MAD Robust Fusion with Non-Gaussian Channel Noise Export

@article{VietIEICE2009, abstract = {To solve the problem of distributed multisensor fusion, the optimal linear methods can be used in Gaussian noise models. In practice, channel noise distributions are usually non-Gaussian, possibly heavy-tailed, making linear methods fail. By combining a classical tool of optimal linear fusion and a robust statistical method, the two-stage MAD robust fusion (MADRF) algorithm is proposed. It effectively performs both in symmetrically and asymmetrically contaminated Gaussian channel noise with contamination parameters varying over a wide range.}, author = {Nguyen, Nga-Viet and Shevlyakov, Georgy and Shin, Vladimir}, citeulike-article-id = {5133508}, citeulike-linkout-0 = {http://dx.doi.org/10.1587/transfun.E92.A.1293}, citeulike-linkout-1 = {http://www.jstage.jst.go.jp/article/transfun/E92.A/5/E92.A_1293/_article/-char/ja/}, citeulike-linkout-2 = {http://www.jstage.jst.go.jp/article/transfun/E92.A/5/E92.A_1293/_article/}, doi = {10.1587/transfun.E92.A.1293}, journal = {IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences}, keywords = {rsef2009, vietieice2009}, number = {5}, pages = {1293--1300}, posted-at = {2009-07-13 08:00:07}, priority = {2}, title = {MAD Robust Fusion with Non-Gaussian Channel Noise}, url = {http://dx.doi.org/10.1587/transfun.E92.A.1293}, volume = {E92.A}, year = {2009} }

TY - JOUR ID - VietIEICE2009 L3 - citeulike-article-id:5133508 N2 - To solve the problem of distributed multisensor fusion, the optimal linear methods can be used in Gaussian noise models. In practice, channel noise distributions are usually non-Gaussian, possibly heavy-tailed, making linear methods fail. By combining a classical tool of optimal linear fusion and a robust statistical method, the two-stage MAD robust fusion (MADRF) algorithm is proposed. It effectively performs both in symmetrically and asymmetrically contaminated Gaussian channel noise with contamination parameters varying over a wide range. IS - 5 JF - IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences EP - 1300 TI - MAD Robust Fusion with Non-Gaussian Channel Noise VL - E92.A SP - 1293 KW - rsef2009 KW - vietieice2009 AU - Nguyen, Nga-Viet AU - Shevlyakov, Georgy AU - Shin, Vladimir PY - 2009/// UR - http://dx.doi.org/10.1587/transfun.E92.A.1293 ER -