System Modeling and Statistical Data Processing.

Abstract

This report is a brief summary of progress made by the authors and their associates during the period 1 May 1974 through 30 April 1975 in a continuing research project concerned with statistical signal processing. The several research tasks described include (1) scattering theory and least-square estimation, (2) applications of orthogonal polynomials, (3) time-invariant causal implementations of Gaussian signal detectors, (4) fast algorithms for arbitrary processes, (5) square-root algorithms for estimation, (6) extended transfer functions and systems matrices, (7) fast algorithms in speech processing, (8( minimal realization problems, (9) nearest neighbor pattern recognition, (1) Kolmogorov complexity, (11) compound sequential Bayes predictors for sequences with an empirical Markov structure, (12) optimal finite memory learning algorithms for the finite sample problem, (13) measurement selection in the k-hypothesis testing problem, and (14) estimating the entropy of English language text. A list of publications containing the detailed research findings is provided.

Document Details

Document Type
Technical Report
Publication Date
Jan 01, 1975
Accession Number
ADA015933

Entities

People

  • Thomas Cover
  • Thomas Kailath

Organizations

  • Stanford University

Tags

DTIC Thesaurus Topics

  • Algorithms
  • Data Processing
  • Detectors
  • Dimensionality Reduction
  • English Language
  • Language
  • Pattern Recognition
  • Recognition
  • Signal Processing
  • Square Roots
  • Statistical Data
  • Transfer Functions

Readers

  • Adaptive Control and Estimation with Uncertainty in Dynamic Systems.
  • Technical Research and Report Writing.

Technology Areas

  • AI & ML
  • AI & ML - Bayesian Inference
  • AI & ML - Machine Learning Algorithms