List of Publications, (books, journal papers book chapters and monographs)

JAAKKO ASTOLA

Books

 

1.      E. Dougherty, J. Astola, "An Introduction to Nonlinear Image Processing, Tutorial Texts in Optical Engineering", vol TT 16, SPIE Bellingham, pp. 182, 1994.

 

2.      S. Agaian, J. Astola, K. Egiazarian, "Binary Polynomial Transforms and Nonlinear Digital Filters", Marcel Dekker Inc., New York, pp. 336, 1995.

 

3.      J. Astola, P. Kuosmanen, “Fundamentals of Nonlinear Digital Filtering”, CRC Press Inc., Boca Raton, May 1997, pp. 288, ISBN 0-8493-2570-6, 1997.

 

4.      Stankovic, R.S. & Astola, J.T., “Spectral Interpretation of decision Diagrams”, Springer Verlag, New York, 2003, 285 pp, 2003.

 

5.      Zhang, W., Shmulevich, I. & Astola, J., “Microarray quality control”, New Jersey, USA. John Wiley & Sons. 136 pp, 2004.

 

6.      R.S. Stankovic, C. Moraga & J.T. Astola, “Fourier Analysis on Finite Groups with Applications in Signal Processing and System Design”, John Wiley & Sons, Inc., New Jersey, 236 pp, 2005.

 

7.      J.T. Astola & R.S. Stankovic, “Fundamentals of Switching Theory and Logic Design, A Hands on Approach”, Springer, The Netherlands, 342 pp, 2006.

 

8.      V. Katkovnik, K. Egiazarian, and J. Astola, “Local Approximation Techniques in Signal and Image Processing”, SPIE Press, Monograph Vol. PM157, September, 2006.

 

9.      M. G., Karpovsky, R. S. Stankovic and & Astola, J. T. 2008. “Spectral Logic and Its Applications for the Design of Digital Devices”, Hoboken, New Jersey. Wiley.

 

10.  S.Agaian, H.Sarukhanyan, K. Egiazarian, J. Astola,”Hadamard Tranforms”, SPIE Press, 2011, 520 pages.

 

 

International Journal Articles

 

11.  J. Astola, "An Elias-type upper bound for Lee-codes over large alphabets and its application to perfect codes", IEEE Trans. Inform. Theory, vol IT-28, pp. 111-113, January 1982.

 

12.  J. Astola, "A note on perfect codes over small alphabets", Discrete Applied Mathematics, 4, 1982.

 

13.  J. Astola, "Concatenated codes for the Lee-metric", IEEE Trans. Inform. Theory, vol IT-28, pp. 778-779, September 1982.

 

14.  J. Astola, "The Lee-scheme and bounds for Lee-codes” Cybernetics and Systems 13, pp. 331-343, 1982.

 

15.  J. Astola and A. Kananen, "Signal sets derived from Steiner Systems", IEEE Trans. Inform. Theory, vol IT-29, pp. 171-173, January 1983.

 

16.  J. Astola, "On the asymptotic behavior of Lee-codes", Discrete Applied Mathematics 8, pp. 13- 23, 1984.

 

17.  J. Astola, "The Tietäväinen bound for spherical codes", Discrete Applied Mathematics 8, pp. 17- 21, 1984.

 

18.  J. Astola, "On constructing codes and the Lee-metric", ARS COMBINATORIA vol 20-A, pp. 141- 152, December 1985.

 

19.  J. Astola, "A note on perfect arithmetic codes", IEEE Trans. Inform. Theory, vol IT-32, pp. 443- 445, May 1986.

 

20.  J. Astola, "Convolutional codes for phase modulated channels", Cybernetics and Systems 17, pp. 89-101, 1986.

 

21.  J. Astola, P. Heinonen, and Y. Neuvo, "On Root Structures of Median and Median Type Filters, " IEEE Trans. Acoust., Speech, Signal Processing, Vol. ASSP-35 No. 8, August 1987.

 

22.  J. Astola, P. Haavisto and Y. Neuvo: "Signal Processing Based on Maximum Likelihood Selection and Linear Filtering", Journal of the Institution of Electronics and Telcommunication Engineering vol. 34, No 5, pp.391-400, 1988.

 

23.  J. Astola, P. Heinonen, and Y. Neuvo, "Linear Median Hybrid Filters", IEEE Trans. Circuits and Systems vol. CAS-36, pp. 1430-1438, 1989.

 

24.  J. Astola, and G. Campbell, "On Computation of the Running Median" IEEE Trans. Acoust, Speech, and Signal Processing,   April, 1989.

 

25.  J. Astola and Y. Neuvo, "Optimal Median Type Filters for Exponential Noise Distributions", Signal Processing, vol. 17, pp. 95-104, 1989.

 

26.  J. Astola, P. Haavisto, and Y. Neuvo, "Vector median Filters", Proc. IEEE, Vol 78 no. 4, April 1990, p. 678-689, 1990.

 

27.  R. Wichman, J. Astola, P. Heinonen and Y. Neuvo, "FIR-Median Hybrid Filters with Excellent Transient Response in Noisy Conditions", IEEE Trans. Acoust., Speech, and Signal Processing, Vol-ASSP 38, No. 12, December 1990.

 

28.  O.Yli-Harja, J. Astola, and Y. Neuvo, "Analysis of the Properties of Median and Weighted Median Filters Using Threshold Logic and Stack Decomposition", IEEE Trans. Signal Processing,    Vol. SP-39, pp. 395-410, February 1991.

 

29.  J. Astola and Y. Neuvo, "Matched median filtering" IEEE Trans. Communications, Vol. 40, No. 4, pp. 722-729, April 1992.

 

30.  J. Astola and Y. Neuvo, "Preface,” Special Issue on median and morphological filtering of Circuits, Systems and Signal Processing, vol 11, No 1, 1992, edited by J. Astola and Y. Neuvo., 1992.

 

31.  L. Koskinen and J. Astola, "Asymptotic Behaviour of Morphological Filters," Journal of Mathematical Imaging and Vision 2, 117-135, 1992.

 

32.  L. Yin, J. Astola and Y. Neuvo, "Adaptive stack filtering with applications to image processing", IEEE Transactions on Signal Processing, vol. 41, No 1, pp. 162-184, January 1993.

 

33.  L. Yin, J. Astola, Y. Neuvo, "A new class of nonlinear filters - neural filters", IEEE Transactions on Signal Processing, Vol. 41, No. 3, pp. 1201 - 1222, March 1993.

 

34.  L. Yin, J. Astola and Y. Neuvo, "Adaptive multistage weighted order statistic filters based on the backpropagation algorithm", IEEE Trans. Signal Processing, vol. 42, no. 2, pp. 419 - 422, February 1994.

 

35.  K. Kalliojärvi and J. Astola, "Required Coefficient Word Length in Floating-Point and Logarithmic Digital Filters", IEEE Signal Processing Letters, vol. 1, no. 3, pp. 52 - 54, March 1994.

