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teaching:mfe:is [2015/05/08 09:23]
svsummer [Compiling SPARQL queries into machine code]
teaching:mfe:is [2015/09/14 13:41]
svsummer [Engineering a runtime system and compiler for AQL]
Line 24: Line 24:
  
   * Contact : [[ezimanyi@ulb.ac.be|Esteban Zimanyi]]   * Contact : [[ezimanyi@ulb.ac.be|Esteban Zimanyi]]
-** Complex Event Processing for Security Analytics 
  
-  As noted by [[home.deib.polimi.it/​cugola/​Papers/​cep_survey.pdf][Cugola and Magara]], "an increasing number of distributed 
-  applications requires processing continuously flowing data 
-  ("​events"​) from geographically distributed sources at unpredictable 
-  rates to obtain timely responses to complex queries. Examples of 
-  such applications come from the most disparate fields: from fraud 
-  detection to network intrusion detection systems, from wireless 
-  sensor networks to financial tickers, from traffic management to 
-  click-stream inspection."​ 
  
-  These requirements have led to the development of a number of +===== Graph Indexing for Fast Subgraph Isomorphism Testing =====
-  systems specifically designed to process information as a flow (or a +
-  set of flows) of continues data "​events"​ according to a set of +
-  pre-deployed processing rules. ​ Despite having a common goal, these +
-  systems differ in a wide range of aspects, including architecture,​ +
-  data models, rule and pattern languages, and processing +
-  mechanisms. In part, this is due to the fact that they were the +
-  result of the research efforts of different communities,​ each one +
-  bringing its own view of the problem and its background to the +
-  definition of a solution.+
  
-  The master thesis ​is put forward in the context ​of the SPICES +There is an increasing amount ​of scientific data, mostly from the bio-medical sciencesthat can be represented as collections ​of graphs ​(chemical moleculesgene interaction networks, ...). A crucial operation when searching in this data is that of subgraph ​   isomorphism testing: given a pattern P that one is interested in (also a graph) in and a collection D of graphs (e.g.chemical molecules), find all graphs in G that have P as a   ​subgraph. Unfortunately, ​the subgraph isomorphism problem is computationally intractable. In ongoing ​research, ​to enable tractable processing of this problem, we aim to reduce ​the number ​of candidate graphs in D to which subgraph isomorphism test needs   to be executed. Specifically,​ we index the graphs in the collection D by means of decomposing them into graphs for which subgraph ​  ​isomorphism *is* tractable. An associated algorithm that filters graphs ​that certainly cannot match P can then formulated based on ideas from information retrieval.
-  "​Scalable Processing and mIning of Complex Events for +
-  Security-analytics"​ research projectfunded by Innoviris. ​ The +
-  objective ​of this master thesis is to survey the existing systems +
-  and compare the strengths and weaknesses when they are applied +
-  specifically to the context detecting security breaches ​(network +
-  intrusionfraud detection, ...)and help, as part of the research +
-  projectin the design & implementation ​of a new system ​that +
-  overcomes these weaknesses.+
  
-   *Interested?​* +In this master thesis project, the student will emperically validate on real-world datasets the extent to which graphs can be decomposed into graphs for which subgraph isomorphism is tractable, and run experiments to validate the effectiveness of the proposed method in terms of filtering power. 
-   ​- ​Contact :  [[svsummer@ulb.ac.be][Stijn Vansummeren]]+ 
 +**Interested?​*Contact : [[stijn.vansummeren@ulb.ac.be|Stijn Vansummeren]
 + 
 +**Status**: available 
 + 
 + 
 +=====  Complex Event Processing for Security Analytics=====  
 + 
 +As noted by [[http://​home.deib.polimi.it/​cugola/​Papers/​cep_survey.pdf|Cugola and Magara]], "an increasing number of distributed applications requires processing continuously flowing data ("​events"​) from geographically distributed sources at unpredictable rates to obtain timely responses to complex queries. Examples of such applications come from the most disparate fields: from fraud  detection to network intrusion detection systems, from wireless sensor networks to financial tickers, from traffic management to click-stream inspection."​ 
 + 
 +These requirements have led to the development of a number of systems specifically designed to process information as a flow (or a set of flows) of continues data "​events"​ according to a set of pre-deployed processing rules. ​ Despite having a common goal, these systems differ in a wide range of aspects, including architecture,​ data models, rule and pattern languages, and processing mechanisms. In part, this is due to the fact that they were the result of the research efforts of different communities,​ each one bringing its own view of the problem and its background to the definition of a solution. 
 + 
 +The master thesis is put forward in the context of the SPICES "​Scalable Processing and mIning of Complex Events for Security-analytics"​ research project, funded by Innoviris. ​  
 +The objective of this master thesis is to survey the existing systems and compare the strengths and weaknesses when they are applied specifically to the context detecting security breaches (network intrusion, fraud detection, ...), and help, as part of the research project, in the design & implementation of a new system that overcomes these weaknesses. 
 + 
 +**Interested?​** Contact : [[stijn.vansummeren@ulb.ac.be|Stijn Vansummeren]] 
 + 
 +**Status**: already taken.
  
-   ​*Status*:​ available 
  
 ===== Compiling SPARQL queries into machine code ===== ===== Compiling SPARQL queries into machine code =====
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 **Interested?​** Contact: [[stijn.vansummeren@ulb.ac.be|Stijn Vansummeren]] **Interested?​** Contact: [[stijn.vansummeren@ulb.ac.be|Stijn Vansummeren]]
  
-**Status**: ​available+**Status**: ​already taken
  
 ===== Engineering a runtime system and compiler for AQL ===== ===== Engineering a runtime system and compiler for AQL =====
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 \\ \\
-**Status**: ​available+**Status**: ​taken
  
  
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 \\ \\
 **Interested?​** Contact : Stijn Vansummeren (stijn.vansummeren@ulb.ac.be),​ Frédéric Robert <​frrobert@ulb.ac.be>​ **Interested?​** Contact : Stijn Vansummeren (stijn.vansummeren@ulb.ac.be),​ Frédéric Robert <​frrobert@ulb.ac.be>​
 +
 +
 +**Status?** Already taken
  
  
 
teaching/mfe/is.txt · Last modified: 2020/09/29 17:03 by mahmsakr