EEEE 547/647 Artificial Intelligence: Literature Review

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What is a Literature Review?

Process

A literature review is a survey of the scholarly literature published on a given issue, research topic, or theory. Rather than providing a new research insight, a literature review lays the groundwork for an in-depth research project analyzing previous research. Type of documents surveyed will vary depending on the field, but can include:

  • books
  • journal articles
  • theses
  • dissertation
Product

A literature review is also the component of your assignment, article, or other academic work which synthesizes what you found in your research; it provides a description, summary, and critical evaluation of each work.  Your literature review should include:

  • major findings & trends
  • interpretation & evaluation (do not just list all the research articles you found)
  • current knowledge gaps
  • how your research fits in to the existing literature

Steps

Determine the Scope of the Paper or Project:

Do you know what you are looking for?  Can you describe your project using one simple sentence or can you phrase the project as a question?  Without a clear idea of the project, you may not be able to determine which are the best resources to search, what terminology should be used in those resources, and if the results are appropriate and sufficient.    

If you're having difficulty getting your project described succinctly, try using a PICO chart to identify the concepts involved:

  • P is the population, problem, predicament or process
  • I is the intervention or improvement
  • C is what you'll compare your intervention/improvement to, and
  • O is the outcome (or results of the comparison of I and C) 

Create the Search Strategy

Take the simple sentence or question that describes what you are looking for.  What are the concepts in the sentence? Are there synonyms that describe the same concept?

 

Determine what Resources to Use:

What resources you'll use for your literature review depends on what types of materials you want to find.  

Search, Read, Refine and Repeat:

Now it's time to apply your search strategy in the resources you've decided to use.

  1. Use the Advanced Search feature (or whatever search is set up with the 3 lines of boxes) and enter your search strategy just as you recorded in your search strategy chart.  Don't forget to set your limits.   
    If the resource only provides a single search box, rearrange your chart from vertical into horizontal so that the search statement looks like this:  
    (Concept#1 OR synonym) AND (Concept#2 OR synonym) AND (Concept#3 OR synonym) 

    Example:
    (nuclear power OR nuclear industry) AND (water-cooled reactor OR pressurized water reactor) AND (receding horizon control)
  2. Examine the results to find the most appropriate items.  Keep your one-sentence project description (and/or your PICO chart) in mind to help you stay on track. 
  3. Export the records/citations you want to keep.
  4. Get the full text of the items.
  5. Read the full text of the items and look at the subjects assigned to the item and consider:
  • Do I have to change (narrow) my topic to something more specific because I'm finding way too much? 
  • Do I have to change (broaden) my topic because I can't find enough about it? 
  • Is there additional terminology for my topic/concepts that I hadn't included in my original search? 

     6. Redo your search strategy according to what you found in step #5 and rerun the search in the resources again. 

     7. You may need to repeat this cycle several times before you are able to identify the best terminology to use in each resource. 

In simple words!

Published findings are called the Literature" 

Your search for them is a "Review"

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