 

36.  J. Astola and Y. Neuvo, "An efficient tool for analyzing weighted median and stack filters", IEEE Trans. Circuits and Systems vol 41, No 7, pp. 487-489, 1994.

 

37.  K. Tang, J. Astola and Y. Neuvo, "Multichannel edge enhancement in color image processing", IEEE Transaction on Circuits and Systems for Video Technology, vol. 4, no. 5, pp. 468 - 479, October 1994.

 

38.  P. Kuosmanen, J. Astola and S. Agaian, “On Rank Selection Probabilities”, IEEE Transactions on Signal Processing, Vol. 42, No. 11, pp. 3255-3258, November 1994.

 

39.  S. Agaian, J. Astola, K. Egiazarian and P. Kuosmanen, “Decompositional Methods for Stack Filtering using Fibonacci p-Codes”, Signal Processing, Vol. 41, No.1, January 1995.

 

40.  Q. Liu, J. Astola and Y. Neuvo, “Matched Median Filter for Detecting QAM Signals, IEEE Trans. Communications, Vol 43, No1, pp. 7-10, January 1995.

 

41.  D. Gevorkian, K. Egiazarian, S. Agaian, J. Astola, and O. Vainio, "Parallel Algorithms and VLSI Architectures for Stack Filtering using Fibonacci p-Codes", IEEE Transactions on Signal Processing, vol. 43, no. 1, pp. 286 - 295, January 1995.

 

42.  P. Kuosmanen and J. Astola, "Optimal Stack Filtering under Rank Selection and Structural Constraints", Signal Processing, vol. 41, no. 3, pp. 309 - 338, February 1995.

 

43.  R. Yang, L. Yin, M. Gabbouj, J. Astola, and Y, Neuvo, "Optimal weighted median filters under structural  constraints", IEEE Trans. Signal Processing, vol SP-43, No 3 pp. 591-604, March 1995.

 

44.  D. Akopian, O. Vainio, S. Agaian and J. Astola, "Processors for Generalized Stack Filters", IEEE Transactions on Signal Processing, vol. 43, no. 6, pp. 1541 - 1546, June 1995.

 

45.  K. Tang, J. Astola and Y. Neuvo, "Nonlinear Multivariate Image Filtering Techniques", IEEE Transactions on Image Processing, vol. 4, no. 6, pp. 788 - 798, June 1995.

 

46.  P. Kuosmanen and J. Astola, “Soft Morphological Filtering”, Journal of Mathematical Imaging and Vision, vol. 5, no. 3, pp. 231 - 262, September 1995.

 

47.  K. Egiazarian, J. Astola and S. Agaian, "Spectral Approach to Logical Distribution-Free Classification Problem", IEEE , pp. 2265 - 2268, 1995.

 

48.  P. Kuosmanen, P. Koivisto, H. Huttunen and J. Astola, "Shape Preservation Criteria and Optimal Soft Morphological Filtering", Journal of Mathematical Imaging and Vision, 1995.

 

49.  K. Egiazarian, O. Vainio and J. Astola, "Implementation of Cascaded and Recursive Stack Filters", Circuits Systems Signal Process, vol. 15, no. 1, pp. 93 - 110, 1996.

 

50.  P. Kuosmanen and J. Astola, “Breakdown Points, Breakdown Probabilities, Midpoint Sensitivity Curves, and Optimization of Stack Filters”, Circuits, Systems and Signal Processing, vol. 15, no. 2, pp. 165 - 211, February 1996.

 

51.  P. Kuosmanen, K. Egiazarian, J. Astola and S. Agaian, “Boolean Derivatives, Weighted Chow Parameters and Selection Probabilities of Stack Filters”, IEEE Transactions on Signal Processing, vol. 44, no. 7, pp. 1634 - 1641, July 1996.

 

52.  K. Kalliojärvi and J. Astola, "Roundoff Errors in Block-Floating-Point Systems", IEEE Transactions on Signal Processing, vol. 44, no. 4, pp. 783 - 790, 1996.

 

53.  J. Astola and J. Barrera, "Special section guest editorial", Journal of Electronic Imaging, vol. 5, no. 3, pp. 250 - 251, 1996.

 

54.  S. Atourian, D. Gevorkian, K. Egiazarian and J. Astola, "Efficient nonlinear transform methods for image processing", Journal of Electronic Imaging, vol. 5, no. 3, pp. 323 - 334, 1996.

 

55.  V. Lukin, V. Melnik, A. Progrebniak, A. Zelesky, J. Astola and K. Saarinen, "Digital adaptive robust algorithms for radal image filtering", Journal of Electronic Imaging, vol. 5, no.3, 1996.

 

56.  V. Melnik, V. Lukin, A. Zelensky, H. Huttunen and J. Astola, “Nonlinear locally adaptive and iterative algorithms of image restoration”, Journal of Electronic Imaging, Vol. 6, no. 4, pp. 439- 452, 1997.

 

57.  J. Astola, D. Akopian, O. Vainio and S. Agaian, “New Digit-Serial Implementations of Stack Filters”, Signal Processing, vol. 61, pp. 181-197, 1997.

 

58.  D. Akopian, O. Vainio, S. Agaian, and J. Astola, "SBNR processor for stack filters," IEEE Trans. Circuits and Systems II, vol. 44, pp. 197-208, Mar. 1997

 

59.  T. Jarske and J. Astola, “Nonlinear Operators for Error Diffusion”, to appear in Journal of Electronic Imaging, 1997.

 

60.  K. Egiazarian and J. Astola, “On Generalized Fibonacci Cubes and Unitary Transforms”, Applicable Algebra in Engineering, Communication and Computing, vol. 8, no 5, pp. 371 - 377, 1997

 

61.  D. Gevorkian, J. Astola and S. Atourian, “Improving Gil-Werman Algorithm for Running Min and Max Filters”, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 19, no. 5, pp. 526-529, 1997

 

62.  M. Helsingius, P. Kuosmanen and J. Astola, “Nonlinear Filters Using Quantum-dot Cells”, Electronic Letters, vol. 33, no. 20, pp. 1735-1736, 1997

 

63.  P. Kuosmanen and J. Astola, “Different Ideas Lead to theSame Result - Is Everything OK?”, Electronic Imaging, pp. 4, September 1997

 

64.  S. Alenius, U. Ruotsalainen, J. Astola: "Using local median as the location of the prior distribution in iterative emission tomography image reconstruction", IEEE Transactions on Nuclear Science, selected papers from the 1997 IEEE Medical Imaging Conference, vol. 45, no. 6(2), pp. 3097-3107, Dec. 1998

 

65.  S.M. Atourian, K.O. Egiazarian, D.Z. Gevorkian, J. Astola, “Combining the Discrete Wavelet Transforms and Rank-Order Based Filters for Image Restoration”. Optical Engineering, vol 37, no 1, pp. 189-201, 1998.

