Publications about 'probability'

Books and proceedings

1. Zhi-Hua Zhou. Machine Learning. Springer Singapore, 2021. Keyword(s): Machine Learning, Book on Machine Learning, Computer Science, Learning Algorithms, Neural Networks, Support Vector Machines, Decision Trees, Classification, Clustering, Supervised Learning, Semi-Supervised Learning, Unsupervised Learning, Metric Learning, Feature Selection, Rule Learning, Mathematical Models, Reinforcement Learning, Bayesian Networks, ML, AI, Artificial Intelligence. [Abstract] [bibtex-entry]



2. Marc Peter Deisenroth, A. Aldo Faisal, and Cheng Soon Ong. Mathematics for Machine Learning. Campbridge University Press, 2020. Keyword(s): Machine Learning, Textbook, Introduction to Machine Learning, Mathematical Foundations, Linear Algebra, Analytic Geometry, Matrix Decompositions, Vector Calculus, Probability, Distributions, Optimization, Central Machine Learning Problems, Models and Data, Linear Regression, Dimensionality Reduction, Principle Components Analysis, Density Estimation, Gaussian Mixture, Support Vector Machines. [bibtex-entry]



3. Roland Siegwart. Introduction to autonomous mobile robots, Intelligent robotics and autonomous agents series. MIT Press, Cambridge, Massachusetts, 2nd ed. / / Roland Siegwart, Illah R. Nourbakhsh, and Davide Scaramuzza edition, 2011. Keyword(s): Autonomous robots. [Abstract] [bibtex-entry]

Thesis

1. Muhammad Adnan Siddique. SAR tomography as an add-on to persistent scatterer interferometry for improved deformation coverage. PhD thesis, ETH Zurich, 2018. Keyword(s): SAR Processing, SAR Tomography, deformation analysis in urban and alpine areas, persistent scatterer interferometry, PSI, atmospheric phase corrections, radar interferometry, differential SAR tomography, SAR interferometry, InSAR, SAR, SAR tomography, Synthetic aperture radar (SAR), deformation, SAR signal processing, Radar signal processing, SAR Interferometry, InSAR, interferometric stacking, persistent scatterer interferometry, PSI, spaceborne SAR radar interferometry, spaceborne radar, X-Band, TerraSAR-X, synthetic aperture radar, tomography, 3-D point cloud retrieval, SAR tomography based 3-D point cloud extraction, high-resolution spaceborne SAR, Cosmo Skymed, interferometric stack, layover scenario case, persistent scatterer interferometry, PSI, point-like scatterer, processing approach, Alpine Remote Sensing, Spaceborne radar, Synthetic aperture radar, Three-dimensional displays, Tomography, 3-D point cloud, SAR interferometry, Cosmo SkyMed, Matter Valley, Switzerland, Alps, mountainous terrain, layover. [Abstract] [bibtex-entry]

Articles in journal or book chapters

1. Elise Colin Koeniguer and Jean-Marie Nicolas. Change Detection Based on the Coefficient of Variation in SAR Time-Series of Urban Areas. Remote Sensing, 12(13), 2020. Keyword(s): REASSESS. [Abstract] [bibtex-entry]



2. Muhammad Adnan Siddique, Urs Wegmuller, Irena Hajnsek, and Othmar Frey. SAR Tomography as an Add-On to PSI: Detection of Coherent Scatterers in the Presence of Phase Instabilities. Remote Sensing, 10(7):1014, 2018. Keyword(s): SAR Processing, SAR tomography, Synthetic aperture radar (SAR), SAR Interferometry, InSAR, interferometric stacking, persistent scatterer interferometry, PSI, spaceborne SAR radar interferometry, spaceborne radar, X-Band, TerraSAR-X, synthetic aperture radar, tomography, 3-D point cloud retrieval, SAR tomography based 3-D point cloud extraction, high-resolution spaceborne SAR, Barcelona, interferometric stack, layover scenario case, persistent scatterer interferometry, PSI, point-like scatterer, processing approach, Urban Remote Sensing, Spaceborne radar, Synthetic aperture radar, Three-dimensional displays, Tomography, 3-D point cloud, SAR interferometry, deformation, displacement, subsidence, detection, urban deformation monitoring, radar interferometry, displacement mapping, spaceborne SAR, differential interferometry, differential tomography, coherent scatterer detection. [Abstract] [bibtex-entry]



