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Graph removal lemma

Graph removal lemma is a mathematics topic covered in the lgStudy science library. This page brings together a partial reference excerpt, illustrations, worked examples, real-world applications and a short study plan, so you can understand Graph removal lemma rather than just read about it. In short: In graph theory, the graph removal lemma states that when a graph contains few copies of a given subgraph, then all of the copies can be eliminated by removing a small number of edges. The special case in which the subgraph is a triangle is known as the triangle removal lemma.

Graph removal lemma — main illustration
Graph removal lemma — illustration

Key takeaways

  • Graph removal lemma belongs to mathematics; place it in that map before memorising details.
  • Learn the definition first, then one example that makes the definition concrete.
  • Connect Graph removal lemma to a quantity you can measure, compute or draw — that is where exam questions come from.
  • Reproduce the core statement of Graph removal lemma from memory before moving on to harder problems.

Reference excerpt

In graph theory, the graph removal lemma states that when a graph contains few copies of a given subgraph, then all of the copies can be eliminated by removing a small number of edges. The special case in which the subgraph is a triangle is known as the triangle removal lemma. The graph removal lemma can be used to prove Roth's theorem on 3-term arithmetic progressions, and a generalization of it, the hypergraph removal lemma, can be used to prove Szemerédi's theorem. It also has applications to property testing.

Formulation Let H {\displaystyle H} be a graph with h {\displaystyle h} vertices. The graph removal lemma states that for any ϵ > 0 {\displaystyle \epsilon >0} , there exists a constant δ = δ ( ϵ , H ) > 0 {\displaystyle \delta =\delta (\epsilon ,H)>0} such that for any n {\displaystyle n} -vertex graph G {\displaystyle G} with fewer than δ n h {\displaystyle \delta n^{h}} subgraphs isomorphic to H {\displaystyle H} , it is possible to eliminate all copies of H {\displaystyle H} by removing at most ϵ n 2 {\displaystyle \epsilon n^{2}} edges from G {\displaystyle G} . An alternative way to state this is to say that for any n {\displaystyle n} -vertex graph G {\displaystyle G} with o ( n h ) {\displaystyle o(n^{h})} subgraphs isomorphic to H {\displaystyle H} , it is possible to eliminate all copies of H {\displaystyle H} by removing o ( n 2 ) {\displaystyle o(n^{2})} edges from G {\displaystyle G} . Here, the o {\displaystyle o} indicates the use of little o notation. In the case when H {\displaystyle H} is a triangle, the resulting lemma is called the triangle removal lemma.

History The original motivation for the study of triangle removal lemma was the Ruzsa–Szemerédi problem. Its initial formulation due to Imre Z. Ruzsa and Szemerédi from 1978 was slightly weaker than the triangle removal lemma used nowadays and can be roughly stated as follows: every locally linear graph on n {\displaystyle n} vertices contains o ( n 2 ) {\displaystyle o(n^{2})} edges. This statement can be quickly deduced from a modern triangle removal lemma. Ruzsa and Szemerédi provided also an alternative proof of Roth's theorem on arithmetic progressions as a simple corollary. In 1986, during their work on generalizations of the Ruzsa–Szemerédi problem to arbitrary r {\displaystyle r} -uniform graphs, Erdős, Frankl, and Rödl provided a statement for general graphs very close to the modern graph removal lemma: if graph H 2 {\displaystyle H_{2}} is a homomorphic image of H 2 {\displaystyle H_{2}} , then any H 1 {\displaystyle H_{1}} -free graph G {\displaystyle G} on n {\displaystyle n} vertices can be made H 2 {\displaystyle H_{2}} -free by removing o ( n 2 ) {\displaystyle o(n^{2})} edges. The modern formulation of the graph removal lemma was first stated by Füredi in 1994. The proof generalized earlier approaches by Ruzsa and Szemerédi and Erdős, Frankl, and Rödl, also using the Szemerédi regularity lemma.

Graph counting lemma A key component of the proof of the graph removal lemma is the graph counting lemma about counting subgraphs in systems of regular pairs. The graph counting lemma is also very useful on its own. According to Füredi, it is used "in most applications of regularity lemma".

… excerpt ends here. Continue reading the full article.

