alku: "On separating glottal source and vocal tract 
information in telephony speaker verification", IEEE Int. Conf. on 
Acoustics, Speech, and Signal Processing, (ICASSP'09), Taipei, 
Taiwan, 4545-4548, April 2009. 
 
- T. Kinnunen, J. Saastamoinen, V. Hautamäki, M. Vinni and 
P. Fränti, "Comparing maximum a posteriori vector quantization and Gaussian 
mixture models in speaker verification", IEEE Int. Conf. on Acoustics, 
Speech, and Signal Processing, (ICASSP'09), Taipei, Taiwan, 
4229-4232, April 2009.
 
- P. Fränti, J. Saastamoinen, I. Kärkkäinen, T. Kinnunen,
V. Hautamäki, and I. Sidoroff, "Developing speaker recognition system:
from prototype to practical application", Int. Conf. Forensic 
Applications and Techniques in Telecommunications, Information and 
Multimedia (e-Forensics'09), Adelaide, Australia, LNICST vol. 8, 
101-114, January 2009. (Revised Selected Papers)
 
2008
- V. Hautamäki, T. Kinnunen and P. Fränti, "Text-independent 
speaker recognition using graph matching", Pattern Recognition 
Letters, 29 (9), 1427-1432, 2008.
(pdf)
 
- H. Huang, P. Fränti, D. Huang, S. Rahardja, "Cascaded RLS-LMS 
prediction in MPEG-4 lossless audio coding", IEEE Trans. on Audio, 
Speech and Language Processing, 16 (3), 554-562, March 2008.
(pdf)
 
- V. Hautamäki, T. Kinnunen, I. Kärkkäinen, J. Saastamoinen, 
M. Tuononen and P. Fränti, "Maximum a posteriori adaptation of 
the centroid model for speaker verification", IEEE Signal 
Processing Letters, 15, 162-165, 2008.
(pdf)
 
- P. Fränti, O. Virmajoki and V. Hautamäki, "Probabilistic 
clustering by random swap algorithm", IAPR Int. Conf. on Pattern 
Recognition (ICPR'08), Tampa, Florida, USA, December 2008.
 
- V. Hautamäki, P. Nykänen and P. Fränti, "Time-series clustering by 
approximate prototypes", IAPR Int. Conf. on Pattern Recognition 
(ICPR'08), Tampa, Florida, USA, December 2008.
 
- A. Kolesnikov, "Constrained piecewise linear approximation of digital 
curves", IAPR Int. Conf. on Pattern Recognition (ICPR'08), 
Tampa, Florida, USA, December 2008.
 
- A. Kolesnikov, "An online polygonal approximation of digital signals 
and curves with dynamic programming algorithm", 
IAPR Int. Conf. on Pattern Recognition (ICPR'08), 
Tampa, Florida, USA, December 2008.
 
- Q. Zhao, M. Xu and P. Fränti, "Knee point detection on bayesian 
information criterion", IEEE Int. Conf. Tools with Artificial 
Intelligence (ICTAI'08), Dayton, Ohio, USA, 431-438, November 
2008.
 
- Q. Zhao, V. Hautamäki and P. Fränti, "Knee point detection in BIC 
for detecting the number of clusters", Advanced Concepts for 
Intelligent Vision Systems (ACIVS'08), Juan-les-Pins, France, LNCS 
vol. 5259, 664-673, October 2008.
 
- A. Kolesnikov, "Fast algorithm for ISE-bounded polygonal 
approximation", IEEE Int. Conf. on Image Processing (ICIP'08), 
San Diego, California, USA, 1013-1016, October, 2008.
 
 
- P. Fränti, M. Tuononen and O. Virmajoki, "Deterministic and 
randomized local search algorithms for clustering", IEEE Int. Conf. 
on Multimedia and Expo, (ICME'08), Hannover, Germany, 837-840, 
June 2008.
 
- K.A. Lee, C. You, H. Li, T. Kinnunen and D. Zhu, "Characterizing 
speech utterances for speaker verification with sequence kernel SVM",  
Interspeech 2008, Brisbane, Australia, 1397-1400,
September 2008.
 
- M. Tuononen, R. González Hautamäki and P. Fränti, "Automatic voice 
activity detection in different speech applications", Int. Conf. on 
Forensic Applications and Techniques in Telecommunications, Information 
and Multimedia (e-Forensics'08), Adelaide, Australia, Article No.12, 
January 2008.
 