3. Alessandra Budillon, Angel Caroline Johnsy, and Gilda Schirinzi. Extension of a Fast GLRT Algorithm to 5D SAR Tomography of Urban Areas. Remote Sensing, 9(8), 2017. Keyword(s): SAR Processing, SAR Tomography, radar detection, GLRT, Fast GLRT, deformation, PSI, persistent scatterer interferometry, displacement mapping, radar receivers, radar resolution, synthetic aperture radar, tomography, GLRT detector, ROC curve, SAR tomography, Sup-GLRT, elevation direction, generalized likelihood ratio test detector, multiple scatterer detection, nominal system resolution, nominal system super-resolution, receiver operating characteristic curve, signal sparsity, signal support detection operation, signal support estimation operation, signal-to-noise ratio, subspace energy measurement, synthetic aperture radar, Earth, Estimation, Signal resolution, Spatial resolution, Synthetic aperture radar, Tomography, Generalized likelihood ratio test (GLRT), radar detection, sparse signals, synthetic aperture radar (SAR). [Abstract] [bibtex-entry]



4. Fabrizio Argenti, Alessandro Lapini, Tiziano Bianchi, and Luciano Alparone. A Tutorial on Speckle Reduction in Synthetic Aperture Radar Images. IEEE Geoscience and Remote Sensing Magazine, 1(3):6-35, Sep. 2013. Keyword(s): Teaching. [Abstract] [bibtex-entry]



5. P. Frolind, A. Gustavsson, M. Lundberg, and L. M. H. Ulander. Circular-Aperture VHF-Band Synthetic Aperture Radar for Detection of Vehicles in Forest Concealment. IEEE Transactions on Geoscience and Remote Sensing, 50(4):1329-1339, April 2012. Keyword(s): focusing, image resolution, radar imaging, synthetic aperture radar, VHF devices, circular-aperture VHF-band synthetic aperture radar, vehicles, dense forest concealment, image resolution, object information, signal processing, imaging geometry, high-quality image focusing, contrast optimization, false-alarm rate, detection probability, frequency 20 MHz to 90 MHz, Focusing, Vehicles, Apertures, Radar tracking, Image resolution, Geometry, Circular aperture, forest concealment, synthetic aperture radar (SAR), target detection, very high frequency (VHF). [Abstract] [bibtex-entry]



6. Xiao Xiang Zhu and Richard Bamler. Super-Resolution Power and Robustness of Compressive Sensing for Spectral Estimation With Application to Spaceborne Tomographic SAR. IEEE Trans. Geosci. Remote Sens., 50(1):247-258, January 2012. Keyword(s): SAR Processing, SAR Tomography, Tomography, Compressive Sensing, CS, InSAR, SAR Interferometry, Interferometry, Persistent Scatterer Interferometry, PSI, TerraSAR-X, X-band, Estimation, Image resolution, Minimization, Noise, Robustness, Strontium, Tomography, Fourier analysis, data acquisition, geophysical techniques, least squares approximations, maximum likelihood estimation, minimisation, probability, remote sensing by radar, spaceborne radar, synthetic aperture radar, tomography, Fourier domain sample, Rayleigh resolution analysis, SL1MMER algorithm, TomoSAR algorithm, compressive sensing robustness analysis, generic super-resolution problem, maximum likelihood parameter estimation, nonlinear least-squares estimation, numerical simulation, probability, spaceborne SAR tomography, sparse spectral estimation, spectral estimation method, super-resolution power, uniformly distributed phase difference analysis, Compressive sensing (CS), SAR tomography (TomoSAR), SL1MMER, spectral estimation, super-resolution (SR). [Abstract] [bibtex-entry]



