Pattern Matching
16.18 Pattern Matching: You are given two strings, pattern and value. The pattern string consists of just the letters a and b, describing a pattern within a string. For example, the string cat catgoc at go matches the pattern aabab (where cat is a and go is b). It also matches patterns like a, ab, and b. Write a method to determine if value matches pattern.
- Brute Force:
- Generate all possible substrings of the value. This will generate n^2 different 'words'. Then, with these these words, pair it up with all the substrings. This will generate n^4 pairs. Now using each pair of substrings, pass it into a function that use these pairs as the two distinguishing strings, and determine whether or not it matches the sequence pattern.
- Optimized:
- There are some basic cases we can eliminate:
- If the value is empty or if the pattern exceeds the value, is it always false.
- If the pattern is 1 char, then we know that it can represent any 'word', so set to true
- With the remainder of the cases, one thing we can do is generate the number of valid combinations. This is best demonstrated with an example.
- If we're given
pattern = aabaaandvalue=catcatgocatcat - Then are are only so many patterns (number of characters) that we can define to a and b, just that they make out the full sequence of the string.
A = freq(a) = 4
B = freq(b) = 1
l = length = 14
a = number of letters assigned to a
b = number of letters assigned to b
Aa + Bb = l
b = (l - Aa) / B
4a + b = 14
- Now we have an infinity number of solutions that are defined by this number line. We can constrain it in the following ways:
- Valid solutions must be in the top left quadrant of the cartisian plane, since we need a and b to both be positive.
- Both a and b must exist at least once sobecause we cannot have zero characters.
- a must be defined fromand b definedbecause of the two statements above.
- Both a and b must be discrete values (we cannot have half a character). To test for discrete values, we must check for whole numbers from.
- On this number line, we are given 3 possibilities:
- (1,10), (2,6), (3,2)
- Testing our solution:
- (1,10) implies that a = value.at(0) = c, then a = value.at(1) = a, so invalid.
- (2,6) == a = ca; tc; so invalud
- and finally (3,2); cat ; cat; cat; go; cat; cat (valid)
class Line {
public:
Line(double length, double freq_a, double freq_b) {
// edge cases, (vertical or horizontal lines)
// then there is only 1 valid point
// vertical
bool flag = true;
if (freq_b == 0) {
valid_points.push_back({ { int(length / freq_a) },{ 0 } });
flag = false;
}
// horizontal
if (freq_a == 0) {
valid_points.push_back({ { 0 },{ int(length / freq_b) } });
flag = false;
}
if (flag) {
// solving for b
y_int = length / freq_b;
slope = freq_a / freq_b;
// finding zeros 0 = l - Aa / B simplifies to
zero_a = length / freq_a;
zero_b = length / freq_b;
// defining all valid points - using floor ensures a non negative number
for (double i = 1; i < zero_a; i++) {
// b = l - Aa / B
double y = length / freq_b - (freq_a * i) / freq_b;
// check for whole number
if (y == int(y)) {
valid_points.push_back({ { int(i) },{ int(y) } });
}
}
}
}
vector<pair<int, int>> valid_points;
private:
float y_int, slope;
double zero_a, zero_b;
};
bool check_if_valid_point(pair<int, int> &point, string pattern, string value) {
string interp_a = "";
string interp_b = "";
string last_a, last_b;
int count = 0;
for (int i = 0; i < pattern.length(); i++) {
if (pattern.at(i) == 'a') {
for (int i = 0; i < point.first; i++) {
interp_a += value.at(count++);
}
if (!last_a.empty() && last_a != interp_a) {
return false;
}
last_a = interp_a;
interp_a = "";
}
else {
for (int i = 0; i < point.second; i++) {
interp_b += value.at(count++);
}
if (!last_b.empty() && last_b != interp_b) {
return false;
}
last_b = interp_b;
interp_b = "";
}
}
return true;
}
bool pattern_match(string pattern, string value) {
// pattern cannot exceed value
if (pattern.empty() || value.empty() ||
pattern.size() > value.size()) return false;
// a and b are ambigious and value is not empty
else if (pattern.length() == 1) return true;
// algorithm:
// 1) Find frequencies of a and b
double freq_a = 0, freq_b = 0;
double length = value.length();
for (auto i : pattern) {
if (i == 'a') freq_a++;
else if (i == 'b') freq_b++;
}
// 2) Define the line and check for valid points
Line line(value.length(), freq_a, freq_b);
vector<pair<int, int>> points = line.valid_points;
for (auto &i : points) {
if (check_if_valid_point(i, pattern, value)) {
return true;
}
}
return false;
}
int main() {
cout << boolalpha << pattern_match("aabaa", "catcatgocatcat") << endl;
cout << boolalpha << pattern_match("bbabb", "catcatgocatcat") << endl;
cout << boolalpha << pattern_match("aba", "catgocat") << endl;
cout << boolalpha << pattern_match("aab", "catcatgo") << endl;
cout << boolalpha << pattern_match("bbaba", "dandandavdandav") << endl;
cout << boolalpha << pattern_match("aaa", "catcatcat") << endl;
cout << boolalpha << pattern_match("aabba", "catcatgocatcat") << endl;
cout << boolalpha << pattern_match("baabb", "catcatgocatcat") << endl;
cout << boolalpha << pattern_match("abb", "catgocat") << endl;
cout << boolalpha << pattern_match("abb", "catcatgo") << endl;
cout << boolalpha << pattern_match("bbb", "catcatgo") << endl;
Last modified 3yr ago