Marina Sokol INRIA Sophia Antipolis - Projet MAESTRO 2004 Route des Lucioles B.P. 93 06902 Sophia Antipolis Cedex, France Office: L129 Email: Marina(dot)Sokol(at)sophia.inria.fr Phone: +33 (0)4 9238 7628
Position		Ph.D. student
Organization		INRIA
Research unit		Sophia Antipolis
Theme		Networks and Telecommunications
Project-Team		MAESTRO
Curriculum Vitae		Curriculum Vitae

Biography

I have obtained my Computer Sciense master degree in 2009 from the St. Petersburg State University, Russia. I was an intern student at MAESTRO Project in march-may 2009. Since 2009 I joined maestro team as a Ph.D. student under the supervision of Philippe Nain and Paulo Goncalves, the topic of my thesis is Graph-based Semi-supervised Learning Methods and Quick Detection of Central Nodes. PhD defense is expected in April 2014.

Research activities

My main research interests are:

• Graph-based semi-supervised learning algorithms
• Software engineering
• Traffic classification
• Machine Learning

Publications

Papers in journals

• Konstantin Avrachenkov, Nelly Litvak, Marina Sokol and, Don Towsley,
  "Quick detection of nodes with Large Degrees"pdf.
  Accepted to Internet Mathematics Journal.
  

Papers in refereed conferences and workshops

• Konstantin Avrachenkov, Paulo Goncalves and Marina Sokol,
  "On the Choice of Kernel and Labelled Data in Semi-supervised Learning Methods"pdf .
  In: 10th International Workshop on Algorithms and Models for the Web Graph, WAW 2013.
• Konstantin Avrachenkov, Nelly Litvak, Vasily Medyanikov and Marina Sokol,
  "Alpha current flow betweenness centrality"pdf .
  In: 10th International Workshop on Algorithms and Models for the Web Graph, WAW 2013.
• Konstantin Avrachenkov, Paulo Goncalves, Arnaud Legout and Marina Sokol,
  "Classification of content and users in BitTorrent by Semi-supervised Learning methods"pdf.
  In: IEEE IWCMC, TRAC Workshop 2012.Best Paper Award
  
• Konstantin Avrachenkov, Nelly Litvak, Marina Sokol and, Don Towsley,
  "Quick detection of nodes with Large Degrees"pdf.
  In: 9th International Workshop on Algorithms and Models for the Web Graph, WAW 2012.
• Konstantin Avrachenkov, Paulo Goncalves, Mishenin Alexey and Marina Sokol,
  "Generalized Optimization Frameworks for Semi-supervised Learning"pdf .
  In: SIAM conference on Data Mining, 2011
• Konstantin Avrachenkov, Paulo Goncalves, Arnaud Legout and Marina Sokol,
  "Graph Based Classification of Content and Users in BitTorrent"pdf .
  In: NIPS Big Learning Workshop, 2011
• Konstantin Avrachenkov, Nelly Litvak, Danil Nemirovsky, Elena Smirnova and Marina Sokol,
  "Quick detection for Top-k Personalized PageRank Lists"pdf .
  In: 8th International Workshop on Algorithms and Models for the Web Graph, WAW 2011.

Research reports

• Konstantin Avrachenkov, Nelly Litvak, Marina Sokol and, Don Towsley,
  "Quick detection of nodes with Large Degrees".
  RR-7881,2012.
• Konstantin Avrachenkov, Paulo Goncalves, Mishenin Alexey and Marina Sokol,
  "Generalized Optimization Framework for Graph-based Semi-supervised Learning".
  RR-7774,2011.
• Konstantin Avrachenkov, Nelly Litvak, Danil Nemirovsky, Elena Smirnova and Marina Sokol,
  "Monte Carlo Methods for Top-k Personalized PageRank Lists and Name Disambiguation" .
  RR-7367,2010.

MAESTRO	INRIA Sophia Antipolis	INRIA
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