 

66.  R. Niemistö, I. Tabus, and J. Astola, “A Fast Algorithm for Adaptive Polynomial Filtering”. Signal Processing, no 70, pp. 147-151, 1998.

 

67.  O. V. Sarca, E. R. Dougherty, and J. Astola, “Secondarily constrained Boolean filters”, Signal Processing 71, pp. 247 - 263, 1998.

 

68.  I. Shmulevich, O. Yli-Harja, K. Egiazarian, and J. Astola, “Output Distributions of Recursive Stack Filters”, IEEE Signal Processing Letters, vol. 6, no. 7, pp. 175-178, 1997.

 

69.  S. Alenius, U. Ruotsalainen, J. Astola, “Attenuation Correction for PET Using Count-Limited Transmission Images Reconstructed with Median Root Prior”, IEEE Transactions on Nuclear Science, vol. 46, no. 3, pp. 646-651, 1997.

 

70.  J. Astola, and D. Akopian, "Architecture-Oriented Regular Algorithms for Sine and Cosine Transforms," IEEE Trans. Signal Processing, vol. 47, no. 4, April 1999

 

71.  O. V. Sarca, E.R. Dougherty, and J. Astola, “Two-stage Binary Filters”, Journal of Electronic Imaging, vol. 8, no. 3, pp. 219 - 232, July 1999

 

72.  K. Egiazarian, J. Astola, M. Helsingius, and P. Kuosmanen, “Adaptive Denoising and Lossy Compression of Images in Transform Domain”, Journal of Electronic Imaging, vol. 8, no. 3, pp. 233 - 245, July 1999

 

73.  L. Öktem, and J. Astola, “Hierarchical Enumerative Coding of Locally Stationary Binary Data”, Electronics Letters, An Internatinal Publication, vol. 35, no. 17, pp. 1428 - 1329, August 1999

 

74.  L. Öktem, and J. Astola, “Hierarchical Enumerative Coding of Firstorder Markovian Binary Sources”, Electronics Letters, An International Publication, vol. 35, no. 23, pp. 2003 - 2005, November 1999

 

75.  C.D. Giurcaneanu, I. Tabus, and J. Astola, “Adaptive context-based sequential prediction for lossless audio compression”, Signal Processing 80, pp. 2283 - 2294, December 1999.

 

76.  M. Helsingius, P. Kuosmanen, and J. Astola, “Image compression using multiple transforms”, Signal Processing: Image Communication 15, pp. 513-529, 2000.

 

77.  A. Vagharshakyan and J. Astola, “On Hidden Periodicities”, Circuits, Systems, and Signal Processing, vol. 19, no. 1, pp. 27 - 42, 2000.

 

78.  I. Shmulevich, K. Egiazarian, O. Yli-Harja and J. Astola: “Output Distributions of Stack Filters Using Ordered Binary Decision Diagrams”, Journal of Signal Processing, vol. 4, no. 2, pp. 195 - 200, March 2000.

 

79.  J. Takala, D. Akopian, J. Astola, and J. Saarinen, “Constant Geometry Algorithm for Discrete Cosine Transform”, IEEE Transactions on Signal Processing, vol. 48, no. 6, pp. 1840 - 1843, June 2000

 

80.  V.G. Labunets, A.V. Maidan, J. Astola, and K. Egiazarian, “Quazi-optimal Zernike Feature Selection”, Image Processing & Communications, vol. 7, no. 1 - 2, pp. 31 - 40, 2001

 

81.  V. Melnik, I. Schmulevich, K. Egiazarian, & J. Astola, “Block-Median Pyramidal Transform: Analysis and Denoising Applications”, IEEE Transaction on Signal Processing, vol. 49, no. 2, pp. 364-372, 2001.

 

82.  I. Shmulevich, M. Gabbouj, and J. Astola, “Complexity of the Consistency Problem for Certain Post Classess”, IEEE Transactions on Systems, Man, and Cybernetics, Part B; Cybernetics, vol. 31, no. 2, pp. 251 - 253, April 2001

 

83.  I. Shmulevich, A.D. Korshunov, and J. Astola, “Almost All Monotone Boolean Functions are Polynomially Learnable using Membership Queries”, Elsevier, Information Processing Letters 79, pp. 211 - 213, 2001.

 

84.  R.S. Stankovic, C. Moraga, and J. Astola, “From Fourier Expansions to Arithmetic-Haar Expressions on Quaternion Groups”, Applicable in Algebra in Engineering, Communication and Computing”, vol. 12, no. 3, pp. 227 - 253, July 2001.

 

85.  I. Tabus, C. Popeea, and J. Astola, “A Design Procedure for Optimal Energy Compaction IIR Filters”, IEEE Transactions on Circuits and Systems II: Analog and Digital Signal Processing, vol. 48, no. 7, pp. 740 - 744, July 2001

 

86.  V.P. Melnik, V.V. Lukin, A.A. Zelensky, J.T. Astola, and P. Kuosmanen, “Local Activity Indicators for Hard-Switching Adaptive Filtering of Images with Mixed Noise”, Optical Engineering, vol. 40, no. 8, pp. 1441 - 1455, August 2001.

 

87.  S. Peltonen, P. Kuosmanen, and J. Astola, “Output Distributional Influence Function”, IEEE Transactions on Signal Processing, Vol. 49, No. 9, pp. 1953 - 1960, September 2001.

 

88.  I. Tabus & J. Astola, “On the Use of MDL Principle in Gene Expression Prediction”, Applied Signal Processing, pp. 297 - 303, vol. 2001, no. 4, December 2001.

 

89.  R.S. Stankovic, J. Astola, M. Stankovic, and K. Egiazarian, “Circuit Synthesis from Fibonacci Decision Diagrams”, VLSI Design, International Journal of Custom-Chip Design, Simulation, and Testing, Vo. 14, No. 1, pp. 23 - 24, February 2002.

 

90.  E. Rundblad-Labunets, V. Labunets, J. Astola, and K. Egiazarian, “Fast Algorithms of Multidimensional Discrete Nonseparate K-Wave Transform”, IEEE Transactions on Signal Processing, Vol. 50, No. 6, pp. 1496 - 1507, June 2002.

 

91.  I. Shmulevich, O. Yli-Harja, J. Astola, and A. Korshunov, “On the Robustness of the Class of Stack Filters”, IEEE Transactions on Signal Processing, Vol. 50, No. 7, pp. 1640 - 1649, July 2002.

 

92.  R. Iordache, I. Tabus, and J. Astola, “Robust Index Assignment using Hadamard Transform for Vector Quantization Transmission over Finite-Memory Contagion Channels”, Circuits, Systems, and Signal Processing 21, 5, pp. 485-509, 2002.