7. E.J. Candes and Y. Plan. A Probabilistic and RIPless Theory of Compressed Sensing. IEEE Transactions on Information Theory, 57(11):7235-7254, November 2011. Keyword(s): Fourier coefficients, Gaussian model, RIPless theory, compressed sensing, frequency measurements, probabilistic theory, probability distribution, restricted isometry property, signal random model, sparse signals, Fourier analysis, data compression, random processes, signal reconstruction, statistical distributions;. [Abstract] [bibtex-entry]



8. M. C. Cuenca, A. J. Hooper, and Ramon F. Hanssen. A New Method for Temporal Phase Unwrapping of Persistent Scatterers InSAR Time Series. IEEE Trans. Geosci. Remote Sens., 49(11):4606-4615, November 2011. Keyword(s): Bayesian theory, InSAR time series, Southern Netherlands, persistent scatterer technique, probability density function, radar time series, spatially correlated information, temporal algorithm, temporal phase unwrapping, Bayes methods, geophysical image processing, radar imaging, radar interferometry, spatiotemporal phenomena, synthetic aperture radar, time series;. [Abstract] [bibtex-entry]



9. K. Goel and N. Adam. Three-Dimensional Positioning of Point Scatterers Based on Radargrammetry. IEEE Trans. Geosci. Remote Sens., PP(99):1-9, 2011. Keyword(s): SAR Processing, SAR Tomography, Tomography. [Abstract] [bibtex-entry]



10. E.J. Candes and T. Tao. The Power of Convex Relaxation: Near-Optimal Matrix Completion. IEEE Transactions on Information Theory, 56(5):2053-2080, May 2010. Keyword(s): collaborative filtering, convex relaxation, free probability, information theoretic limit, matrix completion problem, near-optimal matrix completion, nuclear norm minimization, random matrices, random matrix theory, semidefinite programming, convex programming, information theory, random processes;. [Abstract] [bibtex-entry]



11. Jong-Sen Lee, Jen-Hung Wen, T.L. Ainsworth, Kun-Shan Chen, and A.J. Chen. Improved Sigma Filter for Speckle Filtering of SAR Imagery. IEEE Transactions on Geoscience and Remote Sensing, 47(1):202-213, January 2009. [Abstract] [bibtex-entry]



12. D. Pastina, F. Colone, and P. Lombardo. Effect of Apodization on SAR Image Understanding. IEEE Transactions on Geoscience and Remote Sensing, 45(11):3533-3551, November 2007. Keyword(s): SAR Processing, Apodization, Spatially Variant Apodization, SVA, SAR images, apodization effect, homogeneous regions, main lobe resolution preservation, pixel complex amplitude, probability density function, radar cross sections, sidelobe level reduction, statistical moments, statistical properties, supervised classification, synthetic aperture radar images, geophysical techniques, image classification, radar cross-sections, synthetic aperture radar. [Abstract] [bibtex-entry]



13. E.J. Candes, J. Romberg, and T. Tao. Robust uncertainty principles: exact signal reconstruction from highly incomplete frequency information. IEEE Transactions on Information Theory, 52(2):489-509, feb. 2006. Keyword(s): Fourier coefficient, convex optimization, discrete-time signal, image reconstruction, incomplete frequency information, linear programming, minimization problem, nonlinear sampling theorem, piecewise constant object, probability value, robust uncertainty principle, signal reconstruction, sparse random matrix, trigonometric expansion, Fourier analysis, convex programming, image reconstruction, image sampling, indeterminancy, linear programming, minimisation, piecewise constant techniques, probability, signal reconstruction, signal sampling, sparse matrices;. [Abstract] [bibtex-entry]



