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Workshop: The Future of Web Search

Boosting Performance of Web Search Engines Using Query Logs

author: Fabrizio Silvestri, ICAR-CNR, Consiglio Nazionale delle Ricerche
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Slides
0:00 Boosting Performance of Web Search Engines using Query Logs
0:29 Introduction
1:17 What is a Query Log
1:49 Our Logs
2:59 What Does it Contain?
3:38 What Does it Contain?
4:34 How We Exploited
5:12 Caching Policies
5:32 Probability Driven Caching
6:44 Static Dynamic Caching
7:02 SDC Sections
7:39 SDC and Prefetching
8:23 Hit Ratio
9:19 Throughput
10:42 Collection Partitioning and Selection
11:31 Innovations
12:35 Contingency Matrix
13:02 Co-clustering Results
13:44 Experiments
15:10 Precision
16:11 Precision
17:06 Better Term Partitioning
18:10 Why Term Partitioning?
18:42 Encouraging Figures...
19:02 Discouraging Results
19:47 Term Partitioning Enhancements
20:21 Training and Test Sets
20:57 Servers per Query
21:59 List Replication
22:10 Query per Servers - Replicated Lists
22:40 Load Balancing (No Buffer Cache)
22:42 Load Balancing - Network is Dominant
23:44 Evaluating the Topic Shift Effect
24:26 Various Training Times
24:29 Thank You!

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