On Marginal Distributions of the Ordered Eigenvalues of Certain Random Matrices

This paper presents a general expression for the marginal distributions of the ordered eigenvalues of certain important random matrices. The expression, given in terms of matrix determinants, is compacter in representation and more efficient in computational complexity than existing results in the literature. As an illustrative application of the new result, we then analyze the performance of the multiple-input multiple-output singular value decomposition system. Analytical expressions for the average symbol error rate and the outage probability are derived, assuming the general double-scattering fading condition.

[1]  Jack M. Winters,et al.  Optimum Combining in Digital Mobile Radio with Cochannel Interference , 1984, IEEE Journal on Selected Areas in Communications.

[2]  Matthew R. McKay,et al.  Analytical Performance of MIMO Multichannel Beamforming in the Presence of Unequal Power Cochannel Interference and Noise , 2009, IEEE Transactions on Signal Processing.

[3]  Mohamed-Slim Alouini,et al.  Largest eigenvalue of complex Wishart matrices and performance analysis of MIMO MRC systems , 2003, IEEE J. Sel. Areas Commun..

[4]  Emre Telatar,et al.  Capacity of Multi-antenna Gaussian Channels , 1999, Eur. Trans. Telecommun..

[5]  Helmut Bölcskei,et al.  Outdoor MIMO wireless channels: models and performance prediction , 2002, IEEE Trans. Commun..

[6]  Ammar B. Kouki,et al.  On MIMO channel capacity, correlations, and keyholes: analysis of degenerate channels , 2002, IEEE Trans. Commun..

[7]  Ranjan K. Mallik,et al.  Bounds and approximations for optimum combining of signals in the presence of multiple cochannel interferers and thermal noise , 2003, IEEE Trans. Commun..

[8]  Mohamed-Slim Alouini,et al.  Quadratic forms in complex Gaussian matrices and performance analysis of MIMO systems with cochannel interference , 2004, IEEE Transactions on Wireless Communications.

[9]  Joachim Speidel,et al.  Characterization of Mutual Information of Spatially Correlated MIMO Channels with Keyhole , 2007, 2007 IEEE International Conference on Communications.

[10]  Matthew R. McKay,et al.  Transmit Beamforming in Rayleigh Product MIMO Channels: Capacity and Performance Analysis , 2008, IEEE Transactions on Signal Processing.

[11]  Daniel Pérez Palomar,et al.  Minimum BER Linear MIMO Transceivers With Adaptive Number of Substreams , 2009, IEEE Transactions on Signal Processing.

[12]  Matthew R. McKay,et al.  Asymptotic SER and Outage Probability of MIMO MRC in Correlated Fading , 2007, IEEE Signal Processing Letters.

[13]  Sonia Aïssa,et al.  Joint and Marginal Eigenvalue Distributions of (Non)Central Complex Wishart Matrices and PDF-Based Approach for Characterizing the Capacity Statistics of MIMO Ricean and Rayleigh Fading Channels , 2007, IEEE Transactions on Wireless Communications.

[14]  E. Wigner Characteristic Vectors of Bordered Matrices with Infinite Dimensions I , 1955 .

[15]  V. Marčenko,et al.  DISTRIBUTION OF EIGENVALUES FOR SOME SETS OF RANDOM MATRICES , 1967 .

[16]  Matthew R. McKay,et al.  MIMO Multichannel Beamforming in Interference-Limited Ricean Fading Channels , 2008, IEEE GLOBECOM 2008 - 2008 IEEE Global Telecommunications Conference.

[17]  Sonia Aïssa,et al.  Impact of Spatial Fading Correlation and Keyhole on the Capacity of MIMO Systems with Transmitter and Receiver CSI , 2008, IEEE Transactions on Wireless Communications.

[18]  J. Wishart THE GENERALISED PRODUCT MOMENT DISTRIBUTION IN SAMPLES FROM A NORMAL MULTIVARIATE POPULATION , 1928 .

[19]  Caijun Zhong,et al.  Performance analysis of a Rayleigh-product MIMO channel with receiver correlation and cochannel interference , 2008, 2008 IEEE International Conference on Acoustics, Speech and Signal Processing.

[20]  Marco Chiani,et al.  Joint distribution of an arbitrary subset of the ordered eigenvalues of Wishart matrices , 2008, 2008 IEEE 19th International Symposium on Personal, Indoor and Mobile Radio Communications.

[21]  Hyundong Shin,et al.  MIMO Diversity in the Presence of Double Scattering , 2005, IEEE Transactions on Information Theory.

[22]  Yonghong Zeng,et al.  Eigenvalue-based spectrum sensing algorithms for cognitive radio , 2008, IEEE Transactions on Communications.

[23]  Reinaldo A. Valenzuela,et al.  Keyholes, correlations, and capacities of multielement transmit and receive antennas , 2002, IEEE Trans. Wirel. Commun..

[24]  Pascal Bianchi,et al.  Cooperative spectrum sensing using random matrix theory , 2008, 2008 3rd International Symposium on Wireless Pervasive Computing.

[25]  S. Verdú,et al.  Mutual Information and Eigenvalue Distribution of MIMO Ricean Channels , 2004 .

[26]  Mohamed-Slim Alouini,et al.  Outage probability of mimo optimum combining in presence of unbalanced co-channel interferers and noise , 2006, IEEE Transactions on Wireless Communications.

[27]  Sonia Aïssa,et al.  Eigenvalue Distributions of Wishart-Type Random Matrices with Application to the Performance Analysis of MIMO MRC Systems , 2007, IEEE Transactions on Wireless Communications.

