Hypernetwork Research Group at BI Lab

Hypernetwork Research Group at BI Lab is interested in hypernetwork models which are theoretical models of learning and memory inspired by molecular computation.

Applications of Hypernetwork Models

  • Hypernetwork Models of Learning and Memory
  • Multi-modal and Cross-modal Learning and Generation on Multimedia Data
  • Data Mining in Life Sciences and Life-logs
  • Molecular Evolutionary Computation in Silico and in Vitro

Upcoming Conferences on Hypernetwork Models

  • AAAI / IAAI 2010, The 24th AAAI Conference on Arificial Intelligence / The 22nd Innovative Applications of Artificial Intelligence Conference, Jul. 11 ~ 15, 2010, Atlanta, Geogia, USA.
  • ICML 2010, The 27th International Conference on Machine Learning, Jun. 21 ~ 24, 2010, Haifa, Israel.
  • SIGIR 2010, The 33rd Annual SIGIR Conference, Jul. 18 ~ 23, 2010, Geneva, Switzerland.
  • ICMI-MLMI 2010, The 12th International Conference on Multimodal Interfaces and the 7th Workshop on Machine Learning for Multimodal Interaction, (TBA)
  • ECML/PKDD 2010, The 21th European Conference on Machine Learning / Conference on Principles and Practice of Knowledge Discovery in Databases, Sep. 20 ~ 24, 2010, Barcelona, Spain.
  • PPSN 2010, The 11th International Conference on Parallel Problem Solving from Nature, Sep. 11 ~ 15, 2010, AGH University of Science and Technology, Cracow, Poland.
  • ECAI 2010, The 19th European Conference on Artificial Intelligence, Aug. 16 ~ 20, 2010, Lisbon, Portugual.
  • WCCI 2010, 2010 IEEE World Congress on Computational Intelligence (IJCNN / FUZZ-IEEE / CEC), Jul. 18 ~ 23, 2010, Centre de Convencions Internacional de barcelona, Barcelona, Spain.
  • PRICAI 2010, The 11th Pacific Rim International Conference on Artificial Intelligence, Aug. 30 ~ Sep. 3, 2010, Daegu, Korea.
  • ICDM 2009, IEEE International Conference on Data Mining, Dec. 6 ~ 9, 2009, Miami, Florida, USA.

Seminars

Invited Talks

Tutorials

Research Projects

Publications

  • Teaching an agent by playing a multimodal memory game: challenges for machine learners and human teachers, B.-T. Zhang, AAAI 2009 Spring Symposium: Agents that Learn from Human Teachers, 2009.
  • Evolving hypernetwork models of binary time series for forecasting price movements on stock markets, E. Bautu, S. Kim, A. Bautu, H. Luchian, and B.-T. Zhang, IEEE Congress on Evolutionary Computation (CEC 2009), pp.166-173, 2009.
  • An in vitro DNA hypernetwork for digit pattern recognition, K.-A. Yang, I.-H. Lee, and B.-T. Zhang, Preliminary Proceedings of the 15th International Meeting on DNA Computing (DNA15), 2009 (accepted).
  • Evolutionary hypernetwork classifiers for protein-protein interaction sentence filtering, J. Bootkrajang, S. Kim, and B.-T. Zhang, The Genetic and Evolutionary Computation Conference (GECCO 2009), pp. 185-191, 2009.
  • Gender Classification with Cortical Thickness Measurement from Magnetic Resonance Imaging by Using a Feature Selection Method Based on Evolutionary Hypernetworks, J.-W. Ha, J.H. Jang, D.-H. Kang, W.H. Jung, J.S. Kwon, and B.-T. Zhang, IEEE International Conference on Fuzzy Systems (FUZZ-IEEE 2009), pp. 41-46, 2009.
  • Evolutionary hypernetworks for learning to generate music from examples, H.-W. Kim, B.-H. Kim, and B.-T. Zhang, IEEE International Confernece on Fuzzy Systems (FUZZ-IEEE 2009), pp. 47-52, 2009.
  • Text-to-Image Cross-Modal Retrieval of Magazine Articles Based on Higher-order Pattern Recall by Hypernetworks, J.-W. Ha, B.-H. Kim, H.-W. Kim, W.C. Yoon, J.-H. Eom, and B.-T. Zhang, The 10th International Symposium on Advanced Intelligence Systems (ISIS 2009), pp. 274-277, 2009 (Best paper awarded).
  • Hypernetworks: A molecular evolutionary architecture for cognitive learning and memory, B.-T. Zhang, IEEE Computational Intelligence Magazine, 3(3):49-63, 2008.
  • The use of gold nanoparticle aggregation for DNA computing and logic-based biomolecular detection, I.-H. Lee, K.-A. Yang, J.-H. Lee, J.-Y. Park, Y. G. Chai, J.-H. Lee, and B.-T. Zhang, Nanotechnology, 19:395103, 2008.
  • Cognitive learning and the multimodal memory game: Toward human-level machine learning, B.-T. Zhang, IEEE International Joint Conference on Neural Networks (IJCNN2008), pp. 3261-3267, 2008.
  • Self-assemblying hypernetworks for cognitive learning of linguistic memory, B.-T. Zhang and C.-H. Park, Proceedings of World Academy of Science, Engineering and Technology (WASET), pp.134-138, 2008.
  • Finding cancer-related gene combinations using a molecular evolutionary algorithm, C.-H. Park, S.-J. Kim, S. Kim, D.-Y. Cho, B.-T. Zhang, IEEE 7th international conference on Bioinformatics & BioEngineering (BIBE 2007), pp. 158-163, 2007.
  • Evolving hypernetworks for pattern classification, J.-K. Kim, B.-T. Zhang, IEEE Congress on Evolutionary Computation (CEC 2007), pp.1856~1862, 2007.
  • Evolving hypernetwork classifiers for microRNA expression profile analysis, S. Kim, S.-J. Kim, and B.-T. Zhang, IEEE Congress on Evolutionary Computation (CEC 2007), pp. 313-319, 2007.
  • Use of evolutionary hypernetworks for mining prostate cancer data, C.-H. Park, S.-J. Kim, S. Kim, D.-Y. Cho, B.-T. Zhang, 8th International Symposium on Advanced Intelligent Systems (ISIS 2007), pp. 702-706, 2007.
  • Random hypergraph models of learning and memory in biomolecular networks: shorter-term adaptability vs. longer-term persistency, B.-T. Zhang, The First IEEE Symp. on Foundations of Computational Intelligence (FOCI '07), pp. 344-349, 2007.
  • Evolutionary hypernetwork models for aptamer-based cardiovascular disease diagnosis, J.-W. Ha, J.-H. Eom, S.-C. Kim, and B.-T. Zhang, The Genetic and Evolutionary Computation Conference (GECCO 2007), pp. 2709-2716, 2007.
  • A DNA computing-inspired silicon chip for pattern recognition, J.-K. Kim, B.S. Kim, O.H. Kwon, S.K. Hwang, J.-W. Ha, C.-H. Park, D.J. Chung, C.H. Lee, J. Park, and B.-T. Zhang, Preliminary Proceedings of the 13th International Meeting on DNA Computing (DNA13), p.373, 2007.
  • DNA hypernetworks for information storage and retrieval, B.-T. Zhang and J.-K. Kim, Lecture Notes in Computer Science, DNA 12, 4287:298-307, 2006.

Useful links


This page is maintained by Jung-Woo Ha
Last Update: December 5, 2009.