| ชื่อเรื่อง | : | ESNs with one dimensional topography |
| นักวิจัย | : | Mayer, N. Michael. , Browne, Matthew. , Wu, Horng Jason. |
| คำค้น | : | 970101 Expanding Knowledge in the Mathematical Sciences. , 080199 Artificial Intelligence and Image Processing not elsewhere classified. , Reservoir computing -- Topographic maps -- Recurrent neural networks , Conference Paper. Full Paper (Refereed) |
| หน่วยงาน | : | Central Queensland University, Australia |
| ผู้ร่วมงาน | : | - |
| ปีพิมพ์ | : | 2553 |
| อ้างอิง | : | http://hdl.cqu.edu.au/10018/938113 |
| ที่มา | : | Mayer, NM, Browne, M & Wu, HJ 2010, 'ESNs with One Dimensional Topography', in K W Wong, B S U Mendis & A Bouzerdoum (eds.) Neural Information Processing : Theory and Algorithms. 17th International Conference, ICONIP 2010 Proceedings, 20-25 November 2010, Sydney, Australia, November 2010, pp. 209-216, http://dx.doi.org/10.1007/978-3-642-17534-3_26. |
| ความเชี่ยวชาญ | : | - |
| ความสัมพันธ์ | : | ICONIP 2010 : Neural information processing : theory and algorithms, 17th international conference, proceedings, part II, 20-25 November 2010, Sydney, Australia / K.W. Wong, B.S.U. Mendis, A. Bouzerdoum (editors). Heidelberg, Germany : Springer, 2010. p. 209-216 740 pages Refereed 9783642175336 (online) , ACQUIRE [electronic resource] : Central Queensland University Institutional Repository. |
| ขอบเขตของเนื้อหา | : | - |
| บทคัดย่อ/คำอธิบาย | : | In this paper the standard Echo State approach is combined with a topography, i.e. it is assigned with a position which implies certain constraints of the mutual connectivity between these neurons. The overall design of the network allows certain neurons to process new information earlier than others. As a consequence the connectivity of the trained output layer can be analyzed; conclusions can be drawn regarding which reservoir depth is sufficient to process the given task. In particular we look at connection strengths of different locations of the reservoir as a function of the test error which can be influenced by using ridge regression. |
| บรรณานุกรม | : |
Mayer, N. Michael. , Browne, Matthew. , Wu, Horng Jason. . (2553). ESNs with one dimensional topography.
กรุงเทพมหานคร : Central Queensland University, Australia. Mayer, N. Michael. , Browne, Matthew. , Wu, Horng Jason. . 2553. "ESNs with one dimensional topography".
กรุงเทพมหานคร : Central Queensland University, Australia. Mayer, N. Michael. , Browne, Matthew. , Wu, Horng Jason. . "ESNs with one dimensional topography."
กรุงเทพมหานคร : Central Queensland University, Australia, 2553. Print. Mayer, N. Michael. , Browne, Matthew. , Wu, Horng Jason. . ESNs with one dimensional topography. กรุงเทพมหานคร : Central Queensland University, Australia; 2553.
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