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public:pegah-software [2014/03/19 20:24]
pegah [Active Learning Algorithms]
public:pegah-software [2015/01/20 11:22]
pegah [Active Learning Algorithms]
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   * Description:​ we have proposed two active learning algorithms, namely GBS and REA (or Bottom-up), to infer directed acyclic graphs. The implementations of both algorithms can be found below in Python. The main files are "​topologyInfer-GBS.py"​ and "​topologyInfer-bottomUp.py";​ "​graphGen.py"​ is a function that generates different topologies, which are given as input to the two proposed algorithms. ​   * Description:​ we have proposed two active learning algorithms, namely GBS and REA (or Bottom-up), to infer directed acyclic graphs. The implementations of both algorithms can be found below in Python. The main files are "​topologyInfer-GBS.py"​ and "​topologyInfer-bottomUp.py";​ "​graphGen.py"​ is a function that generates different topologies, which are given as input to the two proposed algorithms. ​
   * Download:   * Download:
-    * [[http://​odysseas.calit2.uci.edu/​lib/​exe/​fetch.php/​public:​topologyinfer-gbs.py|topologyInfer-GBS.py]] +    * topologyInfer-GBS.py 
-    * [[http://​odysseas.calit2.uci.edu/​lib/​exe/​fetch.php/​public:​topologyinfer-bottomup.py|topologyInfer-bottomUp.py]] +    * topologyInfer-bottomUp.py 
-    * [[http://​odysseas.calit2.uci.edu/​lib/​exe/​fetch.php/​public:​graphgen.py|graphGen.py]]+    * graphGen.py
   * Related paper: P. Sattari, M. Kurant, A. Anandkumar, A. Markopoulou,​ M. Rabbat, [[http://​ieeexplore.ieee.org/​xpl/​login.jsp?​tp=&​arnumber=6731590&​url=http%3A%2F%2Fieeexplore.ieee.org%2Fiel7%2F78%2F4359509%2F06731590.pdf%3Farnumber%3D6731590|"​Active Learning of Multiple Source Multiple Destination Topologies,"​]] //in IEEE Transactions on Signal Processing//,​ Vol. 62, Issue 8, pp. 1926 - 1937, April 2014, [[http://​arxiv.org/​abs/​1212.2310|arXiv version]].   * Related paper: P. Sattari, M. Kurant, A. Anandkumar, A. Markopoulou,​ M. Rabbat, [[http://​ieeexplore.ieee.org/​xpl/​login.jsp?​tp=&​arnumber=6731590&​url=http%3A%2F%2Fieeexplore.ieee.org%2Fiel7%2F78%2F4359509%2F06731590.pdf%3Farnumber%3D6731590|"​Active Learning of Multiple Source Multiple Destination Topologies,"​]] //in IEEE Transactions on Signal Processing//,​ Vol. 62, Issue 8, pp. 1926 - 1937, April 2014, [[http://​arxiv.org/​abs/​1212.2310|arXiv version]].