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Results show that the proportion of queries in the these two categories changes according to the number of fake queries.
Fig. 6 The efficiency of the attack decreases according to the proportion of queries considered in user profiles.
Results show that the efficiency of the attack decreases according to the proportion of queries considered in user profiles.
Figure 19 presents the recall of SimAttack for different proportion of queries in the user profile (from 0 to 100%%).
Nevertheless, we note that the number of de-anonymized queries gently decreases (i.e., 8.7 %) when the proportion of queries considered in user profiles drops from 100to20%0 %.
On the one hand, Figure 11 shows that users need to provide less information explicitly using the mental-state system; this explains the higher proportion of queries (both differences significant over 98%).
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Identified represents the proportion of obfuscated queries for which SimAttack retrieves the initial query (i.e., the recall), Misclassified represents the proportion of obfuscated queries for which SimAttack retrieves a fake query as initial query, and Unknown represents the proportion of obfuscated queries for which SimAttack is not able to classify any query as initial query.
Indeed, changing the number of fake queries does not affect the profile of users, and thus the same proportion of initial queries is retrieved.
So non-social searches, which compose a huge proportion of Google queries, are unaffected.
Nevertheless, in most of cases, the adversary is still able to retrieve a non-negligible proportion of user queries.
According to research out today from the ad network Chitika, when analyzing web browsing traffic, Apple's iOS mobile platform drives the highest proportion of search queries: 54 percent of all iOS web traffic is devoted to search, the company says.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com