- T. Kinnunen, K.A. Lee and H. Li, "Dimension reduction of the modulation 
spectrogram for speaker verification", The Speaker and Language 
Recognition Workshop (Odyssey 2008), Stellenbosch, South Africa, 
January 2008.
 
2007
- A. Kolesnikov and P. Fränti, "Polygonal approximation of closed 
discrete curves", Pattern Recognition, 40 (4), 1282-1293, 
April 2007.
(pdf)
 
- A. Akimov, A. Kolesnikov and P. Fränti, "Lossless compression of 
map contours by context tree modeling of chain codes", Pattern 
Recognition, 40 (3), 944-952, March 2007.
(pdf)
 
- I. Kärkkäinen and P. Fränti, "Gradual model generator for 
single-pass clustering", Pattern Recognition, 40 (3),
784-795, March 2007.
(pdf)
 
- A. Akimov, A. Kolesnikov and P. Fränti, "Lossless compression of 
color map images by context tree modeling", IEEE Trans. on Image 
Processing, 16 (1), 114-120, January 2007.
(pdf)
 
- A. Podlasov, P. Kopylov and P. Fränti, "Statistical filtering of 
raster map images using a context tree model", Int. Conf. Signal-Image 
Technology & Internet-based Systems (IEEE-SITIS'07), Shanghai, China, 
467-474, December 2007.
 
- V. Hautamäki, M. Tuononen, T. Niemi-Laitinen and P. Fränti, 
"Improving speaker verification by periodicity based voice activity 
detection", Int. Conf. on Speech and Computer (SPECOM'07), 
Moscow, Russia, vol. 2, 645-650, October 2007.
 
- T. Kinnunen, E. Chernenko, M. Tuononen, P. Fränti and H. Li, 
"Voice activity detection using MFCC features and support vector machine", 
Int. Conf. on Speech and Computer (SPECOM'07), Moscow, Russia, 
vol. 2, 556-561, October 2007.
 
- T. Kinnunen, B. Zhang, J. Zhu, Y. Wang, "Speaker verification with 
adaptive spectral subband centroids", Int. Conf. Biometrics, 
Seoul, Korea, LNCS vol. 4642, pp. 58-66, August 2007.
 
- K.-A. Lee, C. You, H. Li, T. Kinnunen, "A GMM-based probabilistic 
sequence kernel for speaker verification", Interspeech, 
Antwerpen, Belgium, 294-297, August 2007.
 
- A. Podlasov, A. Kolesnikov and P. Fränti, "Lossy compression of 
scanned map images", Int. Conf. on Computer Graphics and Vision 
(GraphiCon'07), Moscow, Russia, 79-83, June 2007.
 
- R. Saeidi, R.S. Mohammadi, R. Rodman, T. Kinnunen, "A new 
segmentation algorithm combined with transient frames power for text 
independent speaker verification", IEEE Int. Conf. on Acoustics, 
Speech, and Signal Processing (ICASSP'07), Hawaii, USA, vol. 4, 
305-308, April 2007.
 
- A. Kolesnikov and A. Akimov, "Distortion-constrained compression 
of vector map". ACM Symposium on Applied Computing, Seoul, 
Korea, March 2007
 
- P. Fränti, J. Saastamoinen, I. Kärkkäinen, T. Kinnunen, V. Hautamäki, 
I. Sidoroff, 
"Implementing Speaker Recognition System: from Matlab to Practice", 
Research Report A-2007-4, Dept. of Comp. Science, Univ. of Joensuu, 
Finland, November 2007.
(pdf)
 
2006
- P. Fränti, O. Virmajoki and V. Hautamäki, "Fast agglomerative 
clustering using a k-nearest neighbor graph", IEEE Trans. on 
Pattern Analysis and Machine Intelligence, 28 (11), 1875-1881, 
November 2006.
(pdf)
 
- P. Packalén, T. Tokola, J. Saastamoinen, M. Maltamo, Use of 
a super-resolution method in interpretation of forests from multiple 
NOAA/AVHRR images, International Journal of Remote Sensing,
27 (22), 5341-5357, November 2006.
 
