求两个有序数组的第k大值

问题:100个运动员站成两排,每排已经按从高到低顺序排好,教练想找出身高排40位的队员,请问最少需要几次比较?(限制每次只能两个队员比身高)
分析: 也就是从两个有序数组中,找第k大的值。归并比较的话需要O(k),所以这题希望找复杂更小的答案,比如O(logK)之类的。写个test先:

describe KthOfTwoSorted do
  let(:result) {subject.kth_of_two_sorted(n-1,x,y)}
  context "simple example" do
    let(:x) {[1,3,5,7,9]}
    let(:y) {[2,4,6,8,10]}
    let(:n) {8}
    let(:ans) {8}
    it "should find kth" do
      expect(result).to eq ans
    end
  end

make hands dirty

分析: 要小于O(k), 就不能访问所有元素,某些元素没被访问就可以排除了。

从第一队取出第15个人A,第2队取出第25个人B,如果A 因此,我们每次从第一组取第k/2个,第二组第k-k/2个,这样一次比较就能排除一半的人,yes!

coding

于是,try伪码:

def kth(k, arrx, arry)
    return [arrx.first, arry.first].min if k==0

    xmid = k/2
    ymid = k-xmid
    if arrx[xmid] <= arry[ymid]
      kth(k-xmid-1, arrx[xmid+1..-1], arry)
    else
      kth(k-ymid-1, arrx, arry[ymid+1..-1])
    end
  end

扩充完整:

class KthOfTwoSorted
  def safe_kth(k, arrx, arry)
    return [arrx.first,arry.first].compact.min if k==0

    xmid = k/2
    ymid = k-(xmid+1)
    if arrx[xmid] <= arry[ymid]
      safe_kth(k-xmid-1, shift(arrx,xmid+1), arry)
    else
      safe_kth(k-ymid-1, arrx, shift(arry, ymid+1))
    end
  end

  def kth_of_two_sorted(k, arrx, arry)
    (arrx.size+arry.size).tap do |len|
      raise ArgumentError,"k should in range #{0..len}" unless 0<=k && k

测试代码:

require_relative '../kth_of_two_sorted_list'

shared_examples_for "find kth" do
  it "should find kth" do
    # k = n-1
    # ans = (x+y).sort[k]
    expect(result).to eq ans
  end
end

describe KthOfTwoSorted do
  let(:result) {subject.kth_of_two_sorted(n-1,x,y)}
  context "example normal" do
    let(:x) {[1,3,5,7,9]}
    let(:y) {[2,4,6,8,10]}
    let(:n) {8}
    let(:ans) {8}
    it_behaves_like "find kth"
  end
  context "when one is empty" do
    let(:x) {[]}
    let(:y) {(1..10).to_a}
    let(:n) {9}
    let(:ans) {9}
    it_behaves_like "find kth"
  end
  context "when one is too short" do
    let(:x) {[1,2,3]}
    let(:y) {(4..10).to_a}
    let(:n) {9}
    let(:ans) {9}
    it_behaves_like "find kth"
  end
  context "when repeat" do
    let(:x) {(1..100).select(&:odd?) + (101..200).to_a}
    let(:y) {(1..100).select(&:even?) + (101..200).to_a}
    let(:n) {200}
    let(:ans) {150}
    it_behaves_like "find kth"
  end
  context "when out of range" do
    let(:x) {[]}
    let(:y) {x}
    let(:n) {10}
    it "should raise error" do
      expect{result}.to raise_error(/k should in range/)
    end
  end
end

你可能感兴趣的:(求两个有序数组的第k大值)