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Page 1: TENNICI SI MODELE DE DATA MINING - math.ucv.romath.ucv.ro/~gorunescu/courses/DM/curs3.pdf · Title: Microsoft PowerPoint - TENNICI SI MODELE DE DATA MINING [Compatibility Mode] Author:

TENNICI SI MODELE DE DATA MININGDATA MINING

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Clasificatori bayesieniClasificatori bayesieni

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Page 5: TENNICI SI MODELE DE DATA MINING - math.ucv.romath.ucv.ro/~gorunescu/courses/DM/curs3.pdf · Title: Microsoft PowerPoint - TENNICI SI MODELE DE DATA MINING [Compatibility Mode] Author:
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1. Exemplu

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2. Exemplu

Page 9: TENNICI SI MODELE DE DATA MINING - math.ucv.romath.ucv.ro/~gorunescu/courses/DM/curs3.pdf · Title: Microsoft PowerPoint - TENNICI SI MODELE DE DATA MINING [Compatibility Mode] Author:
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3. Exemplu

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Reţele neuronale artificialeReţele neuronale artificiale

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Perceptronul

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Remarc ă

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Modelul perceptronului Rosenblatt

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Algoritmul de înv ățare al perceptronului

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Tipuri de re ţele neuronale artificiale

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4. Exemplu

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Arhitectura unui MLP cu dou ă straturi ascunse.

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Propagarea înapoi a re țelei

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Evaluarea derivatelor funcției eroare

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Antrenarea unui MLP în imagini

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5. Exemplu

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6. Exemplu

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ADALINE

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RBFNN

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Reţele neuronale probabiliste

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Algoritmul de antrenare PNN

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7. Exemplu

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7. Exemplu

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Maşini cu suport vectorial

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Arhitectura unei SVM

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8.Exemplu

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Clasificare bazat ă pe reguli de asociere

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9. Exemplu

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Exemplu

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Exemplu

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10. Exemplu

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Exemplu

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10.Exemplu

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11. Exemplu

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k-nearest neighbor

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Exemplu

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Mul ţimi roughMul ţimi rough

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12. Exemplu

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o ilustrare sugestivă privind mulţimile de aproximare

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14. Exemplu

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Aplicaţiile mulţimilor rough

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Algoritmi geneticiAlgoritmi genetici

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Componentele unui algoritm genetic

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A. Reprezentarea (definirea indivizilor)

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B. Funcţia de evaluare (potrivire, adecvare, performanţă)

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15. Exemple(clasice)

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C. Populaţia

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C1. Mecanismul de selecţie a părinţilor

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C2. Mecanismul de selecţie a supravieţuitorilor

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D. Operatorii de variaţie (recombinare, mutaţie)

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D1. Recombinarea (încrucişarea)

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16. Exemplu (referitor la cazul TSP)

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17. Exemplu

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18. Exemplu

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D2. Mutaţia

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19.Exemplu

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E. Parametrii algoritmului

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Arhitectura unui algoritm genetic

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Aplica ţii

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