- A. Podlasov, P. Fränti, "Lossless image compression via bit-plane 
separation and multi-layer context tree modeling", Journal of
Electronic Imaging, 14 (5), 043009, October-December 2006.
(pdf)
 
- P. Fränti and O. Virmajoki, "Iterative shrinking method for clustering
problems", Pattern Recognition, 39 (5), 761-765, May 2006.
(pdf)
 
- A. Podlasov, E. Ageenko and P. Fränti, "Morphological reconstruction 
of semantic layers in map images", Journal of Electronic Imaging,
15 (1), 013016, January-March 2006.
(pdf)
 
- M. Xu, X. Wu and P. Fränti, "Context quantization by kernel fisher
discriminant", IEEE Trans. on Image Processing, 15 (1),
169-177, January, 2006.
(pdf)
 
- T. Kinnunen, E. Karpov and P. Fränti, "Real-time speaker 
identification and verification", IEEE Trans. on Audio, Speech 
and Language Processing, 14 (1), 277-288, January 2006.
(pdf)
 
- T. Kinnunen, V. Hautamäki and P. Fränti, "On the use of long-term 
average spectrum in automatic speaker recognition", Int. Symp. on 
Chinese Spoken Language Processing (ISCSLP'06), Singapore, 
559-567, December 2006.
 
- R. Timofte, V. Hautamäki and P. Fränti, "Speaker, vocabulary and 
context independent word spotting system in continuous speech", Int. 
Symp. on Chinese Spoken Language Processing (ISCSLP'06), Singapore, 
396-407, December 2006.
 
- A. Podlasov and P. Fränti, "Merge-based color quantization and 
context tree modeling for compression of color quantized images", IEEE 
Int. Conf. on Image Processing (ICIP'06), Atlanta, Georgia, USA, 
2277-2280, October 2006.
 
- H. Huang, S. Rahardja, X. Lin, R. Yu and P. Fränti,  "The cascaded 
RLS-LMS prediction in MPEG-4 lossless audio coding", IEEE Int. Conf. 
on Acoustics, Speech, and Signal Processing, (ICASSP'06), Toulouse, 
France, vol. 5, 181-184, May 2006.
 
- A. Akimov, A. Kolesnikov and P. Fränti, "Lossless compression 
of color map images by context tree modeling", IEEE Data Compression 
Conference (DCC'06), Snowbird, Utah, USA, 412-421, March 2006.
 
2005
- J. Saastamoinen, E. Karpov, V. Hautamäki and P. Fränti, "Accuracy
of MFCC based speaker recognition in series 60 device", Journal of 
Applied Signal Processing, (17), 2816-2827, September 2005.
(pdf)
 
- A. Kolesnikov and P. Fränti, "Data reduction of large vector
graphics", Pattern Recognition, 38 (3), 381-394, March, 2005.
(pdf)
 
- P. Kopylov and P. Fränti, "Compression of map images by
multi-layer context tree modeling", IEEE Trans. on Image
Processing, 14 (1), 1-11, January 2005.
(pdf)
 
- I. Kärkkäinen and P. Fränti, "Gradual model generator for single-pass
clustering", IEEE Int. Conf. on Data Mining (ICDM'05), Houston, 
Texas, 681-684, November 2005.
 
- J. Saastamoinen, Z. Fiedler, T. Kinnunen and P. Fränti,
"On factors affecting MFCC-based speaker recognition accuracy", 
Int. Conf. on Speech and Computer (SPECOM'05), Patras, Greece, 
503-506, October 2005.
 
- H. Gupta, V. Hautamäki, T. Kinnunen and P. Fränti, "Field
evaluation of text-dependent speaker recognition in an access control
application", Int. Conf. on Speech and Computer (SPECOM'05), 
Patras, Greece, 551-554, October 2005.
 
- T. Kinnunen, R. Gonzalez-Hautamäki, "Long-Term F0 Modeling for 
Text-Independent Speaker Recognition", Int. Conf. on Speech and 
Computer (SPECOM'2005), Patras, Greece, 567-570, October 2005.
 
- A. Kolesnikov and P. Fränti, "Optimal algorithm for convexity
measure calculation", IEEE Int. Conf. on Image Processing 
(ICIP'05), Genoa, Italy, vol. 1, 353-356, September 2005.
 
- A. Kolesnikov and P. Fränti, "Min-# polygonal approximation of
closed curves", IEEE Int. Conf. on Image Processing 
(ICIP'05), Genoa, Italy, vol. 2, 522-525, September 2005.
 
