Publications before 2001


  • De Lathauwer L., De Moor B., Vandewalle J., Blind source separation by higher-order singular value decomposition'', in Proc. of the 7th European Signal Processing Conference (EUSIPCO'94), Edinburgh, UK, Sep. 1994, pp. 175-178.

  • De Lathauwer L., De Moor B., Vandewalle J., ``Fetal electrocardiogram extraction by source subspace separation'', in Proc. of IEEE Signal Processing / Athos Workshop on Higher-Order Statistics, Girona, Spain, Jun. 1995, pp. 134-138.

  • De Lathauwer L., De Moor B., Vandewalle J., ``The application of higher-order singular value decomposition to independent component analysis'', in SVD and Signal Processing, III: Algorithms, Architectures and Applications, (Moonen M., and De Moor B., eds.), Elsevier, 1995, pp. 383-390.

  • De Lathauwer L., Comon P., De Moor B., Vandewalle J., ``Higher-order power method - application in independent component analysis'', in Proc. of the International Symposium on Nonlinear Theory and its Applications (NOLTA'95), Las Vegas, Nevada, Dec. 1995, pp. 91-96.

  • De Lathauwer L., De Moor B., Vandewalle J., ``Independent component analysis based on higher-order statistics only'', in Proc. of the 8th IEEE SP Workshop on Statistical Signal and Array Processing (SSAP'96), Corfu, Greece, Jun. 1996, pp. 356-359.

  • De Lathauwer L., De Moor B., Vandewalle J., ``Blind source separation by simultaneous third-order tensor diagonalization'', in Proc. of the 8th European Signal Processing Conference (EUSIPCO'96), Trieste, Italy, Sep. 1996, pp. 2089-2092.

  • De Lathauwer L., De Moor B., Vandewalle J., ``A technique for higher-order-only blind source separation'', in Proc. of the International Conference on Neural Information Processing (ICONIP'96), Hong Kong, Sep. 1996, pp. 1223-1228.

  • De Lathauwer L., De Moor B., Vandewalle J., ``Dimensionality Reduction in Higher-Order-Only ICA'', in Proc. of the IEEE Signal Processing Workshop on Higher-Order Statistics (HOS-97), Banff, Canada, Jul. 1997, pp. 316-320.

  • De Lathauwer L., Signal Processing based on Multilinear Algebra, PhD thesis, Faculty of Engineering, K.U.Leuven (Leuven, Belgium), Sep. 1997, 256 p.

  • De Lathauwer L., De Moor B., ``From Matrix to Tensor : Multilinear Algebra and Signal Processing'', in Mathematics in Signal Processing IV, (McWhirter J., ed.), Selected papers presented at 4th IMA Int. Conf. on Mathematics in Signal Processing, Oxford University Press (Oxford, United Kingdom), 1998, pp. 1-15.

  • De Lathauwer L., Vandewalle J., De Moor B., ``Jacobi-Algorithm for Simultaneous Generalized Schur Decomposition in Higher-Order-Only ICA'', in Proc. of the IEEE Benelux Signal Processing Chapter 1998 Signal Processing Symposium (SPS'98), Leuven, Belgium, Mar. 1998, pp. 67-70.

  • De Lathauwer L., Vandewalle J., ``A Residual Bound for the Mixing Matrix in ICA'', in Proc. of the IXth European Signal Processing Conference (EUSIPCO-98), Rhodos, Greece, Sep. 1998, pp. 2065-2068.

  • De Lathauwer L., Comon P., ``Editorial - Blind source separation and multichannel deconvolution'', Signal Processing, Special Issue on Blind Source Separation and Multichannel Deconvolution, vol. 73, no. 1-2, Feb. 1999, pp. 1-2.

  • De Lathauwer L., Comon P., (Eds.), ``Blind source separation and multichannel deconvolution'', Special Issue Signal Processing, vol. 73 of Signal Processing, Elsevier 1999, 190 p.

