Conjunctive normal form -artificial intelligence , Computer Engineering

Assignment Help:

Conjunctive Normal Form -artificial intelligence :

For the resolution law to determine two sentences, they should both be in a normalized format known as conjunctive normal form, which is generally cut to CNF. This is an unlucky name because the sentences themselves are made up of orders of disjunctions. It is implicitly understood that the whole knowledge base is a huge conjunction of the sentences, which is where conjunctive normal form haveits name. So, CNF is basically a conjunction of disjunctions. The disjunctions are made up of literals which may either be a predicate or the negation of a predicate (for propositional read a proposition or the negation of a proposition):

So, CNF sentences are of the form:

(p1p2 ∨      ...  ∨ pm)  (q1 ∨ q2 ∨ ...∨qn)∧  etc.

Where each pi and qj  is a truthful. Note that we call the disjunction of such truthful a Clause. As a concrete example,

Likes (George, X) ∨ likes (tony, George)∨¬ is mad(Maggie)

Is in conjunctive normal form, but:

Likes (George, X) ∨ likes (tony, George) -> ¬ is mad (Maggie) ∧ is mad (tony) is not in CNF.

The following eight-stage method converts any sentence into CNF:

1. remove arrow connectives by rewriting with

P <-> Q  => (P ->Q) ∧(Q ->P)

P<-> Q  =>   ¬P ∨ Q

2.   Move ¬ inwards using De Morgan's laws (inc. quantifier versions) and double negation:

¬ (P ∨ Q)   =>   ¬P ∧ Q

¬ (P ∧ Q)   =>   ¬P ∨  Q

¬ ∀X. P => X. ¬P

¬∃X. P        =>        X. ¬P

¬¬P              =>   P

3. Rename variables distant: the similar variable name may be reused a lot of time for different variables, within one sentence or among several. To ignore uncertainty later rename every dissimilar variable with a exclusive name.

4. Move quantifiers outwards:  the sentence is now in a form where all the quantifiers may be moved strongly to the outside without disturbing the semantics, provided they are reserved in the similar order.

5. Solemnize existential variables by replacing them with Solemn constants and methods. This is similar to the existential removal law from the last  format we  just  replace a word  for  each  existential  variable  so as to  represents  the 'something' for which it handles. If there are no preceding unique quantifiers the 'something' is immediately a new constant. However, if there are then we use a method that may have all these preceding unique variables as arguments. When we are done we immediately drop all the general quantifiers. This leaves a quantifier-free statement . For example:

 X. ∃Y. person(X)-> has(X, Y) heart(Y) is Solemnized like

person (X) ->has(X, f(X)) ∧heart(f(X))

6. Distribut ∧ over  to get a conjunction of disjunctions. This includes rewriting with:

P ∧(Q ∨R)   =>   (P ∧Q) ∨(P ∧R)

(P∨Q)∧ R => (P∧R)   (Q ∧ R)

7. Flatten binary connectives: swap nested ∧ and ∨ with flat lists of conjuncts and disjoints:

P ∧(Q∧ R)   =>   P∧ Q ∧ R

(P∧ Q)∧ R   =>   P ∧ Q∧ R

P ∨ (Q ∨ R)   =>   P∨Q∨R 

(P ∨ Q) ∨ R   =>   P ∨ Q ∨ R

8. The sentence is now in CNF. more simplification may take place by avoiding duplicate literals and sinking any clause which contains both A and ¬A (one will be right, so the clause is always right. In the conjunction of clauses we need everything to be exact, so  we can drop it.) There is an another possible final step that takes it to Kowalski normal form, also famous as implicative normal form (INF):

9. Reintroduce implication  by collecting up all the negative literals (the negated ones)  and  making  their  conjunction  N,  then  taking  the  disjunction  P  of  the affirmative literals, and forming the logically equivalent clause N-> P.


Related Discussions:- Conjunctive normal form -artificial intelligence

Network, Give an intuitive explanation of why the maximum throughput, for s...

Give an intuitive explanation of why the maximum throughput, for small beta, is approximately the same for CSMA slotted Aloha and FCFS splitting with CSMA. Show the optimal expecte

What do you mean by analysis and design, Analysis: Basically, it is the...

Analysis: Basically, it is the process of determining what requirement to be done before how it should be done. In order to accomplish this, the developer shows the existing sy

What do you understand by scan codes, Q. What do you understand by Scan Cod...

Q. What do you understand by Scan Codes? A scan code is a code produced by a microprocessor in keyboard when a key is pressed and is unique to key struck. When this code is rec

The last character of the ldb name, The last character of the LDB name deno...

The last character of the LDB name denote?? Application

Form an 8 bit adder using 2 four bit adder IC's 7483, How will you form an ...

How will you form an 8 bit adder using 2 four bit adder IC's 7483? Ans: 4 bit adder IC is IC 7483. This has two four bit data inputs and output carry, 4 bit data output carr

Problem specification - logic programs, Problem Specification : Hence ...

Problem Specification : Hence given the above context for "ILP" there we can state the learning problem as follows: that we are given a set of positive and a set of negative e

Show the layout of dvorak-dealey keyboard, Q. Show the layout of Dvorak-Dea...

Q. Show the layout of Dvorak-Dealey keyboard? This was one keyboard layout designed to be a challenger to QWERTY layout. This was designed by August Dvorak and William Dealey a

What is an operating system, What is an operating system?  An operating...

What is an operating system?  An operating system is a program that handles the computer hardware. It acts as an intermediate among users of a computer and the computer hardwar

External links to files, Somehow, the worksheet has external links to files...

Somehow, the worksheet has external links to files that are no longer around. How can we delete the links? Ans) This happens all of the time to MrExcel. I downloaded a little

What is instruction cycle, What is Instruction Cycle The simplest model...

What is Instruction Cycle The simplest model of instruction processing can be of two steps. The CPU reads /fetches instructions (codes) from memory one at a time and executes i

Write Your Message!

Captcha
Free Assignment Quote

Assured A++ Grade

Get guaranteed satisfaction & time on delivery in every assignment order you paid with us! We ensure premium quality solution document along with free turntin report!

All rights reserved! Copyrights ©2019-2020 ExpertsMind IT Educational Pvt Ltd