- I. Cleju, P. Fränti, X. Wu, "Clustering by principal curve
with tree structure", Int. Symposium on Signals, Circuits & Systems 
(ISSCS'05), vol. 2, 617-620, Iasi, Romania, July 2005.
 
- A. Akimov, A. Kolesnikov and P. Fränti, Context tree modeling of chain
codes for contour compression", Scandinavian Conf. on Image Analysis
(SCIA'05), Joensuu, Finland, LNCS vol. 3540, 312-321, June 2005.
 
- R. Bednarik, T. Kinnunen, A. Mihaila and P. Fränti, "Eye-movements as
a biometric", Scandinavian Conf. on Image Analysis (SCIA'05), 
Joensuu, Finland, LNCS vol. 3540, 780-789, June 2005.
 
- I. Cleju, P. Fränti, X. Wu, "Clustering based on principal curve",
Scandinavian Conf. on Image Analysis (SCIA'05), Joensuu, 
Finland, LNCS vol. 3540, 872-881, June 2005.
 
- V. Hautamäki, S. Cherednichenko, I. Kärkkäinen, T. Kinnunen, 
and P. Fränti, "Improving k-means by outlier removal", Scandinavian
Conf. on Image Analysis (SCIA'05), Joensuu, Finland, LNCS vol. 3540, 
978-987, June 2005.
 
- A. Kolesnikov, Optimal encoding of vector data with polygonal
approximation and vertex quantization, Scandinavian Conf. on  
Image Analysis (SCIA'05), Joensuu, Finland, LNCS vol. 3540, 
1186-1195, June 2005. 
 
- A. Podlasov, E. Ageenko, "Extraction and removal of layers from 
map imagery data", Scandinavian Conf. on Image Analysis (SCIA'05), 
Joensuu, Finland, LNCS vol. 3540, 1407-1116, June 2005.
 
- T. Niemi-Laitinen, J. Saastamoinen, T. Kinnunen, and P. Fränti,
"Applying MFCC-based automatic speaker recognition to GSM and forensic
data", 2nd Baltic Conf. on Human Language Technologies 
(HLT'05), 317-322, Tallinn, Estonia, April 2005.
 
2004
- P. Fränti, E. Ageenko, P. Kopylov, S. Gröhn and F. Berger,
"Compression of map images for real-time applications", Image and
Vision Computing, 22 (13), 1105-1115, November 2004.
(pdf)
 
- P. Kopylov and P. Fränti, "Filtering of color map
images by context tree modeling", IEEE Int. Conf. on Image 
Processing (ICIP'04), Singapore, vol. 1, 267-270, October 2004.
 
- A. Kolesnikov and P. Fränti, "Optimal multiresolution approximation of
vector maps", IEEE Int. Conf. on Image Processing (ICIP'04), 
Singapore, vol. 3, 3037-3040, October 2004.
 
- A. Akimov, A. Kolesnikov and P. Fränti, "Reference line approach for
vector data compression", IEEE Int. Conf. on Image Processing
(ICIP'04), Singapore, vol. 2, 1891-1894, October 2004.
 
- I. Kärkkäinen and P. Fränti, "Variable metric for binary vector
quantization", IEEE Int. Conf. on Image Processing (ICIP'04), 
Singapore, vol. 3, 3499-3502, October 2004.
 
- M. Xu and P. Fränti, "A heuristic k-means clustering algorithm by 
kernel PCA", IEEE Int. Conf. on Image Processing (ICIP'04), 
Singapore, vol. 3, 3503-3506, October 2004.
 
- T. Kinnunen, E. Karpov and P. Fränti, "Real-time speaker 
identification", Int. Conf. on Spoken Language Processing, 
(ICSLP'04), Jeju Island, Korea, vol 3, 1805-1808, October 2004.
 
- T. Kinnunen, E. Karpov and P. Fränti, "Efficient online cohort 
selection method for speaker verification", Int. Conf. on Spoken 
Language Processing, (ICSLP'04), Jeju Island, Korea, vol 3, 
2401-2405, October 2004. 
 
- R. Bednarik and P. Fränti, "Survival of students with different
learning preferences", Annual Finnish/Baltic Sea Conference on Computer 
Science Education (Koli Calling 2004), Koli, Finland, 121-125, 
October 2004.
 
