
Information Theory
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信息论课程笔记
拉普拉斯的汪
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Distributed Source Coding
Reference:Elements of Information Theory, 2nd EditionSlides of EE4560, TUD文章目录IntroductionSlepian-Wolf CodingRandom BinningEncoding and Decoding SchemeOutline of Proof: AchievabilityInterpretation of Slepian-Wolf CodingIntroductionWe know how to enc原创 2021-04-13 06:09:10 · 335 阅读 · 0 评论 -
Network Information Theory
Reference:Elements of Information Theory, 2nd EditionSlides of EE4560, TUDContentIntroduction-Network IT FeaturesDiscrete Memoryless Multiple-Access ChannelBinary Multiplier ChannelBinary Erasure MA ChannelGaussian MA ChannelGaussian FDMA CapacityGaussi原创 2021-04-12 06:42:06 · 948 阅读 · 0 评论 -
Rate Distortion Theory
Reference:Elements of Information Theory, 2nd EditionSlides of EE4560, TUDContentQuantizationRate-Distortion TheoryBinary SourceGaussian SourceIndependent Gaussian VariablesGaussian Sources with MemoryAchievability of R(D)R(D)R(D) for i.i.d. SourcesFor原创 2021-04-01 03:32:36 · 657 阅读 · 0 评论 -
Data Compression
Reference:Elements of Information Theory, 2nd EditionSlides of EE4560, TUDContentConsequences of The AEP: Data CompressionSource CodesKraft InequalityOptimal CodesBounds on the optimal code lengthShannon CodeHuffman CodeArithmetic CodingProblem descrip原创 2021-03-19 05:53:22 · 678 阅读 · 0 评论 -
Channel Capacity 3: Gaussian Channel
Reference:Elements of Information Theory, 2nd EditionSlides of EE4560, TUD文章目录Differential EntropyGaussian ChannelsGaussian Channel CapacityBand-Limited ChannelParallel Gaussian ChannelsGaussian Channels with FeedbackDifferential EntropyWe now introdu原创 2021-03-07 03:24:15 · 451 阅读 · 0 评论 -
Channel Capacity 2: Channel Coding Theorem
Reference:Elements of Information Theory, 2nd EditionSlides of EE4560, TUDContentPreliminariesJointly Typical SequencesChannel Coding TheoremChannel with FeedbackSource-Channel SeparationPreliminariesWe analyze a communication system as shown in Figur原创 2021-03-02 06:37:32 · 463 阅读 · 0 评论 -
Channel Capacity 1: Discrete Channels
Reference:Elements of Information Theory, 2nd EditionSlides of EE4560, TUDContentChannel Capacity DefinitionExample ChannelsBinary Symmetrical Channel (BSC)Binary Erasure Channel (BEC)Binary Asymmetric Channel (BAC/Z-Channel)Symmetric ChannelsProperties原创 2021-02-25 05:05:02 · 712 阅读 · 2 评论 -
Asymptotic Equipartition Property
Reference:Elements of Information Theory, 2nd EditionSlides of EE4560, TUDContentAEPTypical SetHigh-probability SetsAEPIn information theory, the analog of the law of large numbers is the asymptotic equipartition property (AEP). It is a direct consequ原创 2021-02-22 01:57:26 · 544 阅读 · 0 评论 -
Information Measures
Information MeasuresReference:Elements of Information Theory, 2nd EditionSlides of EE4560, TUDContentInformation MeasuresEntropyMutual InformationEntropy RatesHow to measure information? →\to→ Hartley’s approach [slides 5] →\to→ Problems?no allowance原创 2021-02-19 00:40:11 · 170 阅读 · 0 评论