 

93.  V. Katkovnik, K. Egiazarian & J. Astola, “Adaptive window size image de-noising based on intersection of confidence intervals (ISI) rule”, Journal of Mathematical Imaging and Vision 16, Kluwer Academic Publishers. pp. 223-235, 2002.

 

94.  A.V. Totsky, J. Astola, K. Egiazarian, A.V. Zelensky, I.V. Kurbatov & V.V. Lukin, “Signal Reconstruction by Bispectrum Estimations for Gaussian and Non-gaussian Noise Enviroment”, Foreign Radioelectronics. Successes of Modern Radioelectronics. 11, pp. 44-58, 2002.

 

95.  R. Öktem, L. Yaroslavsky, K. Egiazarian, & J. Astola, “Transform domain approaches for image denoising”, Journal of Electronic Imaging, Vol. 11, No. 2, s. 149-156, 2002.

 

96.  J. Astola, E. Dougherty, I. Shmulevich, and I. Tabus, “Genomic signal processing”, Signal Processing 83, Elsevier 4, 2003, pp. 691 - 694, 2003.

 

97.  D. Akopian, J. Takala, J. Saarinen & J. Astola, “Multistage Interconnection Networks for Parallel Viterbi Decoders”, IEEE Transactions on Communications 51, 9, pp. 1536-1545, 2003.

 

98.  S. Hautaniemi, O. Yli-Harja, J. Astola, P. Kauraniemi, A. Kallioniemi, M. Wolf, J. Ruiz, S. Mousses & O-P. Kallioniemi, “Analysis and Visualization of Gene Expression Microarray Data in Human Cancer using Self-organizing Maps”, Machine Learning 52, Kluwer Academic Publishers. 1-2, pp. 45-66, 2003.

 

99.  P. Koivisto, J. Astola, V. Lukin, V. Melnik, and O. Tsymbal, “Removing Impulse Bursts from Images by Training-Based Filtering”, EURASIP Journal on Applied Signal Processing 2003, No. 3, pp. 223 - 237, March 2003.

 

100. I. Shmulevich, J. Astola, D. Cogdell, S.R. Hamilton, and W. Zhang, “Data extraction from composite oligonucleotide microarrays”, Nucleic Acids Research, 2003, Vol. 31, No. 7 e36, 2003.

 

101. R. Stankovic, and J. Astola, “Design of Decision Diagrams with Increased Functionality of Nodes through Group Theory”, IEICE Transactions of Fundamentals, Vol. E86-A, No. 3, pp. 693 - 703, March 2003.

 

102. I. Tabus, J. Rissanen, and J. Astola, “Classification and feature gene selection using the normalized maximum likelihood model for discrete regression”, Signal Processing 83, 2003, pp. 713 - 727, 2003.

 

103. M.G. Karpovsky, R.S. Stankovic, and J.T. Astola, “Reduction of Sizes of Decision Diagrams by Autocorrelation Functions”, IEEE Transactions on Computers, Vol. 52, No. 5, pp. 592 - 606, May 2003.

 

104. V. Katkovnik, K., Egiazarian, & J. Astola, “Application of the ICI principle to window size adaptive median filtering”. Signal Processing 83, Elsevier Science BV. 2, s. 251-257, 2003.

 

105. M. Ponomarenko, K. Egiazarian, V. Lukin & J. Astola, “Compression of Image Block Means for Non-equal Block Partition Schemes using Delaunay Triangulation and Prediction”, IEEE Proceedings - Vision, Image and Signal Processing 150, 4, pp. 239-243, 2003.

 

106. B. Ryabko, J. Astola, and K. Egiazarian, “Fast Codes for Large Alphabets”, Communications in Information and Systems, Vol. 3, No. 2, pp. 139 - 152, October 2003.

 

107. I. Shmulevich, H. Lähdesmäki, E.R. Dougherty, J. Astola & W. Zhang, “The Role of Certain Post Classes in Boolean Network Models of Genetic Networks”, Proceedings of the National Academy of Sciences of the United States 100, 19, pp. 10734-10739, 2003.

 

108. M. Stankovic, R.S. Stankovic, J. Astola, and K. Egiazarian, “Fibonacci Spectral Transforms: Calculation, Algorithns and Circuit Realization”, Systems Analysis Modelling Simulaton, Vol. 43, No. 11, pp. 1463 - 1501, November 2003.

 

109. A.A. Zelenskii, V. V. Lukin, A. A. Kurekin & J. Astola, “Two-stage multichannel radar image processing with application of vector sigma filter”. Zarubezhnaya Radioelectronika Uspekhi Sovremennoi Elektroniki 11, pp. 55-63, 2003.

 

110. S. Agaian, H. Sarukhanyan, and J. Astola, “Skew Williamson-Hadamard Transforms”, Journal of Multiple-Valued Logic and Soft Computing, Vol. 10, No. 2,  pp. 173-187, 2004.

 

111. J.T. Astola, K. Egiazarian, M. Stankovic & R.S. Stankovic, “Fibonacci arithmetic expressions”. Automated and Remote Control 65, 6, pp. 842 - 856, 2004.

 

112. J. Astola, K. Egiazarian, M. Stankovic, and R. Stankovic, “Arithmetic Fibonacci Expressions”, Journal of Automation & Telemechanics, Russian Academy of Science, No. 6, pp. 4-21, 2004.

 

113. J.T. Astola, K.O. Egiazarian, I.V. Kurbatov, A.V., Totsky, and A.A. Zelensky, “Biospectrum based image reconstruction technique for jitter removal in additive Gaussian noise environment”, Foreign Radioelectronics. Success for Modern Radioelectronics 2004, No. 7, pp. 58-66, 2004.

 

114. C.D. Giurcaneanu, I. Tabus, J. Astola, J. Ollila, and M. Vihinen, “Fast iterative gene clustering based on information theoretic criteria for selecting the cluster structure”, Journal of Computational Biology 2004, Vol. 11, No. 4, pp. 660-682, 2004.

 

115. S. Hautaniemi, M. Ringner, P. Kauraniemi, R. Autio, H. Edgren, O. Yli-Harja, J. Astola, A.  Kallioniemi, and.O-P. Kallioniemi, “Astrategy for identifying putative causes of gene expression variation inhuman cancers”. Journal of The Franklin Institute 341, 1-2, pp. 77-88, 2004.

 

116. P. Kauraniemi, S. Hautaniemi, R. Autio, J. Astola, O. Monni, A. Elkahloun, and A. Kallioniemi,  “Effects of Herceptin treatment onglobal gene expression patterns in HER2-amplified and nonamplified breastcancer cell lines”. Oncogene 23, 4, pp. 1010-1013, 2004.

 

117. V.V. Lukin, N.N. Ponomarenko, S.K. Abramov, A.A. Zelensky, K.O. Egiazarian, and J.T. Astola, “Automatic robust procedure for radar image preliminary analysis and filtering”, Telecommunications and Radio Engineering 2004, Vol. 58, No. 5-6,  pp. 66-87, 2004.