- J. Saastamoinen, E. Karpov, V. Hautamäki and P. Fränti, "Automatic 
speaker recognition for series 60 mobile devices", SPECOM'2004, 
St. Petersburg, Russia, 353-360, September 2004.
 
- T. Kinnunen, V. Hautamäki and P. Fränti, "Fusion of spectral 
feature sets for accurate speaker identification", SPECOM'2004, 
St. Petersburg, Russia, 361-365, September 2004.
 
- E. Karpov, T. Kinnunen and P. Fränti, "Symmetric distortion 
measure for speaker recognition", SPECOM'2004, St. Petersburg, 
Russia, 366-370, September 2004.
 
- A. Akimov and P. Fränti, "Grammar-based compression using   
multi-phase hierarchical segmentation",
IASTED Conf. on Visualization, Imaging, and Image Processing
(VIIP'04), Marbella, Spain, 364-368, September 2004.
 
- A. Akimov, A. Kolesnikov and P. Fränti, "Coordinate quantization
in vector map compression", IASTED Conf. on Visualization, Imaging, 
and Image Processing (VIIP'04), Marbella, Spain, 748-753, September 
2004.
 
- P. Kopylov and P. Fränti, "Color quantization of map images",
IASTED Conf. on Visualization, Imaging, and Image Processing (VIIP'04)
, Marbella, Spain, 837-842, September 2004.
 
- A. Kolesnikov, P. Fränti and X. Wu, "Multiresolution polygonal
approximation of digital curves", IAPR Int. Conf. on Pattern 
Recognition (ICPR'04), Cambridge, UK, vol. 2, 855-858, August 
2004.
 
- O. Virmajoki and P. Fränti, "Divide-and-conquer algorithm for 
creating neighborhood graph for clustering", IAPR Int. Conf. on 
Pattern Recognition (ICPR'04), Cambridge, UK, vol. 1, 264-267, 
August 2004.
 
- V. Hautamäki, I. Kärkkäinen and P. Fränti, "Outlier detection using 
k-nearest neighbour graph", IAPR Int. Conf. on Pattern Recognition 
(ICPR'04), Cambridge, UK, vol. 3, 430-433, August 2004.
 
- M. Xu and P. Fränti, "Delta-MSE dissimilarity in suboptimal K-means 
clustering", IAPR Int. Conf. on Pattern Recognition (ICPR'04), 
Cambridge, UK, vol. 4, 577-580, August 2004.
 
- M. Xu and P. Fränti, "Iterative k-means algorithm based on Fisher 
discriminant", Int. Conf. on Information Fusion, Stockholm, 
Sweden, vol. 1, 70-73, June 2004.
 
- M. Xu, "Delta-MSE dissimilarity in GLA based vector quantization",
IEEE Int. Conf. on Acoustics, Speech, and Signal Processing 
(ICASSP'04), Montreal, Canada, vol.5, 813-816, August 2004.
 
- A. Akimov and P. Fränti, "Symbol representation in map image
compression", ACM Symposium on Applied Computing (SAC'04), 
Nicosia, Cyprus, vol. 1, 29-34, March 2004.
 
2003
- O. Virmajoki and P. Fränti, "Fast pairwise nearest neighbor
based algorithm for multilevel thresholding", Journal of Electronic
Imaging, 12 (4), 648-659, October 2003.
(pdf)
 
- A. Kolesnikov and P. Fränti, "Reduced-search dynamic programming for  
approximation of polygonal curves", Pattern Recognition Letters,
24 (14), 2243-2254, October 2003.
(pdf)
 
- J. Kivijärvi, P. Fränti and O. Nevalainen, "Self-adaptive genetic
algorithm for clustering", Journal of Heuristics, 9 (2), 113-129,
March 2003. (pdf)
 
- P. Fränti, M. Xu and I. Kärkkäinen, "Classification of binary
vectors by using DeltaSC-distance to minimize stochastic complexity",
Pattern Recognition Letters, 24 (1-3), 65-73, January 2003.
(pdf)   
 
- P. Fränti and O. Virmajoki, "Genetic algorithm using
iterative shrinking for solving clustering problems",
Proc. Wessex Data Mining Conf. 2003, Rio de Janeiro, 
Brasil, 193-204, December 2003.
 
