Boltzmann Machine / Hopfield network

Boltzmann Machine / Hopfield network

1. network of symmetrically

2. algorithm

3. stochastic dynamics

   • ex. formula of Stochastic Dynamic prob(si=1) = 11+e−zi z zi=bi+∑jsjwij
   • dynamical system
   • Hopfield nets

4. Higher-order Boltzmann machines

5. Conditional Boltzmann machines

6. Mean field Boltzmann machines

7. Markov random fields

   • graphical model
     • Gibbs sampling

8. recurrent neural network

   • Binary
     • Linear
       • Continuous-Nonlinear
         • Additive STM equation

9. Lyapunov function

   • scalar function

10. dynamical systems

    • Binary neurons

11. Graded neuron response and continuous variables

12. neuron flip-flop

13. Associative memory

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