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Profile

Research Interests

KEYWORDS:
object recognition, classification, unsupervised learning, competitive learning, information recovery, modular structures, bi-directional neural connection, self-organization, feature columns, hierarchical network, etc.

Publishes

• S.Suzuki, "Probabilistic Word Vector and Similarity based on Dictionaries," Computational Linguistics and Intelligent Text Processing Lecture Notes in Computer Science N 2588, Springer-Verlag, 2003 (Proceedings of CICLing-2003) pp.564-574, 2003. (PS(700K),PDF(200K))
• S.Suzuki and N.Ueda, "Adaptive Clustering Using Modular Learning Architecture," Systems and Computers in Japan, vol.34, no.2, 2003.
• S.Suzuki, "Probabilistic Word Vector based on Dictionaries," Information Technology Letters(FIT2002), vol.1, pp.79-80, 2002. (in Japanese) (PS(220K),PDF(330K))
• S.Suzuki and N.Ueda, "SMEM algorithm for mixture regression problems," Electronics and Communications in Japan, Part 2, vol.84, no.12, 2001.
• S.Suzuki and N.Ueda, "SMEM algorithm for mixture regression models", IEICE D-II, vol.J83-D-II, no.12, pp.2777-2785, 2000. (in Japanese) (PDF(5.1M))
• S.Suzuki and N.Ueda, " Adaptive clustering method using modular learning architecture", IEICE D-II, vol.J83-DII No.6, pp.1529-1538, 2000. (in Japanese) (PDF(497K))
• S.Suzuki and H.Ando, "A modular network scheme for unsupervised 3D object recognition", Neurocomputing, vol.31, pp15-28, 2000. (PDF(381K))
• S.Suzuki and N.Ueda, "Learning NGnets by SMEM algorithm", JNNS'99, Sapporo, pp145-146, 1999. (in Japanese) (PDF(146K))
• H.Ando, S.Suzuki and T.Fujita, "Unsupervised visual learning of three-dimensional objects using a modular network architecture", Neural Networks, vol.12, pp1037-1052, 1999.
• S.Suzuki and N.Ueda, "Adaptive clustering method using modular learning architecture", Technical Report of IEICE, NC98-181, pp.215-222, 1999. (in Japanese)
• S.Suzuki and N.Ueda, "Self-Organization of Feature Columns and its Application to Object Classification", ICONIP'97, Springer, pp.1166-1169, 1997. (PDF(157K))
• S.Suzuki and N.Ueda, "A Model for Self-Organization of Feature Columns using Modular Structure", JNNS'97, Kanazawa, pp133-134, 1997. (in Japanese)
• S.Suzuki and H.Ando, "3D Object Recognition from 2D Views", IEICE D-II, vol.J79-DII No.7, pp.1291-1300, 1996. (in Japanese)
• S.Suzuki and H.Ando, "Unsupervised Classification of 3D Objects from 2D Views", NIPS 7, The MIT Press, Cambridge,MA., pp.949-956, 1995.  (Abstract)    (PDF(874K))
• S.Suzuki and H.Ando, "Recognition and Classification of 3D Objects Using a Modular Learning Network", Technical Report of IEICE, NC93-62, 1993. (in Japanese)

Awards

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