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Title: CS172:


1
CS172Computability Complexity
  • Wim van Dam
  • Soda 665
  • vandam_at_cs.berkeley.edu
  • www.cs.berkeley.edu/vandam/CS172/

2
Today
  • Chapter 0
  • set notation and languages
  • Chapter 1
  • deterministic finite automata (DFA)
  • nondeterministic FA (NFA)

3
Standard Set Theory
  • Conditional A x x ? N , f(x)0
  • Union A?B
  • Intersection A?B
  • Complement
  • Cartesian Product A?B
  • Power set P (A)

4
Some Examples
Llt6 x x ? N , xlt6 Llt6 ? Lprime
2,3,5 ? 0,1 ??? (0,0), (0,1), (1,0),
(1,1) Formal A?B x x?A and x?B
5
Powerset
Formal P (A) S S? A Example A x,y P
(A) , x , y , x,y Note the
different sizes P (A) 2A A?A A2
6
Languages
  • Given an alphabet ?, we can make a word or string
    by concatenating the letters of ?.
  • Concatenation of x and y is xy
  • Typical example ?0,1, the possible words over
    ? are the finite bit strings.
  • A language is a set of words.

7
More about Languages
  • The empty string ? is the unique string with zero
    length.
  • Concatenation of two langauges AB xy
    x?A and y?B
  • Typical examples L x x is a bit string
    with two zeros L anbn n ? N L 1n
    n is prime

8
A Word of Warning
Do not confuse the concatenation of languages
with the Cartesian product of sets. For example,
let A 0,00 then AA 00, 000, 0000 with
AA3, A?A (0,0), (0,00), (00,0), (00,00)
with A?A4
9
Recognizing Languages
  • Let L be a language ? S
  • a machine M recognizes L if

accept
if and only if x?L
M
x?S
reject
if and only if x?L
10
Finite Automaton
The most simple machine that is not just a finite
list of words. Read once, no write
procedure. Typical is its limited memory. Think
cell-phone, elevator door, etc.
11
A Simple Automaton (0)
12
A Simple Automaton (1)
on input 0110, the machine goes q1 ? q1 ? q2 ?
q2 ? q3 reject
13
A Simple Automaton (2)
q1 ? q2 ? q3 ? q2 accept
14
A Simple Automaton (3)
010 reject 11 accept 010100100100100
accept 010000010010 reject ? reject
15
Finite Automaton (def.)
  • A deterministic finite automaton (DFA)M is
    defined by a 5-tuple M(Q,?,?,q0,F)
  • Q finite set of states
  • ? finite alphabet
  • ? transition function ?Q???Q
  • q0?Q start state
  • F?Q set of accepting states

16
M (Q,?,?,q,F)
states Q q1,q2,q3 alphabet ? 0,1 start
state q1 accept states Fq2 transition function
?
17
Recognizing Languages (def)
A finite automaton M (Q,?,?,q,F) accepts a
string/word w w1wn if and only if there is a
sequence r0rn of states in Q such that 1) r0
q0 2) ?(ri,wi1) ri1 for all i
0,,n1 3) rn ? F
18
Regular Languages
The language recognized by a finiteautomaton M
is denoted by L(M).
A regular language is a language for which there
exists a recognizing finite automaton.
19
Two DFA Questions
Given the description of a finite automaton M
(Q,?,?,q,F), what is the language L(M) that it
recognizes?
In general, what kind of languages can be
recognized by finite automata? (What are the
regular languages?)
20
Union of Two Languages
Theorem 1.12 If A1 and A2 are regular
languages, then so is A1 ? A2. (The regular
languages are closed underthe union operation.)
Proof idea A1 and A2 are regular, hence there
are two DFA M1 and M2, with A1L(M1) and
A2L(M2). Out of these two DFA, we will make a
third automaton M3 such that L(M3) A1 ? A2.
21
Proof Union-Theorem (1)
M1(Q1,?,?1,q1,F1) and M2(Q2,?,?2,q2,F2)
  • Define M3 (Q3,?,?3,q3,F3) by
  • Q3 Q1?Q2 (r1,r2) r1?Q1 and r2?Q2
  • ?3((r1,r2),a) (?1(r1,a), ?2(r2,a))
  • q3 (q1,q2)
  • F3 (r1,r2) r1?F1 or r2?F2