 

118. D. Nicorici and J. Astola, “Segmentation of DNA into coding and noncoding regions based on recursive entropic segmentation and stop-codon statistics”. Eurasip Journal on Applied Signal Processing 2004, 1, pp. 81-91, 2004.

 

119. C. Rusu & J. Astola, “A note on argument principle”. IEEE Signal Processing Letters 11, 10, pp. 817-820, 2004.

 

120. R.S. Stankovic, C. Moraga & J. Astola, “Reed-Muller expressions in the previous decade. Journal of Multiple-Valued Logic and Soft Computing”, Special Issue Spectral Techniques in Digital Logic 10, 1, pp. 5-28, 2004.

 

121. M. Stankovic, R.S. Stankovic, J. Astola, and K. Egiazarian, “Fibonacci spectral transforms: calculation, algorithms and circuit realizations”, Systems Analysis Modelling Simulation 2004, Vol. 43, No. 11, pp. 1463-1501, 2004.

 

122. M. Stankovic, S. Stojkovic, J. Astola & K. Egiazarian, “Calculation of selection probabilities of stack filters through BDD”, Facta Universitatis (NIS), Series: Electronics and Energetics, Vol. 173, pp. 421-442, 2004.

 

123. A.V. Totsky, J.T. Astola, K.O. Egiazarian, I.V. Kurbatov, and A.A. Zelensky, “Image reconstruction using the bispectrum and tapering pre-distortions of image rows”, Foreign Radioelectronics. Success for Modern Radioelectronics 2004, No. 7, pp. 51-57, 2004.

 

124. A.V. Totsky, A. V., Popov, I.V. Kurbatov, V.V. Lukin, J.T. Astola, and K.O. Egiazarian, “Radar range-polarization profile estimation using bispectrum-based reconstruction of naval object shape”, Foreign Radioelectronics. Success for Modern Radioelectronics 2004, No. 7, pp. 40-50, 2004.

 

125. A.A. Zelenskii, V.V. Lukin, A.A. Kurekin, and J.T. Astola, “Two-stage multichannel radar image processing with application of vector sigma filter”, Zarubezhnaya Radioelectronika Uspekhi Sovremennoi Elektroniki 2004, No. 11, pp. 55-63, 2004.

 

126. D. Arango, P. Laiho, A. Kokko, P. Alhopuro, H. Sammalkorpi, R. Salovaara, D. Nicorici, S. Hautaniemi, H. Alazzouzi, J-P. Mecklin, H. Järvinen, A. Hemminki, J. Astola, S. Schwartz Jr. & L.A. Aaltonen, “Gene-expression profiling predicts recurrence in Dukes' C colorectal cancer”, Gastroenterology, 2004, Vol. 129, No. 3, pp. 874 - 884, 2004.

 

127. D. Akopian & J. Astola, “An optimal nonlinear extension of linear filters based on distributed arithmetic”, IEEE Transactions on Image Processing Vol. 14, No. 5, pp. 616-623, 2005.

128. J.A. Berger, S. Hautaniemi, A-K. Järvinen, H. Edgren, S.K. Mitra & J. Astola, “Optimized LOWESS normalization parameter selection for DNA microarray data”, BMC Bioinformatics 513 p. 2004.

 

129. C. D. Giurcaneanu, I. Tabus. & J. Astola, “Clustering time series gene expression data based on sum-of-exponentials fitting”, EURASIP Journal on applied Signal Processing, Vol. 2005, No. 8,  pp. 1159-1173, 2005.

 

130. V. Katkovnik, K. Egiazarian & J. Astola, “A spatially adaptive nonparametric regression image deblurring”, IEEE Transactions on Image Processing, Vol. 14, No. 10,  pp. 1469-1478, 2005.

 

131. E. Pogossova, K Egiazarian, A. Gotchev and J. Astola, “Tree-structured Legendre multi-wavelets”, Lecture Notes in Computer Science  3643, pp. 291-300, 2005.

 

132. N. Ponomarenko, V. Lukin, K. Egiazarian & J. Astola, “DCT based high quality image compression”, Lecture notes in computer science, 3540 pp. 1177-1185, 2005.

 

133. N. Ponomarenko, V. Lukin, M. Zriakhov, K. Egiazarian & J. Astola, “Lossy compression of images with additive noise”, Lecture notes in computer science, 3708 pp. 381-386, 2005.

 

134. H. Sarukhanyan, S. Agaian, J. Astola & K. Egiazarian, “Decomposition of binary matrices and fast Hadamard transforms”, Circuits, Systems, and Signal Processing, Vol. 24, No. 4, pp. 385-400, 2005.

 

 

135. A.V. Totsky, I. V. Kurbatov, G. I. Khlopov, S. I. Khomenko,  V. Y. Morozov, J. T. Astola & K. O. Egiazarian, “Extraction of instantaneous frequencies from time-varying bispectrum estimates of coherent radar echo responses from moving objects”, Telecommunications and Radio Engineering 64, Begell House Inc.. 11, pp. 889-900, 2005.

136. K. Tunyan, K. Egiazarian, A. Tuniev. & J. Astola, “An efficient approach to the linear least squares problem”, SIAM Journal on Matrix Analysis and Applications, Vol. 26, No. 2, pp. 583-598, 2005.

 

137. O.V. Tsymbal, V.V. N.N. Ponomarenko, A.A. Zelensky, K.O. Egiazarian & J.T. Astola, “Three-state locally adaptive texture preserving filter for radar and optical image processing”. EURASIP Journal on Applied Signal Processing, Vol. 2005, No. 8, pp. 1185-1204, 2005.

 

138. I. Aizenberg & J. Astola, “Discrete generalized Fresnel functions and transforms in an arbitrary discrete basis”, IEEE Transactions on Signal Processing 54, 11, pp. 4261-4270, 2006.

 

139. J. A. Berger, S. Hautaniemi, S. K. Mitra & J. Astola, “Jointly analyzing gene expression and copy number data in breast cancer using data reduction models”. IEEE/ACM Transactions on Computational Biology and Bioinformatics Vol. 3, No. 1, pp. 2-16, 2006.

 

140. E.R. Dougherty, J. Astola, J. Goutsias & I. Shmulevich, “Guest editorial genomic signal processing”, IEEE Transactions on Signal Processing, Vol. 54, No. 6, Part 2, pp. 2373-2374, 2006.

 

141. A.P. Klapuri, A.J. Eronen & J. Astola, “Analysis of the meter of acoustic musical signals”, IEEE Transactions on Audio, Speech and Language Processing, Vol. 14, No. 1, pp. 342-355, 2006.

 

142. D. Nicorici, O. Yli-Harja, & J. Astola, “Finding large domains of similarity expressed genes”, IEEE Engineering in Medicine and Biology Magazine, Vol. 25, No. 1, pp. 82-89, 2006.

