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How to read a paper
2022-06-22 01:35:00 【There is no end to learning==】
In the process of scientific research, it is inevitable to read many papers , Reading a paper is the first step of scientific research , Choosing appropriate reading methods can help researchers understand papers more efficiently and carry out scientific research work .
Here we mainly introduce ACM and IEEE Fellow、 Professor of computer science, Cambridge University Srinivasan Keshav Recommended Three times reading method , And attached Methods of academic research , Help you quickly understand a field .
Attach the professor's thesis :paper.dvi (mit.edu)
Three-pass( Three times reading method )
First pass
A quick look at , Understand the general idea of the paper , Finally decide whether to read again .( when :5~10mins)
1、 Read the title carefully (title)、 Abstract (abstract) And introduction (introduction)
2、 Read the chapter (section heading) And subsections (sub-section heading) The title of the , Ignore other content .
3、 Read the conclusion (conclusion)
4、 Browse references (reference), Cross out the papers you have read
After the first reading, answer 5 A question (5 Cs):
1、Category: What kind of essay is this ? Review papers ? Research and analysis papers ?
2、Context: What are the relevant papers ? Based on what theory to analyze the problem ? 3、Correctness: Whether the hypothesis of the paper is correct ?
4、Contributions: What is the main contribution of this paper ?
5、Clarity: Is this paper well written ?( Is the structure complete ? Is the narrative clear ?)
ps, Tips for writing papers : The structure is clear , Chapter title 、 Chapter subheadings and abstracts should be well written .
Second times
Understand the content of the paper , But don't get caught up in the details , For example, proof, etc . While reading , Write down the main points or comments of the paper .( when :1h)
1、 Look carefully at the charts in the paper . Pay attention to the details , Whether the coordinate axis is correctly marked ? Whether the conclusion has statistical significance ? These details can often distinguish a really good paper from a shoddy one .
2、 When reading , Mark references that you haven't read , For further reading . Through this method , Can better understand the background of this paper .
After the second reading, I can understand the content of the article , Be able to summarize the main idea of the article , And attach supporting evidence .
Sometimes , After reading the second time, I still don't understand the article , Maybe you don't know anything about this field , There are some unfamiliar terms (terminology) And acronyms (acronyms). Or you don't know the proof or technology involved in the article . It is also possible that this article is poorly written .
Third times
In-depth understanding of the paper , Follow the author's ideas to reproduce the paper , By comparing the reproduced results with the results in the paper , You can know whether the paper is novel and the hidden assumptions ( Relevant citations are missing ) And potential technical problems .( when : Unfixed )
1、 Identify all assumptions in the paper , Challenge every hypothesis , Think about what you would think if you were yourself . in the meantime , You can write down your ideas for future work .
2、 Reconstruct the structure of this paper in your mind , Point out the advantages and disadvantages of this paper .
Doing A Literature Survey( Do academic research )
1、 Use academic search engines , for example Google Scholar and CiteSeer etc. , Use keywords to find the articles published in this field in recent years 3-5 Papers . Read all these papers 1 All over , Learn about the work of these papers , Then read these papers related work part . In this way, we can understand the recent work in this field , If you are lucky, you can find a review paper to read .
2、 Find out the commonly cited papers in the references of these papers , Or repeated author names . Visit the websites of these key people , Check out their recent papers , You can also see what top-level meetings they have attended . This can help you know the top conferences in your field .
3、 Visit the websites of these top conferences , Browse the latest meeting minutes . adopt “ Three times reading method ” For the first time, quickly identify high-quality related work . Summarize the papers found in this step and the highly cited papers in the second step , Basically, it can form the first edition of your literature review .
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