14. Y. Yamaguchi, T. Moriyama, M. Ishido, and H. Yamada. Four-component scattering model for polarimetric SAR image decomposition. IEEE Trans. Geosci. Remote Sens., 43(8):1699-1706, August 2005. Keyword(s): SAR Processing, polarimetric decomposition, Yamaguchi decomposition, asymmetric covariance matrix, cloud, co-pol correlation, cross-pol correlation, dipole scatterers, double bounce scattering, four-component scattering model, helix scattering power, image decomposition, nonreflection symmetric scattering, polarimetric SAR, probability density function, radar polarimetry, reflection symmetry condition, scattering contribution decomposition, surface scattering, symmetric covariance matrix, synthetic aperture radar, three-component decomposition method, urban area scattering, volume scattering, covariance matrices, geophysical signal processing, probability, radar polarimetry, remote sensing by radar, synthetic aperture radar. [Abstract] [bibtex-entry]



15. Bert M. Kampes and Ramon F. Hanssen. Ambiguity resolution for permanent scatterer interferometry. IEEE Trans. Geosci. Remote Sens., 42(11):2446-2453, November 2004. Keyword(s): LAMBDA method, ambiguity decorrelation, ambiguity resolution, bootstrap estimation, carrier phase observations, global positioning systems, integer least squares estimation, multivariate normal distribution, nonlinear parameter inversion algorithm, permanent scatterer interferometry, phase cycle ambiguity estimation, synthetic aperture radar interferometry, system of equations, variance-covariance matrix, geophysical signal processing, least squares approximations, normal distribution, parameter estimation, radiowave interferometry, remote sensing, remote sensing by radar, synthetic aperture radar;. [Abstract] [bibtex-entry]



16. Curtis W. Chen and Howard A. Zebker. Phase unwrapping for large SAR interferograms: statistical segmentation and generalized network models. IEEE Trans. Geosci. Remote Sens., 40(8):1709-1719, August 2002. Keyword(s): SAR Processing, phase unwrapping, SNAPHU, geophysical signal processing, image segmentation, optimisation, radar imaging, radiowave interferometry, remote sensing by radar, statistical analysis, synthetic aperture radar, InSAR data, SNAPHU, a posteriori probability, central Alaska, full-size interferograrn, generalized network models, interferometric input data, interferometric synthetic aperture radar data, large SAR interferograms, network-flow, nonlinear solver, phase unwrapping, secondary optimization problem, statistical models, statistical segmentation, statistical-cost network-flow phase-unwrapping algorithm, tile-unwrapping stage, tiles, topographic interferogram, Algorithm design and analysis, Data analysis, Geophysics computing, Partitioning algorithms, Phase estimation, Probability, Synthetic aperture radar interferometry, Two dimensional displays. [Abstract] [bibtex-entry]



17. Christoph H. Gierull and Ishuwa C. Sikaneta. Estimating the effective number of looks in interferometric SAR data. IEEE Trans. Geosci. Remote Sens., 40(8):1733-1742, August 2002. Keyword(s): SAR Processing, ENL, effective number of looks, maximum likelihood estimation, method of moments, radar imaging, radiowave interferometry, remote sensing by radar, synthetic aperture radar, CFAR detection thresholds, MoM, adjacent pixels, compensation, complex correlation coefficient, constant false alarm rate detection thresholds, filtering, interferometric SAR data, maximum-likelihood estimator, moving-target detection, multilook interferometric phase, pdf, probability density function, statistical dependence, synthetic aperture radar images, Clutter, Interferometry, Layout, Maximum likelihood estimation, Pixel, Probability density function, Radar detection, Speckle, Statistics. [Abstract] [bibtex-entry]



18. Curtis W. Chen and Howard A. Zebker. Two-dimensional phase unwrapping with use of statistical models for cost functions in nonlinear optimization. J. Opt. Soc. Am. A, 18(2):338-351, February 2001. Keyword(s): SAR Processing, phase unwrapping, SNAPHU, SAR Interferometry, InSAR, Synthetic aperture radar, Phase. [Abstract] [bibtex-entry]