 

143. J.A. Nikara, J.H. Takala & J.T. Astola, “Discrete cosine and sine transforms - regular algorithms and pipeline architectures”. Signal Processing, Vol. 86, No. 2, pp. 230-249, 2006.

 

144. A.Norkin, A. Aksay, C. Bilen, G. B. Akar, A. Gotchevand J. Astola, “Schemes for multiple description coding of stereoscopic video”, Lecture Notes in Computer Science, No. 4105, pp. 730-737, 2006.

 

145. N. Ponomarenko, V. Lukin, K. Egiazarian, J. Astola, B. Vozel and K. Chehdi, “Hybrid sigma filter for processing images corrupted by multiplicative noise”, Lecture Notes in Computer Science 4179, pp. 46-54, 2006.

 

146. I. Tabus, A. Hategan, C. Mircean, J. Rissanen, I. Shmulevich, W. Zhang & J. Astola, “Nonlinear modeling of protein expressions in protein arrays”, IEEE Transactions on Signal Processing, Vol. 54, No. 6, Part 2, pp. 2394-2407, 2006.

 

147. Boris Ryabko, Jaakko Astola and Alex Gammerman. “Application of Kolmogorov complexity and universal codes to identity testing and nonparametric testing of serial independence for time series”.  Theoretical Computer Science, v. 359, pp.440-448, 2006.

 

148. A. Totsky, D. Fevralev, V. , V. Katkovnik, D. Paliy, K. Egiazarian, O. Pogrebnyak, and J. Astola, “Performance Study of Adaptive Filtering in Signal Reconstruction”, Circuits, Systems, and Signal Processing, Vol. 25, No. 3, pp. 315-342, 2006.

 

149. Boris Ryabko and Jaakko Astola. Universal Codes as a Basis for Time Series Testing
  Statistical Methodology, v. 3, pp.375-397 ,2006

 

150. G.  Korodi, I. Tabus, J. Rissanen and J. Astola,  “DNA sequence compression”, IEEE Signal Processing Magazine, No. 24, Vol. 1, pp. 47-53, 2007.

 

151. N.N. Ponomarenko, K.O. Egiazarian, V.V. Lukin and J. Astola, “High-quality DCT-based image compression using partition schemes!, IEEE  Signal Processing Letters, No.14, Vol. 2, pp. 105-108, 2007.

 

152. S. Stankovic and J. Astola, “XML framework for various types of decision diagrams for discrete functions”, IEICE Transactions on Information and Systems, E90-D 11, 10 p, 2007.

 

153. I. Aizenberg, D.V. Paliy, J.M. Zurada and J. Astola, “Blur identification by multilayer neural network based on multivalued neurons”, IEEE Transactions on Neural Network, No. 19, Vol. 5, pp. 883-898, 2008.

 

154. V. Katkovnik, J. Astola and K. Egiazarian, “Discrete diffraction transform for propagation, reconstruction, and design of wavefield distributions”, Applied Optics, No. 47, Vol. 19, pp. 3481-3493, 2008.

 

155. Boris Ryabko, Jaakko Astola and Alex Gammerman. Adaptive Coding and Prediction of Sources With Large and Infinite Alphabets. IEEE Transactions on Information Theory, Vol. 54, No. 8, 2008, pp.3808-3813.

 

156. V. Katkovnik, J.Astola and K. Egiazarian, “Phase local approximation (PhaseLa) technique for phase unwrap from noisy data”, IEEE Transactions on Image Processing, No. 17, Vol. 6, pp. 833-846, 2008.

 

157. V.V. Lukin, S. Peltonen, P.Y. Yeltsov, S.K. Abramov, A.N. Besedin and J. Astola, “Removal of mixed poisson and impulse noise in 1-D signals by non-adaptive and adaptive nonlinear filters”, Telecommunications and Radio Engineering, No. 67, Vol. 14, pp. 1247-1267, 2008.

 

158. J. Astola, K. Egiazarian,  G. Khlopov, S. Khomenko, I. Kurbatov, V. Morozov & A. Totsky,. “Application of bispectrum estimation for time-frequency analysis of ground surveillance Doppler radar echo signals”, IEEE Transactions on Instrumentation and Measurement 57 9, pp. 1949-1957, 2008.

 

159. E. B. Bilcu and J. Astola, "A hybrid approach to bilingual text-to-phoneme mapping", Facta Univ. Ser.: Elec. Energ., vol. 21, No. 1, April 2008, pp. 91-105.

 

160. J. Bioucas-Dias, V. Katkovnik, J. Astola, & K. Egiazarian, 2008. ”Absolute phase estimation: adaptive local denoising and global unwrapping”, Aplied Optics 47 29, pp. 5358-5369.

 

161. J. Dougherty, I. Tabus and J. Astola. ”Inference of gene regulatory networks based on a universal minimum description length”. EURASIP Journal of Bioinformatics and Systems Biology. Article ID 482090, 11 pages, doi:10.1155/2008/482090, 2008.

 

162. S. Kilpinen, R. Autio, K. Ojala, K. Iljin, E. Bucher, H. Sara, T. Pisto, M. Saarela, R. I. Skotheim, M. Björkman, J.-P. Mpindi, S. Haapa-Paananen, P. Vainio, H. Edgren, M. Wolf, J. Astola, M. Nees, S. Hautaniemi, and O. Kallioniemi, “Systematic bioinformatic analysis of expression levels of 17330 human genes across 9783 samples from 175 types of healthy and pathological tissues”, Genome Biology, 9(R139), 2008.

 

163. V. Lukin, S. Abramov, B. Vozel, K. Chehdi, J. Astola, Segmentation-based method for blind evaluation of noise variance in images, SPIE Journal on Applied Remote Sensing, Vol. 2, Aug. 2008, 15 p. (open access paper).

 

164. R. Autio, S. Kilpinen, M. Saarela, O. Kallioniemi, S. Hautaniemi, and J. Astola, “Comparison of Affymetrix data normalization methods using 6,926 experiments across five array generations”, BMC Bioinformatics, Supplementary Issue, 2009.

 

165. R. Autio, M. Saarela, A.-K. Järvinen, S. Hautaniemi, and J. Astola, “Advanced analysis and visualization of gene copy number and expression data”, BMC Bioinformatics, Supplementary Issue, Jan 2009.

 

166. V. Katkovnik, A. Migukin, and J. Astola, "Backward discrete wave field propagation modeling as an inverse problem: toward perfect reconstruction of wave field distributions", Applied Optics, Vol. 48 Issue 18, pp.3407-3423 (2009).

 

167. S. Minasyan, R. Stankovic, K. Egiazarian, J. Astola, ”Hybrid Reed-Muller Haar Representations of Logic Functions”, Journal of Multiple-Valued Logic and Soft Computing, vol 15, no 4,pp.341-359 2009.