  • De Lathauwer L., Comon P., De Moor B., Vandewalle J., ``ICA algorithms for 3 sources and 2 sensors'', in Proc. of the IEEE Signal Processing Workshop on Higher-Order Statistics (HOS'99), Caesarea, Israel, Jun. 1999, pp. 116-120.

  • De Lathauwer L., De Moor B., Vandewalle J., ``ICA techniques for more sources than sensors'', in Proc. of the IEEE Signal Processing Workshop on Higher-Order Statistics (HOS'99), Caesarea, Israel, Jun. 1999, pp. 121-124.

  • Cambre J., De Lathauwer L., De Moor B., ``Best rank-(R,R,R) super-symmetric tensor approximation - a continuous-time approach'', in Proc. IEEE Signal Processing Workshop on Higher-Order Statistics (HOS'99), Caesarea, Israel, Jun. 1999, pp. 242-246.

  • De Lathauwer L., De Moor B., Vandewalle J., ``A multilinear singular value decomposition'', SIAM J. Matrix Anal. Appl., vol. 21, no. 4, Apr. 2000, pp. 1253-1278.

  • De Lathauwer L., De Moor B., Vandewalle J., ``On the Best rank-1 and Rank-(R_1, R_2, ..., R_N) Approximation of Higher-Order Tensors'', SIAM J. Matrix Anal. Appl., vol. 21, no. 4, Apr. 2000, pp. 1324-1342.

  • De Lathauwer L., De Moor B., Vandewalle J., ``Fetal Electrocardiogram Extraction by Blind Source Subspace Separation'', IEEE Transactions on Biomedical Engineering, Special Topic Section on Advances in Statistical Signal Processing for Biomedicine, vol. 47, no. 5, May 2000, pp. 567-572.

  • De Lathauwer L., De Moor B., Vandewalle J., ``An Introduction to Independent Component Analysis'', Journal of Chemometrics, Special Issue on Multi-Way Analysis, vol. 14, no. 3, May-Jun. 2000, pp. 123-149.

  • De Lathauwer L., De Moor B., Vandewalle J., ``SVD-based methodologies for fetal electrocardiogram extraction'', in Proc. of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2000), Istanbul, Turkey, Jun. 2000, pp. 3771-3774.

  • De Lathauwer L., De Moor B., Vandewalle J., ``An algebraic approach to blind MIMO identification'', in Proc. of the 2nd Int. Workshop on independent component analysis and blind source separation (ICA 2000), Helsinki, Finland, Jun. 2000, pp. 211-214.

  • Van Gestel T., De Moor B., De Lathauwer L., Lemmerling P., Buijs J., Favoreel W., Vanderick L., Depreter A., Hoornaert L., Crepel M., ``Survey of specific electric consumptions and consumption profiles of domestic appliances'', Revue d'Electricit'e et d'Electronique Industrielle - Tijdschrift voor Elektriciteit en Industriële Electronica, Special Issue on les émissions de CO2 due á la conversion d'énergie : une analyse du cycle de vie - De oorsprong van CO2-emissies ten gevolge van energieconversie, herfst 2000, pp. 14-19.

  • De Lathauwer L., De Moor B., Vandewalle J., ``An algebraic ICA algorithm for 3 sources and 2 sensors'', in Proc. of the Xth European Signal Processing Conference (EUSIPCO 2000), Tampere, Finland, Sep. 2000, pp. CD-ROM.

  • Chen B., Petropulu A., De Lathauwer L., De Moor B., ``Blind MIMO System Identification Based on Cross-Polyspectra'', in Proc. of the Xth European Signal Processing Conference (EUSIPCO 2000), Tampere, Finland, Sept. 2000, pp. CD-ROM.

  • De Lathauwer L., De Moor B., Vandewalle J., ``An Algebraic Approach to the Blind Identification of Paraunitary Filters'', in CD-ROM Proc. of the IEEE Wireless Communications and Networking Conference 2000 (WCNC 2000), Chicago, USA, Sep. 2000, 4 p.