Manufacturing Engineer · 2005 · 66 citations · 5 references
Two-dimensional ChannelsEngineeringMachine LearningNon-trivial Interference ConditionsInterference CancellationChannel CharacterizationStatistical Signal ProcessingChannel Capacity EstimationPattern RecognitionSignal DetectionChannel EqualizationComputer EngineeringComputer ScienceGeneralized Belief PropagationMulti-user DetectionSignal ProcessingBelief Propagation ReceiverChannel EstimationNear-optimal DetectionTractable Gbp Receiver
We propose a generalized belief propagation (GBP) receiver for two-dimensional (2D) channels with memory, which is applicative to 2D intersymbol interference (ISI) equalization and multiuser detection (MUD). Our experimental study demonstrates that under non-trivial interference conditions, the performance of this fully tractable GBP receiver is almost identical to the performance of the optimal maximum a-posteriori (MAP) receiver.
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Near Shannon limit performance of low density paritycheck codes
David Mackay, Radford M. Neal · Electronics Letters · 1997 · 2.7K citations
Iterative detection of 2-dimensional ISI channels