168. V. Katkovnik, A. Foi, K. Egiazarian, and J. Astola, "From local kernel to nonlocal multiple-model image denoising", to appear Int. J. Computer Vision. doi:10.1007/s11263-009-0272-7, 2009.

169. Stankovic, S. & Astola, J. 2009. QDD based method of automatic cirquit design for Xilinx Virtex-5 FPGA devices. Journal of Multiple-Valued Logic and Soft Computing 15 5-6, pp. 547-567, 2009.

170. Ponomarenko, N., Krivenko, S., Lukin, V., Egiazarian, K. & Astola, J. Lossy compression of noisy images based on visual quality: a comrehensive study. EURASIP Journal on Advances in Signal Processing 2010 976436, 13 p. . 2010

171. Astola, J.T, Egiazarian, K.O., Molchanov, P.A. Orlenko, V.M. & Totsky, A.V.  “Reduction of aspect dependent speckle fluctuations in high-resolution radar range profiles”. Telecommunications and Radio Engineering C/C of elektrosviaz' and radiotekhnika 69 8, pp. 687-698.  2010

 

172. Ponomarenko, N.N., Lukin, V.V., Zriakhov, M.S., Kaarna, A. & Astola, J.T..  An automation approach to lossy compression of a viris hyperspectral data”. Telecommunications and Radio Engineering 69 6, pp. 537-563, 2010

 

173. Lukin, V.V., Fevralev, D.V., Ponomarenko, N.N., Abramov, S.K., Pogrebnyak, O., Egiazarian, K.O. & Astola, J.T.. Discrete cosine transform-based local adaptive filtering of images corrupted by nonstationary noise. Journal of Electronic Imaging 19 2, 023007, 15 p. 2010

 

174. Migukin, Artem; Katkovnik, Vladimir; Astola, Jaakko 2011.Wave Field Reconstruction From Multiple Plane Intensity-Only Data: Augmented Lagrangian Algorithm .Journal Optical Society of America A: Optics, Image Science, and Vision vol. 28, num. 6, 993-1001.

 

175. Ghiurcau, Marius Vasile; Rusu, Corneliu; Bilcu, Radu Ciprian; Astola, Jaakko 2012.
Audio based solutions for detecting intruders in wild areas vol. 92, num. 3, 829-840.
http://dx.doi.org/10.1016/j.sigpro.2011.10.001

 

176. Migukin, Artem; Katkovnik, Vladimir; Astola, Jaakko 2011. Wave Field Reconstruction From Multiple Plane Intensity-Only Data: Augmented Lagrangian Algorithm, Journal Optical Society of America A: Optics, Image Science, and Vision vol. 28, num. 6, 993-1001. http://dx.doi.org/10.1364/JOSAA.28.000993

 

177. Roenko, A.A.; Lukin, V.V.; Totsky, A.V.; Djurovic, I.; Astola, Jaakko T. 2011.
Robust DFT-based signal processing for vegetation clutter suppression in ground surveillance doppler radars, Telecommunications and Radio Engineering (English translation of Elektrosvyaz and Radiotekhnika) vol. 70, num. 18, 1659-1672.
http://dx.doi.org/10.1615/TelecomRadEng.v70.i18.50

 

 

Chapters in books

 

178. J. Astola, L. Koskinen and Y. Neuvo, “Statistical Properties of Discrete Morphological Filters” in E. Dougherty ed., Mathematical Morphology in Image Processing, Marcel Dekker, New York, pp. 93 - 120, 1992.

 

179. J. Astola and E. Dougherty, “Nonlinear Filters”, in E. Dougherty ed. Digital Image Processing Methods, Marcel Dekker, New York, pp. 1 - 42, 1994.

 

180. J. Astola and P. Kuosmanen, "Representation and Optimization of Stack Filters", Lecture notes of the tutorial cource in Proc. of Summer School on Morphological Image and Signal Processing, pp. 1 - 35, Zakopane, Poland, September 1995.

 

181. J. Astola and P. Kuosmanen, “Representation and Optimization of Stack Filters”, SPIE/IEEE Series on Imaging Science & Engineering, IEEE Press, New York, pp. 237 - 279, 1999.

 

182. J. Astola and P. Kuosmanen, “Invariant Signals of Median and Stack Filters”, SPIE/IEEE Series on Imaging Science & Engineering, IEEE Press, New York, pp. 281 - 298, 1999.

 

183. K. Egiazarian, J. Astola and P. Kuosmanen, “Binary Polynomial Transforms and Logical Correlation”, SPIE/IEEE Series on Imaging Science & Engineering, IEEE Press, New York, pp. 299 - 354, 1999.

 

184. K. Egiazarian, J. Astola, S. Agaian and R. …ktem, “Applications of Binary Polynomial Transforms”, SPIE/IEEE Series on Imaging Science & Engineering, IEEE Press, New York, pp. 355 - 417, 1999.

 

185. K. Egiazarian, R.S., Stankovic, J. Astola, & H. Huttunen. “Decision Diagram Representations for Fitness and Average Fitness Functions in Analysis of Genetic Algorithms”. In: Mastorakis, N. (ed.) Artificial Intelligence Series, A Series of Reference and Textbooks: Advances in Fuzzy Systems and Evolutionary Computation. s. 290-292, 2001.

 

186. S. Peltonen, P. Kuosmanen, K. Egiazarian, M. Gabbouj, and J. Astola, “Analysis and Optimization of Weighted Order Statistic and Stack Filters”, in S. K. Mitra and G. L. Sicuranza edited book, Nonlinear Image Processing, Academic Press, San Diego, USA, pp. 1 - 26, 2001.

 

187. I. Tabus, C. Mircean, W. Zhang, I. Shmulevich & J. Astola, “Transcriptome-based glioma classification using informative gene set”. In: Zhang, W. & Fuller, G. N. (eds.). Genomic and Molecular Neuro-Oncology. Jones and Bartlett Publishers. pp. 205-220, 2004.

 

188. I. Tabus, and J. Astola, “Gene feature selection”, in E.R. Dougherty, I. Shmulevich, J. Chen. & J. Wang, “Genomic Signal Processing and Statistics”, Eurasip Book Series on Signal Processing and Communications, pp. 67-92, 2005.

 

189. H. Lähdesmäki, I. Shmulevich, O. Yli-Harja & J. Astola, “Inference of genetic regulatory networks via best-fit extensions”, In: Zhang, W. & Shmulevich, I. (eds.). Computational and Statistical Approaches to Genomics 2. ed., pp. 259-278, 2006.

 

190. I. Tabus, J. Rissanen & J. Astola, “Nonlinear signal modeling and structure selection with applications to genomics. In: Marshall, S. & Sicuranza, G. L. (eds.). Advances in Nonlinear Signal and Image Processing 6, Hindawi Publishing Corporation. pp. 79-101, 2006.