19. Ludwig Rössing and Joachim H.G. Ender. Multi-Antenna SAR Tomography Using Superresolution Techniques. EUSAR 2000 Special Issue, Frequenz, Zeitschrift für Telekommunikation (Journal of Telecommunications), 55:123-128, March 2001. Keyword(s): SAR Processing, Tomography, SAR Tomography, Interferometry, Multi-Antenna Interferometry, 3D imaging, superresolution, a posteriori probability density function, Airborne SAR, X-Band, Multi-Channel X-Band, AER-II, FGAN. [Abstract] [bibtex-entry]



20. Jong-Sen Lee, K. W. Hoppel, S. A. Mango, and A. R. Miller. Intensity and phase statistics of multilook polarimetric and interferometric SAR imagery. IEEE Trans. Geosci. Remote Sens., 32(5):1017-1028, September 1994. Keyword(s): feature extraction, geophysical techniques, geophysics computing, image coding, image recognition, remote sensing by radar, synthetic aperture radar, complex correlation coefficient, data compression, decorrelation effects, feature classification, feature extraction, geophysical measurement technique, image classification, intensity statistics, interferometric SAR imagery, land surface imaging, multilook phase difference, multilook polarimetry, phase statistics, probability density function, radar remote sensing, scattering matrix, signal processing, speckle reduction, synthetic aperture radar, Covariance matrix, Decorrelation, Density functional theory, NASA, Phase measurement, Radar polarimetry, Radar scattering, Sea measurements, Speckle, Statistics. [Abstract] [bibtex-entry]



21. C. Y. Chang and John C. Curlander. Application of the Multiple PRF Technique to Resolve Doppler Centroid Estimation Ambiguity for Spaceborne SAR. IEEE Transactions on Geoscience and Remote Sensing, 30(5):941-949, September 1992. Keyword(s): SAR Processing, Doppler Centroid, Doppler Centroid Estimation, Multiple PRF Technique, Range Cross-Correlation Technique, Clutterlock, SIR-C. [Abstract] [bibtex-entry]



22. A. G. Stove. Linear FMCW radar techniques. IEE Proceedings F - Radar and Signal Processing, 139(5):343-350, October 1992. Keyword(s): SAR Processing, FMCW, FMCW radar, frequency modulation, military systems, radar systems, automotive radars, frequency modulated continuous wave, linear FMCW radar, low probability of intercept waveform, moving target indication, naval tactical navigation radars, reflected power canceller, solid-state transmitters, Frequency modulation, Radar. [Abstract] [bibtex-entry]



23. H. E. Rauch, F. Tung, and T.C. Striebel. Maximum Likelihood Estimates of Linear Dynamic Systems. AIAA JOURNAL, 3(8):1445-1450, August 1965. Keyword(s): INS/GNSS, INS/GNSS integration, Rauch-Tung-Striebel Smoothing, RTS, Kalman Filter. [Abstract] [bibtex-entry]

Conference articles

1. Karlus A. Câmara de Macedo, Rolf Scheiber, and Alberto Moreira. First Evaluations of Airborne InSAR Time-Series. In Proc. of EUSAR 2006 - 6th European Conference on Synthetic Aperture Radar, 2006. Keyword(s): SAR Processing, PSI, Persistent Scatterer Interferometry, Differential SAR Interferometry, Permanent Scatterers, Phase Gradient Autofocus, PS-PGA, Autofocus, Motion Compensation, Residual Motion Error, Repeat-Pass Interferometry, Phase Calibration, Baseline Calibration, Tomographic Baseline Calibration, Airborne SAR, E-SAR. [Abstract] [bibtex-entry]

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This collection of SAR literature is far from being complete.
It is rather a collection of papers which I store in my literature data base. Hence, the list of publications under PUBLICATIONS OF AUTHOR'S NAME should NOT be mistaken for a complete bibliography of that author.

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