首页 > 解决方案 > 将一组区间拆分为一组最小的不相交区间

问题描述

如何有效地将一组间隔(输入集)拆分为最小的不相交间隔集(输出集),使得输入集中的所有间隔都可以表示为输出集中的间隔联合?

例子 :

Input: [0,9] [2,12]
Output: [0,1] [2,9] [10,12]

Test :
[0,9] = [0,1] ∪ [2,9]
[2,12] = [2,9] ∪ [10,12]

Input: [0,Infinity] [1,5] [4,6]
Output: [0,0] [1,3] [4,5] [6,6] [7,Infinity]

Test :
[0,Infinity] = [0,0] ∪ [1,3] ∪ [4,5] ∪ [6,6] ∪ [7,Infinity]
[1,5] = [1,3] ∪ [4,5]
[4,6] = [4,5] ∪ [6,6]

我需要在 Javascript 中执行此操作。这是我尝试过的想法:

// The input is an array of intervals, like [[0,9], [2,12]], same for the output

// This function converts a set of overlapping
// intervals into a set of disjoint intervals...
const disjoin = intervals => {
  if(intervals.length < 2)
    return intervals
  const [first, ...rest] = intervals
  // ...by recursively injecting each interval into
  // an ordered set of disjoint intervals
  return insert(first, disjoin(rest))
}

// This function inserts an interval [a,b] into
// an ordered set of disjoint intervals
const insert = ([a, b], intervals) => {
  // First we "locate" a and b relative to the interval
  // set (before, after, or index of the interval within the set
  const pa = pos(a, intervals)
  const pb = pos(b, intervals)

  // Then we bruteforce all possibilities
  if(pa === 'before' && pb === 'before') 
    return [[a, b], ...intervals]
  if(pa === 'before' && pb === 'after')
    // ...
  if(pa === 'before' && typeof pb === 'number')
    // ...
  // ... all 6 possibilities
}

const first = intervals => intervals[0][0]
const last = intervals => intervals[intervals.length-1][1]

const pos = (n, intervals) => {
  if(n < first(intervals))
    return 'before'
  if(n > last(intervals))
    return 'after'
  return intervals.findIndex(([a, b]) => a <= n && n <= b)
}

但它的效率非常低。在pos函数中,我可以进行二进制搜索以加快速度,但我主要想知道:

标签: javascriptalgorithmmathintervals

解决方案


输入集中的每个边界点也需要在输出集中。如果每对相邻边界点之间的间隔在至少一个输入内,则它在输出中。

splitIntervals = (input) => {
    const starts = input.map(x => [x[0],1]);
    const ends = input.map(x => [x[1]+1, -1]);   
    let count=0;
    let prev=null;
    return [...starts, ...ends]
        .sort((a,b) => (a[0] - b[0])) //sort boundary points
        .map(x => {
            //make an interval for every section that is inside any input interval
            const ret= (x[0] > prev && count !== 0 ? [prev, x[0]-1] : null);
            prev=x[0];
            count+=x[1];
            return ret;
        })
        .filter(x => !!x);
}

测试:

> splitIntervals([ [0,9], [2,12] ])
[ [ 0, 1 ], [ 2, 9 ], [ 10, 12 ] ]
> splitIntervals([[0,9], [3,9], [4,13]])
[ [ 0, 2 ], [ 3, 3 ], [ 4, 9 ], [ 10, 13 ] ]

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