22
Proof Union-Theorem (2)
The automaton M3 (Q3,?,?3,q3,F3) runs M1 and M2
in parallel on a string w. In the end, the
final state (r1,r2) knowsif w?L1 (via r1?F1?)
and if w?L2 (via r2?F2?) The accepting states F3
of M3 are such thatw?L(M3) if and only if w?L1
or w?L2, forF3 (r1,r2) r1?F1 or r2?F2.
23
Concatenation of L1 and L2
Definition L1 L2 xy x?L1 and y?L2
Example a,b 0,11 a0,a11,b0,b11
Theorem 1.13 If L1 and L2 are regular langues,
then so is L1L2. (The regular languages are
closed underconcatenation.)
24
Proving Concatenation Thm.
Consider the concatenation 1,01,11,001,011,
0,000,00000, (That is the bit strings that
end with a 1, followed by an odd number of 0s.)
Problem is given a string w, how does the
automaton know where the L1 partstops and the L2
substring starts?
We need an M with lucky guesses.
25
Nondeterminism
Nondeterministic machines are capable of being
lucky, no matter how small the probability.
A nondeterministic finite automaton has
transition rules/possibilities like
q2
1
q1
q3
1
26
A Nondeterministic Automaton
0,1
0,1
0, ?
1
1
q1
q2
q3
q4
This automaton accepts 0110, because there is
a possible path that leads to an accepting state,
namely q1 ? q1 ? q2 ? q3 ? q4 ? q4
27
A Nondeterministic Automaton
0,1
0,1
0, ?
1
1
q1
q2
q3
q4
The string 1 gets rejected on 1 the automaton
can only reach q1,q2,q3.
28
Nondeterminism Parallelism
For any (sub)string w, the nondeterministicautoma
ton can be in a set of possible states.
If the final set contains an accepting
state, then the automaton accepts the string.
The automaton processes the input in aparallel
fashion. Its computational path is no longer a
line, but a tree. (Fig. 1.16)
29
Nondeterministic FA (def.)
  • A nondeterministic finite automaton (NFA) M is
    defined by a 5-tuple M(Q,?,?,q0,F), with
  • Q finite set of states
  • ? finite alphabet
  • ? transition function ?Q????P (Q)
  • q0?Q start state
  • F?Q set of accepting states

30
Nondeterministic ?Q????P (Q)
  • The function ?Q????P (Q) is the crucial
    difference. It means When reading symbol a
    while in state q,one can go to one of the states
    in ?(q,a)?Q.
  • The ? in ?? ??? takes care of the empty
    string transitions.

31
Recognizing Languages (def)
A nondeterministic FA M (Q,?,?,q,F) accepts a
string w w1wn if and only if we can rewrite w
as y1ym with yi??? and there is a sequence
r0rm of states in Q such that 1) r0q0 2)
ri1 ? ?(ri,yi1) for all i0,,m1 3) rm ? F
32
Exercises (13)
  • Sipser 0.3 Let A x,y,z and B x,y,
    answer
  • Is A a subset of B?
  • Is B a subset of A?
  • What is A?B?
  • What is A?B?
  • What is A?B?
  • What is P (Q)?

33
Exercises (23)
  • Sipser 1.5 Give NFAs with the specified number
    of states that recognize the following languages
    over the alphabet ?0,1
  • w w ends with 00, three states
  • 0 two states
  • w w contains even number of 0s, or exactly
    two 1s, six states
  • 0n n?N , one state

34
Exercises (33)
Proof the following result If L1 and L2 are
regular languages, then is a regular
language too. Describe the language that is
recognized by this nondeterministic automaton
0,1
1
1
0, ?
1
q1
q2
q3
q4
?
35
Additional Practice Problems
  • Sipser 0.2 Write the formal descriptions of
    the sets containing
  • the numbers 1,10 and 100
  • all integers greater than 5
  • all natural numbers less than 5
  • the string aba
  • the empty string
  • nothing
  • Give a formal description of this NFA
  • Give DFA state diagrams for the following
    languages over ?0,1
  • w w begins with 1 and ends with 0
  • w w does not contain substring 110
  • all strings except the empty string

1
0, ?
1
q1
q2
q3
?
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