What is maximally specific hypothesis?

Begin with the most specific possible hypothesis in , generalize this hypothesis each time it fails to cover an observed positive training example. Find-S algorithm ignores negative examples.

How many distinct hypotheses are there in H?

There are 973 (= 1 + 4.3. 3.3. 3.3) semantically distinct hypotheses in H. – Only one more value for attributes:?, and one hypothesis representing empty set of instances.

What is consistent hypothesis in machine learning?

Definition A hypothesis h is consistent with a set of training examples D of target concept c if and only if h(x) = c(x) for each training example 〈x, c(x)〉 in D.

What is a hypothesis explain most specific and most general hypothesis?

Definition. A hypothesis, h, is a most general hypothesis if it covers none of the negative examples and there is no other hypothesis h′ that covers no negative examples, such that h is strictly more specific than h′.

What is the difference between a general and a measurable hypothesis?

The general hypothesis states the general relationship between the major variables. The specific hypothesis fills in important details about the variables given in the hypothesis. The measurable hypothesis refines the specific hypothesis by stating the direction of the difference or nature of the relationship.

What is hypothesis space and inductive bias?

The inductive bias (also known as learning bias) of a learning algorithm is the set of assumptions that the learner uses to predict outputs. In machine learning, one aim to construct algorithms that are able to learn to predict a certain target output. Inductive Bias = Y=a+bx (Linear Model) HYPOTHESIS SPACE.

What is consistent hypothesis and version space?

Version Space. A hypothesis h is consistent with a set of training examples D iff. h(x) = c(x) for every < x, c(x) >GD. The version space V SА’d with respect to hypothesis space H and training examples D is the set of all hypotheses h GH that are consistent with examples in D.

What is the difference between consistent and satisfy in the context of hypothesis?

A hypothesis h is consistent with a set of training examples D if and only if h(x) = c(x) for each example (x, c(x)) in D. A training example x is said to satisfy hypothesis h when h(x) = 1, regardless of whether x is a positive or negative example of the target concept.

What is a specific hypothesis?

Put simply, a hypothesis is a specific, testable prediction. More specifically, it describes in concrete terms what you expect will happen in a certain circumstance. A hypothesis is used to determine the relationship between two variables, which are the two things that are being tested.

What is general hypothesis in research?

A hypothesis is a statement that introduces a research question and proposes an expected result. It is an integral part of the scientific method that forms the basis of scientific experiments. Therefore, you need to be careful and thorough when building your hypothesis.