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 If we know something about the physics of the data
generation
 We can use that info to construct model
 However it is too complicated to know physics of the
data so we can obtain a model based on empirical
observations.
 Examples:
Speech recognition System
Residential Electrical Meter
 In speech related applications – knowledge about
speech production can be used to construct model.
 In Residential Meter-knowledge about the living
habits.
 Speech Production
• Air is pushed from your lungs through
vocal cord & out from mouth your
mouth to speech.
• For certain voice sound vocal cord
vibrate.
• As a person speak shape of vocal track
changes
• Amount of air coming from lungs
determines the loudness
 Residential Electrical Meter
• Knowledge about living habits-used to
determine max and min usage.
• D/B Actual reading & Reading by Model

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Data compression

  • 1.  If we know something about the physics of the data generation  We can use that info to construct model  However it is too complicated to know physics of the data so we can obtain a model based on empirical observations.  Examples: Speech recognition System Residential Electrical Meter  In speech related applications – knowledge about speech production can be used to construct model.  In Residential Meter-knowledge about the living habits.
  • 2.  Speech Production • Air is pushed from your lungs through vocal cord & out from mouth your mouth to speech. • For certain voice sound vocal cord vibrate. • As a person speak shape of vocal track changes • Amount of air coming from lungs determines the loudness
  • 3.  Residential Electrical Meter • Knowledge about living habits-used to determine max and min usage. • D/B Actual reading & Reading by Model