Title: Simple NN for pattern classification Supervised
1Simple NN for pattern classificationSupervised
Rules/ Algorithm/ Technique
2Linear Separability
3Linear Separability
4Linear Separability Response regions for the AND
function
5Linear Separability Response regions for the AND
function
Desired response for the logic function AND
A possible decision boundary
6Supervised - Feedback Nets
-
- Brain-State-in-a-Box (BSB)
- Fuzzy Congitive Map (FCM)
- Boltzmann Machine (BM)
- Mean Field Annealing (MFT)
- Recurrent Cascade Correlation (RCC)
- Learning Vector Quantization (LVQ)
- Backpropagation through time (BPTT)
- Real-time recurrent learning (RTRL)
- Recurrent Extended Kalman Filter (EKF)
7Supervised- ). Feedforward-only Nets
- Perceptron
- Adaline, Madaline
- Backpropagation (BP)
- Cauchy Machine (CM)
- Adaptive Heuristic Critic (AHC)
- Time Delay Neural Network (TDNN)
- Associative Reward Penalty (ARP)
- Avalanche Matched Filter (AMF)
- Backpercolation (Perc)
- Artmap
- Adaptive Logic Network (ALN)
- Cascade Correlation (CasCor)
- Extended Kalman Filter(EKF)Â
8Unsupervised - Feedback Nets
- Additive Grossberg (AG)
- Shunting Grossberg (SG)
- Binary Adaptive Resonance Theory (ART1)
- Analog Adaptive Resonance Theory (ART2, ART2a)
- Discrete Hopfield (DH)
- Continuous Hopfield (CH)
- Discrete Bidirectional Associative Memory (BAM)
- Temporal Associative Memory (TAM)
- Adaptive Bidirectional Associative Memory (ABAM)
- Kohonen Self-organizing Map/Topology-preserving
map (SOM/TPM) - Competitive learning
9Unsupervised - Feedforward-only Nets
- Learning Matrix (LM)
- Driver-Reinforcement Learning (DR)
- Linear Associative Memory (LAM)
- Optimal Linear Associative Memory (OLAM)
- Sparse Distributed Associative Memory (SDM)
- Fuzzy Associative Memory (FAM)
- Counterprogation (CPN)Â
10Hebb Net
11Hebb Net
12Hebb Net Algorithm
13Hebb Net
14Hebb Net Application Logic functions AND
15Hebb Net Application Logic functions AND
16Hebb Net Application Logic functions AND
Decision boundary for binary AND func. after
first training pair
17Hebb Net Application Logic functions AND
18Hebb Net Application Logic functions AND
19Perceptron
20Perceptron
21Perceptron Architecture
Perceptron to perform single classification
22Perceptron Algorithm
23Perceptron Algorithm
24Perceptron Algorithm
25Perceptron Application Logic functions AND
26Adaline
27Adaline
28Adaline Architecture
Architecture of an Adaline
29Adaline Algorithm
30Adaline Algorithm
31Adaline Algorithm
32Adaline Applications
33Madaline
A MADALINE with two hidden ADALINEs and one
output ADALINE
34Madaline
35Madaline Algorithm
36Madaline MRI Algorithm
37Madaline MRI Algorithm
38Madaline MRI Algorithm
39Madaline MRII Algorithm
40Madaline MRII Algorithm