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GENERALIZATION RULE [11 records]

Record 1 1998-11-24

English

Subject field(s)
  • Artificial Intelligence
DEF

Narrowing the scope of a concept description, thus reducing the sets of instances it describes (opposite of generalisation).

CONT

The four basic operations whereby production rules may be acquired and refined are : Creation... Generalization... Specialization : Additional conditions are added to the condition set, or existing conditions made more restrictive, so that the rule applies to a smaller number of specific situations; Composition.

French

Domaine(s)
  • Intelligence artificielle
DEF

Opération consistant à remplacer une formule par une autre, cette dernière étant plus instanciée ou moins générale que la première.

Spanish

Save record 1

Record 2 1998-11-24

English

Subject field(s)
  • Artificial Intelligence
DEF

An algorithm for finding the desired weight vector in a perceptron model.

CONT

The delta rule is a generalization of the perceptron learning rule for which the famous perceptron convergence theorem has been proved.

French

Domaine(s)
  • Intelligence artificielle
CONT

Théorème de convergence du perceptron : L'algorithme d'apprentissage du perceptron converge en un nombre fini de changements d'états s'il existe une solution, c'est-à-dire si la classification qu'on désire réaliser est une séparation linéaire.

Spanish

Save record 2

Record 3 1992-10-20

English

Subject field(s)
  • Artificial Intelligence
CONT

A generalization rule is a transformation of a description into a more general description... A specialization rule makes an opposite transformation : given a description, it generates a logical consequence of it.

CONT

Any of the above rules of generalization can become rules of specialization by using them in reverse.

French

Domaine(s)
  • Intelligence artificielle
CONT

les quatre types de règles de spécialisation/généralisation nécessaires sont : l'altération d'un terme de conjonction, l'altération d'un terme de disjonction, l'altération d'un littéral et l'altération d'un terme (...).

Spanish

Save record 3

Record 4 1992-10-17

English

Subject field(s)
  • Artificial Intelligence
CONT

The perceptron convergence theorem states, in essence, that, if the classification can be learned by the perceptron, then the procedure guarantees that it will be learned in a finite number of training cycles.

CONT

The delta rule is a generalization of the perceptron learning rule for which the famous perceptron convergence theorem has been proved.

French

Domaine(s)
  • Intelligence artificielle
CONT

Théorème de convergence du perceptron : l'algorithme d'apprentissage du perceptron converge en un nombre fini de changements d'états s'il existe une solution, c'est-à-dire si la classification qu'on désire réaliser est une séparation linéaire.

Spanish

Save record 4

Record 5 1992-10-12

English

Subject field(s)
  • Artificial Intelligence
CONT

Constructive Generalization Rules.... The generating chain properties rule... can be extended to a partial order relation. In such a case it becomes the "find extrema of a partial order rule.

French

Domaine(s)
  • Intelligence artificielle
CONT

La règle d'inférence de bornes pour un ordre partiel est également une règle constructive.

Spanish

Save record 5

Record 6 1992-10-12

English

Subject field(s)
  • Artificial Intelligence
CONT

Selective Generalization Rules. The extending reference rule states that a concept description can be generalized by enlarging the reference of a descriptor.

French

Domaine(s)
  • Intelligence artificielle
CONT

Parmi les règles d'inférence inductive citons extension de domaines de variables.

OBS

On pourra justifier ce genre de généralisation en n'autorisant pas de trop grandes extensions au domaine.

Spanish

Save record 6

Record 7 1992-10-12

English

Subject field(s)
  • Artificial Intelligence
CONT

... a selective rule of generalization... does not introduce any new descriptors.

OBS

Selective rules of generalization do not change the space of possible inductive assertions, while constructive rules do change it.

French

Domaine(s)
  • Intelligence artificielle
CONT

A l'opposé d'une règle sélective, une règle constructive produit des généralisations qui peuvent porter sur des attributs n'apparaissant pas dans les assertions factuelles dont on part.

Spanish

Save record 7

Record 8 1992-10-12

English

Subject field(s)
  • Artificial Intelligence
CONT

Selective Generalization Rules.... The adding alternative rule :.... A concept description can be generalized by adding, through the use of logical disjunction, an alternative to it.

French

Domaine(s)
  • Intelligence artificielle
DEF

Une façon d'élargir la partie condition afin de rendre une inférence plus générale consiste à ajouter des options reliées par l'opération de disjonction OU.

Spanish

Save record 8

Record 9 1992-10-12

English

Subject field(s)
  • Artificial Intelligence
CONT

Selective Generalization Rules.... The closing interval rule... states that if two descriptions of the same class(the premises of the rule) differ in the values of only one linear descriptor, then the description can be replaced by a single description in which the reference of the descriptors is the interval linking these two values.

French

Domaine(s)
  • Intelligence artificielle
CONT

Généralisation par intervalle. Supposons que deux exemples de la classe à découvrir soient de taille a et b. Il est raisonnable, en généralisant, d'en inférer que les objets de la classe sont de taille intermédiaire entre a et b.

Spanish

Save record 9

Record 10 1992-10-12

English

Subject field(s)
  • Artificial Intelligence
CONT

One of the simplest generalization rules is the dropping condition rule, which states that to generalize a conjunction you may drop any of its conjunctive conditions.

French

Domaine(s)
  • Intelligence artificielle
CONT

L'abandon de conditions. Une autre façon de généraliser consiste à abandonner une condition dans une règle. La règle résultante ayant une partie condition plus facilement déclenchée devient plus générale que la règle de départ.

Spanish

Save record 10

Record 11 1986-12-12

English

Subject field(s)
  • Artificial Intelligence
DEF

It is a rule learning technique, which includes :rule ordering, instantiation, discrimination, and generalization.

French

Domaine(s)
  • Intelligence artificielle

Spanish

Save record 11

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