[28]  Alba Pagès-Zamora,et al.  Diversity and Multiplexing Tradeoff of Spatial Multiplexing MIMO Systems With CSI , 2008, IEEE Transactions on Information Theory.

[29]  Daniel Pérez Palomar,et al.  High-SNR Analytical Performance of Spatial Multiplexing MIMO Systems With CSI , 2007, IEEE Transactions on Signal Processing.

[30]  Herbert A. David,et al.  Order Statistics , 2011, International Encyclopedia of Statistical Science.

[31]  Fredrik Tufvesson,et al.  Keyhole Effects in MIMO Wireless Channels - Measurements and Theory , 2003, GLOBECOM '03. IEEE Global Telecommunications Conference (IEEE Cat. No.03CH37489).

[32]  Mansoor Shafi,et al.  Capacity of MIMO systems with semicorrelated flat fading , 2003, IEEE Trans. Inf. Theory.

[33]  Caijun Zhong,et al.  Ergodic Capacity Analysis of Amplify-and-Forward MIMO Dual-Hop Systems , 2008, IEEE Transactions on Information Theory.

[34]  Moe Z. Win,et al.  On the marginal distribution of the eigenvalues of wishart matrices , 2009, IEEE Transactions on Communications.

[35]  Titus K. Y. Lo Maximum ratio transmission , 1999, IEEE Trans. Commun..

[36]  Moe Z. Win,et al.  On the capacity of spatially correlated MIMO Rayleigh-fading channels , 2003, IEEE Trans. Inf. Theory.

[37]  Ranjan K. Mallik,et al.  Analysis of transmit-receive diversity in Rayleigh fading , 2003, IEEE Trans. Commun..

[38]  Jean-Claude Belfiore,et al.  On the Diversity of Rayleigh Product Channels , 2007, 2007 IEEE International Symposium on Information Theory.

[39]  Aris L. Moustakas,et al.  Capacity and Character Expansions: Moment-Generating Function and Other Exact Results for MIMO Correlated Channels , 2005, IEEE Transactions on Information Theory.

[40]  Moe Z. Win,et al.  Error probability for optimum combining of M-ary PSK signals in the presence of interference and noise , 2003, IEEE Trans. Commun..

[41]  Daniel Pérez Palomar,et al.  Ordered Eigenvalues of a General Class of Hermitian Random Matrices With Application to the Performance Analysis of MIMO Systems , 2009, IEEE Transactions on Signal Processing.

[42]  H. N. Nagaraja,et al.  Order Statistics, Third Edition , 2005, Wiley Series in Probability and Statistics.

[43]  Matthew R. McKay,et al.  MIMO multichannel beamforming: SER and outage using new eigenvalue distributions of complex noncentral Wishart matrices , 2006, IEEE Transactions on Communications.

[44]  Moe Z. Win,et al.  On optimum combining of M-PSK signals with unequal-power interferers and noise , 2005, IEEE Transactions on Communications.

[45]  Hyundong Shin,et al.  Capacity of multiple-antenna fading channels: spatial fading correlation, double scattering, and keyhole , 2003, IEEE Trans. Inf. Theory.

[46]  Matthew R. McKay,et al.  Performance Analysis of MIMO-MRC in Double-Correlated Rayleigh Environments , 2005, IEEE Transactions on Communications.

[47]  Matthew R. McKay,et al.  MIMO multi-channel beamforming in double-scattering channels , 2009, 2009 IEEE International Conference on Acoustics, Speech and Signal Processing.

[48]  J.E. Mazo,et al.  Digital communications , 1985, Proceedings of the IEEE.

[49]  Matthew R. McKay,et al.  Capacity Analysis for MIMO Two-Hop Amplify-and-Forward Relaying Systems with the Source to Destination Link , 2009, 2009 IEEE International Conference on Communications.

[50]  Ranjan K. Mallik,et al.  The pseudo-Wishart distribution and its application to MIMO systems , 2003, IEEE Trans. Inf. Theory.

[51]  Sergey Loyka,et al.  Multi-Keyhole MIMO Channels: Asymptotic Analysis of Outage Capacity , 2006, 2006 IEEE International Symposium on Information Theory.

[52]  Hyundong Shin,et al.  On the capacity of doubly correlated MIMO channels , 2005, IEEE Transactions on Wireless Communications.

[53]  Marco Chiani,et al.  The PDF of the lth Largest Eigenvalue of Central Wishart Matrices and its Application to the Performance Analysis of MIMO Systems , 2008, IEEE GLOBECOM 2008 - 2008 IEEE Global Telecommunications Conference.

[54]  Akhilesh Pandey,et al.  Random Matrix Model for Nakagami–Hoyt Fading , 2010, IEEE Transactions on Information Theory.

[55]  Roberto Garello,et al.  Exact non-asymptotic threshold for eigenvalue-based spectrum sensing , 2009, 2009 4th International Conference on Cognitive Radio Oriented Wireless Networks and Communications.

[56]  Jean-Claude Belfiore,et al.  Diversity-Multiplexing Tradeoff of Double Scattering MIMO Channels , 2006, IEEE Transactions on Information Theory.

[57]  Carl D. Meyer,et al.  Matrix Analysis and Applied Linear Algebra , 2000 .

[58]  Antonia Maria Tulino,et al.  Random Matrix Theory and Wireless Communications , 2004, Found. Trends Commun. Inf. Theory.

[59]  Matthew R. McKay,et al.  Error probability and SINR analysis of optimum combining in rician fading , 2009, IEEE Transactions on Communications.

[60]  Antonia Maria Tulino,et al.  Eigenvalue Statistics of Finite-Dimensional Random Matrices for MIMO Wireless Communications , 2006, 2006 IEEE International Conference on Communications.