TY - GEN
T1 - Pattern mining for general intelligence: The FISHGRAM algorithm for frequent and interesting subhypergraph mining
AU - O'Neill, Jade
AU - Goertzel, Ben
AU - Ke, Shujing
AU - Lian, Ruiting
AU - Sadeghi, Keyvan
AU - Shiu, Chi Keung Simon
AU - Wang, Dingjie
AU - Yu, Gino Tu
PY - 2012/12/26
Y1 - 2012/12/26
N2 - Fishgram, a novel algorithm for recognizing frequent or otherwise interesting sub-hypergraphs in large, heterogeneous hypergraphs, is presented. The algorithm's implementation the OpenCog integrative AGI framework is described, and concrete examples are given showing the patterns it recognizes in OpenCog's hypergraph knowledge store when the OpenCog system is used to control a virtual agent in a game world. It is argued that Fishgram is well suited to fill a critical niche in OpenCog and potentially other integrative AGI architectures: scalable recognition of relatively simple patterns in heterogeneous, potentially rapidly-changing data.
AB - Fishgram, a novel algorithm for recognizing frequent or otherwise interesting sub-hypergraphs in large, heterogeneous hypergraphs, is presented. The algorithm's implementation the OpenCog integrative AGI framework is described, and concrete examples are given showing the patterns it recognizes in OpenCog's hypergraph knowledge store when the OpenCog system is used to control a virtual agent in a game world. It is argued that Fishgram is well suited to fill a critical niche in OpenCog and potentially other integrative AGI architectures: scalable recognition of relatively simple patterns in heterogeneous, potentially rapidly-changing data.
UR - https://www.scopus.com/pages/publications/84871375647
U2 - 10.1007/978-3-642-35506-6_20
DO - 10.1007/978-3-642-35506-6_20
M3 - Conference article published in proceeding or book
SN - 9783642355059
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 189
EP - 198
BT - Artificial General Intelligence - 5th International Conference, AGI 2012, Proceedings
T2 - 5th International Conference on Artificial General Intelligence, AGI 2012
Y2 - 8 December 2012 through 11 December 2012
ER -