TY - GEN
T1 - Online semantic extraction by backpropagation neural network with various syntactic structure representations
AU - Yeung, Heidi H. T.
N1 - Publication details (e.g. title, author(s), publication statuses and dates) are captured on an “AS IS” and “AS AVAILABLE” basis at the time of record harvesting from the data source. Suggestions for further amendments or supplementary information can be sent to <a href="mailto:[email protected]">[email protected]</a>.
PY - 2004
Y1 - 2004
N2 - An online intelligent system is proposed to extract the semantics by applying a 3-layer backpropagation neural network to classify the encoded syntactic structures into corresponding semantic types. Recursive Auto-Association Memories (RAAM), sequential RAAM, and tensor product representation with nonlinear compression are the three connectionist-based encoders to represent the syntactic structures. The proposed system is implemented with JAVA which is an object-oriented and multiplatform programming language. It is observed that the main program, NLP includes all procedures in the semantic extraction and training processes.
AB - An online intelligent system is proposed to extract the semantics by applying a 3-layer backpropagation neural network to classify the encoded syntactic structures into corresponding semantic types. Recursive Auto-Association Memories (RAAM), sequential RAAM, and tensor product representation with nonlinear compression are the three connectionist-based encoders to represent the syntactic structures. The proposed system is implemented with JAVA which is an object-oriented and multiplatform programming language. It is observed that the main program, NLP includes all procedures in the semantic extraction and training processes.
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M3 - RGC 32 - Refereed conference paper (with host publication)
T3 - Proceedings of the National Conference on Artificial Intelligence
SP - 1042
EP - 1043
BT - Proceedings - Nineteenth National Conference on Artificial Intelligence (AAAI-04): Sixteenth Innovative Applications of Artificial Intelligence Conference (IAAI-2004)
PB - American Association for Artificial Intelligence
T2 - 19th National Conference on Artificial Intelligence, AAAI-2004, 6th Innovative Applications of Artificial Intelligence Conference, IAAI 2004
Y2 - 25 July 2004 through 29 July 2004
ER -