1 Discussion Class 2 A Vector Space Model for Automated Indexing.

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1 Discussion Class 2 A Vector Space Model for Automated Indexing

2 Discussion Classes Format: Questions. Ask a member of the class to answer. Provide opportunity for others to comment. When answering: Stand up. Give your name. Make sure that the TA hears it. Speak clearly so that all the class can hear. Suggestions: Do not be shy at presenting partial answers. Differing viewpoints are welcome.

3 Question 1: Reading a Research Paper (a)Who are the authors of this paper? What is their background? Why did they write this paper? (b)When was the paper written? What has changed since then? (c)What journal was the paper published in? Who are the readers of this journal?

4 Question 2. Summary of the paper (a)What is the overall hypothesis that is examined in this paper? (b)How does Section 2, Correlation between Indexing Performance and Space Density, relate to the hypothesis? (c)How does Section 3, Correlation between Space Density and Indexing Performance, relate to the hypothesis? (d)How does Section 4, The Discrimination Value Model, relate to the hypothesis?

5 Question 3: Document Space How does this diagram relate to the hypothesis?

6 Question 4: Research Methodology (a)What were the stages of research followed in this paper? (b)What test data was used? Are the results sensitive to the data? How much confidence to you have in the results? (c)What is a "recall-precision graph"?

7 Question 5: Weighting -- Term Frequency The paper examines the effect of term weighting on the space density of index terms. (a) Why is this of interest in information retrieval? (b)What form of term frequency (tf) is used in this paper? (c)How does this form of term frequency differ from the standard form discussed in class? Is this difference significant?

8 Question 6: Discrimination Value Model Explain the following expression, which the authors use to measure the space density. Q = ∑ s(C*, D i ) n i=1 Explain the following expression, which the authors use to measure the contribution of term k to the space density. DV k = Q k - Q What does this tell about the discriminant value of term k?

9 Question 7: Question 7: Discuss this graph