Steinitz exchange lemma

 

Steinitz exchange lemma If {v1,,vm} is a set of linearly independent vectors in vector space V, and {w1,,wn} spans V, then:

  1. Possibly after reordering the wi, {v1,,vm,wm+1,,wn} spans V.
  2. mn
  1. Hm: Steinitz exchange lemma holds for all non-negative integers m.
  2. H0: Steinitz exchange lemma holds when m=0 is a set of linearly independent vectors in vector space V. Based on the conditions given {w1,,wn} spans V. And clearly, m=0n
  3. Hk: Steinitz exchange lemma holds for some non-negative integers k
  4. Hk+1: Steinitz exchange lemma holds for (k+1). Based on Hk, {v1,,vk,wk+1,,wn} spans V.
    vk+1Vvk+1=i=1kλivi+i=k+1nλiwi

    Since v1,,vk+1 are linearly independent,

    vk+1i=1kλivi0vk+1i=1kλiviAt least one of λk+1,λn is non-zero

    Rearrange wi so that λk+10

    vk+1=i=1kλivi+λk+1wk+1+i=k+2nλiwiwk+1=1λk+1(i=1kλivivk+1+i=k+2nλiwi)

    vV, a linear combination of {v1,,vk,wk+1,,wn}=v Now we substitute wk+1=1λk+1(i=1kλivivk+1+i=k+2nλiwi) into the linear combination. vV, a linear combination of {v1,,vk,vk+1,wk+2,,wn}=v Therefore Hk+1 holds, if Hk is true.

  5. Based on M.I., Hm is true.