- P. Fränti, O. Virmajoki and V. Hautamäki "Fast PNN-based   
clustering using k-nearest neighbor graph",
IEEE Int. Conf. on Data Mining (ICDM'03), Melbourne, 
Florida, USA, 525-528, November 2003.
 
- A. Kolesnikov and P. Fränti, "Fast algorithm for multiple-objects
min-e problem", IEEE Int. Conf. on Image Processing (ICIP'03), 
Barcelona, Spain, vol. 1, 221-224, September 2003.
 
- T. Kinnunen, V. Hautamäki and P. Fränti, "On the fusion of dissimilarity-
based classifiers for speaker identification", European Conf. on 
Speech Communiation and Technology, (Eurospeech'2003), Geneva, 
Switzerland, 2641-2644, September 2003.
 
- A. Kolesnikov and P. Fränti, "Polygonal approximation of closed
contours", Scandinavian Conf. on Image Analysis (SCIA'03), 
Göteborg, Sweden, LNCS vol. 2749, 778-785, June 2003.
 
- M. Xu and P. Fränti, "Context clustering in lossless compression
of gray-scale image", Scandinavian Conf. on Image Analysis 
(SCIA'03), Göteborg, Sweden, LNCS vol. 2749, 328-334, June 2003.
 
- T. Kinnunen, E. Karpov, P. Fränti: "A Speaker Pruning Algorithm 
for Real-Time Speaker Identification", Int. Conf. on Audio- and 
Video-Based Biometric Person Authentication (AVBPA'03),
Guilford, UK, 639-646, June 2003.
 
- P. Kopylov, and P. Fränti, "Optimal layer ordering in the
compression of map images", IEEE Data Compression Conference 
(DCC'03), Snowbird, Utah,USA, 323-332, April 2003.
 
- O. Virmajoki and P. Fränti, "Multilevel thresholding by fast PNN
based algorithm",  SPIE Conf. on Image Processing: Algorithms and 
Systems, Santa Clara, USA, SPIE Vol. 5014, 123-134, January 
2003.
 
- P. Fränti and V. Hautamäki, "Compression of aerial images for
reduced-color devices", SPIE Conf. on Image and Video Communications 
and Processing, Santa Clara, USA, SPIE Vol. 5022, Part II, 651-662, 
January 2003.
 
2002
- E.I. Ageenko, M. Forsell and P. Fränti, "Context-based compression
of binary images in parallel", Software Practice and Experience,
32 (13), 1223-1237, November 2002.
(pdf)  
 
- P. Fränti, E.I. Ageenko, S. Kukkonen and H. Kälviäinen,
"Using Hough transform for context-based image compression in hybrid
raster/vector applications", Journal of Electronic Imaging,
11 (2), 236-245, April 2002.
(pdf)
 
- P. Fränti, P. Kopylov and V. Veis, "Dynamic use of
map images in mobile environment", IEEE Int. Conf. on Image 
Processing (ICIP'02), Rochester, New York, USA, vol. 3, 917-920, 
September 2002.
 
- A. Akimov, P. Kopylov and P. Fränti, "Semi-adaptive dictionary 
based compression of map images", GraphiCon'2002,
Nizhny Novgorod, Russia, 218-224, September 2002.
 
- O. Virmajoki, P. Fränti and T. Kaukoranta, "Iterative shrinking 
method for generating clustering", IEEE Int. Conf. on Image Processing 
(ICIP'02), Rochester, New York, USA, vol. 2, 685-688, September 2002.
 
- T. Kinnunen, "Designing a speaker-discriminative adaptive filter bank 
for speaker recognition", Int. Conf. on Spoken Language 
Processing Denver, Colorado, USA, 2325-2328, September 2002.
 
- P. Fränti and O. Virmajoki, "Polynomial-time clustering algorithms 
derived from branch-and-bound technique", Advanced Concepts for 
Intelligent Vision Systems (ACIVS'2002), Gent, Belgium, 118-123, 
September 2002.
 
- I. Kärkkäinen and P. Fränti, "Stepwise algorithm for finding unknown 
number of clusters", Advanced Concepts for Intelligent Vision 
Systems (ACIVS'2002), Gent, Belgium, 136-143, September 2002.
 
- P. Fränti and M. Xu, "Genetic local repartition for solving
dynamic clustering problems", Int. Conf. on Signal Processing 
(ICSP'02), Beijing, China, vol. 2, 1128-1133, August 2002.
 
