Started in 1996 as the research project ‘Backrub’ by the then PhD student Larry Page Started in 1996 as the research project ‘Backrub’ by the then PhD student Larry Page Sergey Brin joined in Became incorporated in 1998 Began selling advertisement in 2000 Became public in 2004 - Initial raise $2,718,281,828 (e * 10 ^ 9)
- Implied value of 23 billion
Represent the web as a huge directed graph Constantly traversed by a “random web surfer” Forward and backlinks The importance of each page is based on importance of the pages linking to it
Importance of a page Transition matrix
Stohastic matrix Stohastic matrix - All entries are non negative
- The sum of all entries in a column is 1 (unless the node corresponding to that column has no links)
Nodes with no forward links Nodes with no forward links
If A is the matrix whose entries are all zero except for the columns corresponding to dangling nodes, in which each entry is 1/n, then S = H + A. If A is the matrix whose entries are all zero except for the columns corresponding to dangling nodes, in which each entry is 1/n, then S = H + A.
Google Matrix Google Matrix α – damping factor, usually 0.85
Google maps – graph of all cities. Google maps – graph of all cities. - Selected route is the shortest path between the nodes
Ad serving Various areas of research
Simulation of the ad server Sampling of data Ad selection based on satisfaction index of the ad
Marriage between statistics and computer science Marriage between statistics and computer science regression analysis, neural networks, support vector machines
Chief Economist of Google is Hal Varian professor in University of Berkeley specializing in microeconomics and information technology Employee ratings Resource allocations
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