ELECTRICAL ENGINEERING DEPARTMENT EE210A: ADAPTATION AND LEARNING (A. H. SAYED)

EE210A: Adaptation and Learning Professor Ali H. Sayed

ELECTRICAL ENGINEERING DEPARTMENT EE210A: ADAPTATION AND LEARNING (A. H. SAYED) 2

LECTURE #10

MEAN-SQUARE PERFORMANCE Sections in order: 15.1-15.4, 16.1-16.6, 19.3

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GRADIENT NOISE

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PERFORMANCE MEASURE

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PERFORMANCE MEASURE

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PERFORMANCE MEASURE

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STOCHASTIC EQUATIONS

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STOCHASTIC EQUATIONS

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EXCESS MEAN-SQUARE ERROR (EMSE)

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EXCESS MEAN-SQUARE ERROR (EMSE)

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STATIONARY DATA

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STATIONARY DATA

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STATIONARY DATA

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INDEPENDENCE RELATIONS

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INDEPENDENCE RELATIONS

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INDEPENDENCE RELATIONS

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EMSE

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EMSE

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ENERGY CONSERVATION

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ENERGY CONSERVATION

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ERROR RELATIONS

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PERFORMANCE METRICS

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ALGEBRAIC DERIVATION

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ALGEBRAIC DERIVATION

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ALGEBRAIC DERIVATION

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ENERGY CONSERVATION RELATION

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VARIANCE RELATION

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STEADY-STATE OPERATION

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STEADY-STATE PERFORMANCE

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STEADY-STATE PERFORMANCE

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VARIANCE RELATION

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MEAN-SQUARE ANALYSIS

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MEAN-SQUARE ANALYSIS

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APPLICATION TO LMS FILTER

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VARIANCE RELATION

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SMALL STEP-SIZES

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SEPARATION PRINCIPLE

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SEPARATION PRINCIPLE

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SIMULATION

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SEPARATION PRINCIPLE

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WHITE GAUSSIAN INPUT

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STEADY-STATE ASSUMPTION

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INDEPENDENCE ASSUMPTIONS

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INDEPENDENCE ASSUMPTIONS

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MEAN-SQUARE PERFORMANCE

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MEAN-SQUARE PERFORMANCE

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MEAN-SQUARE PERFORMANCE

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COMPLEX DATA

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REAL DATA

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RESULTS

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SIMULATION RESULTS

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SIMULATION RESULTS

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SIMULATION RESULTS

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SIMULATION RESULTS

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SIMULATION RESULTS

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