- P. Fränti, O. Virmajoki and T. Kaukoranta, "Branch-and-bound
technique for solving optimal clustering", Int. Conf. on Pattern 
Recognition (ICPR'02), Québec, Canada, vol. 2, 232-235, August 2002.
 
- T. Kinnunen and I. Kärkkäinen, "Class-Discriminative Weighted Distortion 
Measure for VQ-Based Speaker Identification". Joint IAPR Int. 
Workshop on Statistical Pattern Recognition (SPR'2002), Windsor,
Canada, 681-688, August 2002.
 
- P. Fränti and M. Xu, "Classification of binary vectors by using
DSC-distance", Int. Conf. on Pattern Recognition (ICPR'02), 
Québec, Canada, vol. 2, 52-55, August 2002.
 
- A. Kolesnikov and P. Fränti, "A fast near-optimal algorithm for   
approximation of polygonal curves", Int. Conf. on Pattern Recognition
(ICPR'02), Québec, Canada, vol. 4, 335-338, August 2002.
 
- I. Kärkkäinen and P. Fränti, "Dynamic local search for clustering
with unknown number of clusters", Int. Conf. on Pattern Recognition
(ICPR'02), Québec, Canada, vol. 2, 240-243, August 2002.
 
- P. Fränti, E. Ageenko, P. Kopylov, S. Gröhn and F. Berger, "Map image
compression for real-time applications",  Joint Int. Symposium on 
Geospatial Theory, Processing and Applications (Geomatics'2002), 
Ottawa, Canada, 15 pages, July 2002.
 
- P. Fränti, P.Kopylov and E. Ageenko, "Evaluation of compression 
methods for digital map images",  IASTED Int. Conf. on Automation, 
Control and Information Technology (ACIT 2002), Novosibirsk, 
Russia, 418-422, June 2002.
 
- A. Kolesnikov and P. Fränti, "A fast near-optimal min-#
approximation of digitized curves", 
IASTED Int. Conf. on Automation, Control and Information Technology
(ACIT 2002), Novosibirsk, Russia, 401-405, June 2002.
 
- P. Fränti, E. Ageenko, P. Kopylov and
S. Gröhn, "Compressing multi-component digital maps using JBIG2", 
IEEE Int. Conf. on Acoustics, Speech, and Signal Processing, 
(ICASSP'02), Orlando, Florida, USA, vol.3, 2677-2680, May, 2002.
 
- G. Hariharan, P. Fränti and S. Mehta, "Data Mining for Personal
Navigation", Data Mining and Knowledge Discovery: Theory, Tools, and 
Technology IV, Orlando, Florida, USA, vol. 4730, 355-365, April, 
2002.
 
- P. Kopylov and P. Fränti, "Context tree compression of multi-component
map images", IEEE Data Compression Conference (DCC'02), 
Snowbird, Utah, USA, 212-221, April 2002.
 
2001
- O. Virmajoki, P. Fränti and T. Kaukoranta, "Practical
methods for speeding-up the PNN method", Optical Engineering,
40 (11), 2495-2504, November 2001.
(pdf)
 
- O. Virmajoki, P. Fränti and T. Kaukoranta, "Fast PNN using  
mean-distance ordered search", 
Int. Conf. on Information, Communications and Signal Processing
(ICICS'01), Singapore, October, 2001.
 
- O. Virmajoki, P. Fränti and T. Kaukoranta, "Fast PNN using
partial distortion search",  Int. Conf. on Computer Analysis of Images 
and Patterns (CAIP'01), Warsaw, Poland, pp. 77-84, September, 2001.
 
- E.I. Ageenko, P. Kopylov and P. Fränti, "On the size and shape
of multi-level context templates for compression of map images", 
IEEE Int. Conf. on Image Processing (ICIP'01), Thessaloniki, 
Greece, vol.3, 458-461, October 2001.
 
- T. Kinnunen, I. Kärkkäinen and P. Fränti, "Is speech data
clustered? - statistical analysis of cepstral features",
European Conf. on Speech Communiation and Technology, 
(EUROSPEECH'2001), Aalborg, Denmark, Vol. 4, pp. 2627-2630, 
September, 2001.
 
- T. Kinnunen and P. Fränti, "Speaker discriminative weighting method
for VQ-based speaker identification", Int. Conf. on Audio- and
Video-Based Biometric Person Authentication (AVBPA'01),
Halmstad, Sweden, 150-156, June 2001.
 
