Space Details:

Key	ITSP
Name	Introduction to Speech Processing
Description
Created by	backstt1@aalto.fi (Mar 14, 2019)

Available Pages:

Introduction to Speech Processing
- Preface
- Introduction
  - Speech production and acoustic properties
  - Why speech processing?
  - Applications and systems structures
- Basic representations and models
  - Waveform
  - Windowing
  - Autocorrelation and autocovariance
  - Spectrogram and the STFT
  - Cepstrum and MFCC
  - Deltas and Delta-deltas
  - Fundamental frequency (F0)
  - Linear prediction
  - Zero-crossing rate
  - Pitch-Synchoronous Overlap-Add (PSOLA)
- Pre-processing
  - Pre-emphasis
- Modelling tools in speech processing
  - Gaussian mixture model (GMM)
  - Linear regression
  - Neural networks
  - Non-negative Matrix and Tensor Factorization
  - Sub-space models
  - Vector quantization (VQ)
- Speech analysis
  - Fundamental frequency estimation
  - Inverse filtering for glottal activity estimation
- Speech enhancement
  - Echo cancellation
  - Multi-channel speech enhancement and beamforming
  - Noise attenuation
- Transmission, storage and telecommunication
  - Basic tools
    - Entropy coding
    - Modified discrete cosine transform (MDCT)
    - Perceptual modelling in speech and audio coding
  - Code-excited linear prediction (CELP)
  - Design goals
  - Frequency-domain coding
- Recognition tasks in speech processing
  - Paralinguistic speech processing
  - Speaker Recognition and Verification
  - Voice activity detection (VAD)
  - Wake-word and keyword spotting
- Speech analysis and imaging for medical applications
  - Glottal inverse filtering
- References
- Evaluation of speech processing methods
  - Analysis of evaluation results
  - Objective quality evaluation
  - Other performance measures
  - Subjective quality evaluation
- Computational models of human language processing
- Speech Recognition
- Speaker Diarization
- Security and privacy in speech technology
- Speech Synthesis
  - Concatenative speech synthesis
  - Statistical parametric speech synthesis