 

191. A. Norkin, M. Oguz Bici, A. Aksay, C. Bilen, A. Gotchev, G. B. Akar, K. Egiazarian, and J. Astola, Multiple description coding and its relevance to 3DTV, in edited book “Three-Dimensional Television: Capture, Transmission and Display”, (H.M. Ozaktas and L. Onural, Eds.), Springer, Heidelberg, 2008, pp. 371-426.

 

192. N.N.Ponomarenko, V.V. Lukin, A.A. Zelensky, K.O.Egiazarian, and J.Astola, “Image inpainting based on entropy of DCT coefficients”, in Book: Information, telecommunications and program products of digital signal processing (ed. V.I.Marchuk), Shakhty, 2008, pp. 5-24 (in Russian).

 

193. R.S. Stanković, J. Astola, ”Edge-valued decision diagrams based on partial Reed-Muller transforms”, in Marchuk, V.I., (ed.),  Practical Aspects of Digital Signal Processing, Shakhty SRSUES, 2008, 10-20.

 

194. V.V. Lukin, D.V. Fevralev, S.K. Abramov, N.N. Ponomarenko, S.S. Krivenko, O.B. Pogrebnyak, K.O. Egiazarian, J.T. Astola, I. Djurovič, Removal of non-stationary noise by DCT based locally adaptive filtering, book chapter to Practical Aspects of Digital Signal Processing, Shakhty, Russia, 2009.

 

195. Stankovic, Radomir S.; Stankovic, Stanislav; Astola, Helena; Astola, Jaakko T. 2010.
Equivalence Classes of Boolean Functions In: Sasao, Tsutomu; Butler, Jon T. (ed.) . Progress in Applications of Boolean Functions. Synthesis Lectures on Digital Circuits and Systems San Francisco, Morgan & Claypool . http://dx.doi.org/10.2200/S00243ED1V01Y200912DCS026

National Series

 

196. J. Astola, "On the non-existence of certain perfect Lee-error-correcting codes", Ann. Univ. Turku, Ser. A I 167, pp. 13, 1975.

 

197. J. Astola, "On perfect codes in the Lee-metric", Ann. Univ. Turku, Ser. A I 176, pp. 56, 1978. (PhD thesis)

 

198. J. Astola, "On perfect Lee-codes over small alphabets of odd cardinality", in The Very Knowledge of Coding, Published on the occasion of the fiftieth birthday of Professor Aimo Tietäväinen, pp. 40-42, Turku, 1987.

 

199. P. Kuosmanen and J. Astola, "Selection Probabilities", Department of Mathematical Sciences, University of Tampere, Tampere, Finland, Report 272, ISBN 951-44-3301-7, January 1993.

 

 

Laboratory Reports and Others

 

200. The Theory of Lee Codes, Research Report, Lappeenranta University of Technology, Lappeenranta Finland, ISBN 951-763-201-0, ISSN 0357-5950, 1982

201. J. Astola and I. Virtanen, "A measure of overall statistical dependence based on the entropy concept", Proceedings of the University of Vaasa, 91, pp. 34, 1983.

 

202. R. Hamila, J. Astola, M. Gabbouj and M. Renfors, “Teager Energy and the Ambiguilty Function”, Tampere University of Technology, Signal Processing Laboratory, no. 2-1997, pp. 12, 1997.

 

203. I. Tabus, C. Popeea, J. Rissanen and J. Astola, “Recursive Procedures for Extending the Alphabet of Markov Sources”, no 1/98, ISBN 951-722-935-6,  pp. 24, 1998.

 

204. A. Klapuri, A.J. Eronen, and J.T. & Astola, “Automatic estimation of the meter of acoustic musical signals”, nr. 1-2004, ISBN 952-15-1149-4, pp. 14, 2004.

 

205. D. Nicorici, O. Yli-Harja & J. Astola, “Stochastic complexity of vectors containing cluster structure. Tampere University of Technology, Institute of Signal Processing, Report 2, Tampere. pp. 6, 2006.

 

206. P.G. Bergan, J. Astola, J. Arnbak, E. Neuhold, B. Wahlberg, I. Johansen, "Information Technology Research within the Technical-Industrial Research Institutes in Norway - An Evaluation, The Research Council of Norway, 1996.

 

207. R. S. Stankovic, C. Moraga, and J. Astola, “Readings in Fourier Analysis on Finite Non-Abelian Group”, TICSP Series #5, September 1999.

 

208. R.S. Stankovic, M. Moraga. J.T. Astola, and K. Egiazarian, “Fibonacci Decision Diagrams”, TICSP Series #8, 2000.

 

209. L. Yaroslavsky, K. Egiazarian, and J. Astola, “Transform Domain Image Restoration Methods: Review, Comparison and Interpretation”, TICSP Series #9, 2000.

 

210. R. Stankovic, T. Sasao, and J. Astola, “Publications in the First Twenty Years of Switching Theory and Logic Design”, TICSP Series #14, 2001.

 

211. K. Egiazarian, R.S., Stankovic, J. Astola, & H. Huttunen. “Decision Diagram Representations for Fitness and Average Fitness Functions in Analysis of Genetic Algorithms”. In: Mastorakis, N. (ed.) Artificial Intelligence Series, A Series of Reference and Textbooks: Advances in Fuzzy Systems and Evolutionary Computation. s. 290-292, 2001.

 

212. V. Katkovnik, K. Egiazarian, and J. Astola, “Adaptive Varying Scale Methods in Image Processing, Part II, Denoising and Deblurring”, TICSP Series #19, 2003.

 

213. J. Astola and E. Danielian, “Regularly Varying Skewed Distributions generated by Birth-Death Process”, TICSP Series #27, 2004.

 

214. G.P. Kulemin, A.A. Zelensky, J.T. Astola, V.V. Lukin, K.O. Egiazarian, A.A. Kurekin, N.N. Ponomarenko, S.K. Abramov, O.V. Tsymbal, Y.A. Goroshko, and Y.V. Tarnavsky, “Methods and Algorithms for Pre-processing and Classification of Multichannel Radar Remote Sensing Images”, TICSP Series #28, 2004.

 

215. J. Astola, and E. Danielian, “Frequency distributions in biomolecular systems and growing networks”. TICSP Series # 31, 2007.

 

 

216. J.Astola, K. Egiazarian & E. Dougherty, (eds.), 2008. Proceedings of SPIE, Image Processing: Algorithms and Systems VI, 6812, 504 p.

 

217. R.S. Stanković, J. Astola, Gibbs Derivatives – the First Forty Years, TICSP Series no 39,  2008, ISBN 978-952-15-1973-4

 

218. R.S. Stanković, J. Astola,  (eds.), On the contributions of Akira Nakashima to Switching Theory, Reprints from the Early Days of Information Sciences, Vol. 2, No. 1, 2008, ISBN 978-952-15-1980-2.