2000
- P. Fränti and J. Kivijärvi, "Randomized local search algorithm for the
clustering problem", Pattern Analysis and Applications, 3 (4),
358-369, 2000.
(pdf)
 
- P. Fränti, A. Mednonogov, V. Kyrki and H. Kälviäinen,
"Content-based matching of line-drawing images using the Hough
transform", Int. Journal on Document Analysis and Recognition,
3 (3), 117-124, 2000.
(pdf)
 
- T. Kaukoranta, P. Fränti and O. Nevalainen, "A fast exact
GLA based on code vector activity detection", IEEE Trans. on
Image Processing, 9 (8), 1337-1342, August 2000.
(pdf)
 
- P. Fränti, H.G. Gyllenberg, M. Gyllenberg, J. Kivijärvi, T. Koski,
T. Lund and O. Nevalainen, "Minimizing stochastic complexity using
local search and GLA with applications to classification of bacteria",
Biosystems, 57 (1), 37-48, June 2000.
(pdf)
 
- K. Lemström and P. Fränti, "N-candidate methods for location invariant
dithering of color images", Image and Vision Computing, 18 (6-7),
493-500, 2000.
(pdf)
 
- E.I. Ageenko and P. Fränti, "Context-based filtering of document
images", Pattern Recognition Letters, 21 (6-7), 483-491, 2000.
(pdf)
 
- P. Fränti, T. Kaukoranta, D.-F. Shen and K.-S. Chang, "Fast and memory
efficient implementation of the exact PNN", IEEE Trans. on Image
Processing, 9 (5), 773-777, May 2000.
(pdf)
 
- E.I. Ageenko and P. Fränti, "Lossless compression of large binary
images in digital spatial libraries", Computers & Graphics, 24
(1), 91-98, February 2000.
(pdf)
 
- P. Fränti, "Genetic algorithm with deterministic crossover for vector
quantization", Pattern Recognition Letters, 21 (1), 61-68, 2000.
(pdf)
 
- P. Fränti, E.I. Ageenko, H. Kälviäinen and S. Kukkonen, "On the use of 
Hough transform for context-based image compression in hybrid 
raster/vector applications", Indian Conf. on Computer Vision, 
Graphics and Image Processing (ICVGIP'00), Bangalore, India, 
364-372, 2000.
 
- T. Kinnunen, T. Kilpeläinen and P. Fränti, "Comparison of
clustering algorithms in speaker identification",
IASTED Int. Conf. on Signal Processing and Communications
(SPC'00), Marbella, Spain, 222-227, 2000.
 
- V. Efimov, P. Fränti, A. Kolesnikov and A. Nesterov, "Optimal  
filtering of time jitter noise at amplitude-pulse modulation",
IASTED Int. Conf. on Signal Processing and Communications
(SPC'00), Marbella, Spain, 299-302, 2000.
 
- I. Kärkkäinen and P. Fränti, "Minimization of the value of
Davies-Bouldin index", IASTED Int. Conf. on Signal Processing and 
Communications (SPC'00), Marbella, Spain, 426-432, 2000.
 
- P. Fränti, A. Mednonogov and H. Kälviäinen, "Hough transform for
rotation invariant matching of line-drawing images", Int. Conf. on 
Pattern Recognition (ICPR'00), Barcelona, Spain, 379-382,   
vol. 4, 2000.
 
- E.I. Ageenko, P. Kopylov and P. Fränti "Optimizing context template
for compression of multi-component map images", GraphiCon00,
Moscow, Russia, 151-156, 2000.
 
- P. Fränti, A. Mednonogov and H. Kälviäinen, "Content-based retrieval
of line-drawing images using angular information of Hough transform",
GraphiCon00, Moscow, Russia, 51-55, 2000.
 
- E.I. Ageenko and P. Fränti, "Compression of large binary images
in digital spatial libraries", SPIE Conf. on Storage and Retrieval 
for Image and Video Databases, San Jose, CA, SPIE vol. 3972, 301-309, 
2000.
 
- E.I. Ageenko and P. Fränti, "Context-based filtering for document
image compression", SPIE Conf. on Document Recognition and 
Retrieval, San Jose, CA, SPIE vol. 3967, 78-87, 2000.