Illustrations

Graph removal lemma: A graph 
  
    
      
        G
      
    
    {\displaystyle G}
  
 before and after removing 4 edges to eliminate all copies of 
  
    
      
        H
      
    
    {\displaystyle H}
  
, where 
  
    
      
        H
      
    
    {\displaystyle H}
  
 is the triangle graph. For 
  
    
      
        ϵ
        =
        1
        
          /
        
        9
      
    
    {\displaystyle \epsilon =1/9}
  
, 
  
    
      
        δ
        <
        1
        
          /
        
        27
      
    
    {\displaystyle \delta <1/27}
  
, because there are fewer than 
  
    
      
        δ
        
          n
          
            h
          
        
      
    
    {\displaystyle \delta n^{h}}
  
 subgraphs isomorphic to 
  
    
      
        H
      
    
    {\displaystyle H}
  
 in this instance, and it is possible to eliminate all copies of 
  
    
      
        H
      
    
    {\displaystyle H}
  
 by removing 
  
    
      
        ϵ
        
          n
          
            2
          
        
      
    
    {\displaystyle \epsilon n^{2}}
  
 edges from 
  
    
      
        G
      
    
    {\displaystyle G}
  
. This is only one of the many 6-vertex graphs 
  
    
      
        G
      
    
    {\displaystyle G}
  
, so this only serves as an elementary upper bound.
A graph G {\displaystyle G} before and after removing 4 edges to eliminate all copies of H {\displaystyle H} , where H {\displaystyle H} is the triangle graph. For ϵ = 1 / 9 {\displaystyle \epsilon =1/9} , δ < 1 / 27 {\displaystyle \delta <1/27} , because there are fewer than δ n h {\displaystyle \delta n^{h}} subgraphs isomorphic to H {\displaystyle H} in this instance, and it is possible to eliminate all copies of H {\displaystyle H} by removing ϵ n 2 {\displaystyle \epsilon n^{2}} edges from G {\displaystyle G} . This is only one of the many 6-vertex graphs G {\displaystyle G} , so this only serves as an elementary upper bound.

Worked examples

Example 1 — a first encounter with Graph removal lemma

Start with the simplest possible case. Write down what Graph removal lemma claims or describes in one sentence, then invent the smallest concrete situation in which that sentence is true. In mathematics, the smallest case is usually a single object, a single equation or a single measurement. Check that every symbol or term in your sentence has a meaning in that case.

Example 2 — changing one variable

Take the situation from Example 1 and change exactly one quantity: double it, halve it, or set it to zero. Predict what should happen to Graph removal lemma before you calculate. Comparing your prediction with the result is the fastest way to find out whether you understand the idea or only the words.

Example 3 — an exam-style question

Typical questions about Graph removal lemma ask you to (a) state it precisely, (b) apply it to given data, and (c) explain a limitation. Practise writing all three answers in under five minutes; the third part is what separates a full-mark answer from an average one.

Applications of Graph removal lemma

In research
Graph removal lemma appears in mathematics research whenever the underlying quantities have to be modelled precisely. Papers usually cite it as a starting assumption and then explore where it breaks down.
In technology and industry
Engineering practice reuses Graph removal lemma in design rules, simulations and safety margins. Knowing the idea lets you read a specification sheet and understand why the numbers look the way they do.
In the classroom
Graph removal lemma is common in secondary-school and first-year university syllabi. It links to neighbouring topics Theorems in graph theory, so understanding it makes those chapters shorter.
In everyday life
Look for Graph removal lemma outside the textbook — in sport, cooking, traffic, electronics or the sky above you. An example you found yourself is remembered far longer than one you were given.
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How to study Graph removal lemma in 20 minutes

  1. Read the reference excerpt below once, without taking notes.
  2. Close the page and write down what Graph removal lemma means in your own words.
  3. Compare your version with the excerpt and mark what you missed.
  4. Work through the three examples above with pen and paper.
  5. Explain Graph removal lemma out loud to somebody else — or to Teacher Smith in the lgStudy chat.

Frequently asked questions

What is Graph removal lemma in simple terms?

In graph theory, the graph removal lemma states that when a graph contains few copies of a given subgraph, then all of the copies can be eliminated by removing a small number of edges. The special case in which the subgraph is a triangle is known as the triangle removal lemma.

Why does Graph removal lemma matter?

Because it connects several mathematics ideas at once: it gives you a definition you can apply, a quantity you can calculate, and a way to check whether a result is plausible.

How should I study Graph removal lemma?

Read the excerpt, restate it from memory, then work through the examples and applications listed on this page. The five-step study plan above takes about twenty minutes.

What does this page cover?

It gives you a compact reference excerpt plus original lgStudy explanations, examples, applications and study material on Graph removal lemma.

Tags

  • Theorems in graph theory

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