qu an t - ph / 9 80 80 25 17 A ug 1 99 8 A Study of Parallel Self - Organizing Map
نویسنده
چکیده
A new Self-Organizing Map is proposed for information parallel processing purpose. In this model, Parallel-SOM, there are two separate layers of neurons connected together. The number of neurons in both layer and connections between them is equal to the number of total elements of input signals. The weight updating is managed through a sequence of operations among some unitary transformation and operation matrixes. So the conventional repeated learning procedure is modified to learn just once. This research presents an algorithm developed to realize this new learning method. With a typical classification example, the performance of Parallel-SOM demonstrated convergence results similar to Kohonen's model. Theoretic analysis and proofs also show some interesting properties of Parallel-SOM. As the paper pointed out, in classical computation sense, the contribution of such a network may not be so significant. But its parallel mode may be interesting for quantum computation.
منابع مشابه
qu an t - ph / 9 80 80 25 v 2 2 0 A ug 1 99 8 A Study of Parallel Self - Organizing Map
A new Self-Organizing Map is proposed for information parallel processing purpose. In this model, Parallel-SOM, there are two separate layers of neurons connected together. The number of neurons in both layer and connections between them is equal to the number of total elements of input signals. The weight updating is managed through a sequence of operations among some unitary transformation an...
متن کاملar X iv : h ep - l at / 9 80 80 52 v 1 2 8 A ug 1 99 8 Results From The UKQCD Parallel Tempering Project
We present results from our study of the Parallel Tempering algorithm. We examine the swapping acceptance rate of a twin subensemble PT system. We use action matching technology in an attempt to maximise the swap acceptance rate. We model the autocorrelation times within Parallel Tempering ensembles in terms of autocorrelation times from Hybrid Monte Carlo. We present estimates for the autocorr...
متن کاملas tr o - ph / 9 80 81 94 19 A ug 1 99 8 Magnetic Field Effects on the Structure of Radiatively
متن کامل
ar X iv : 0 80 8 . 36 90 v 1 [ qu an t - ph ] 2 7 A ug 2 00 8 Entanglement dynamics of two - qubit system in different types of noisy channels ∗
X iv :0 80 8. 36 90 v1 [ qu an tph ] 2 7 A ug 2 00 8 Entanglement dynamics of two-qubit system in different types of noisy channels ∗ C. J. Shan, J. B. Liu, W. W. Cheng, T. K. Liu, Y. X. Huang, and H. Li College of Physics and Electronic Science, Hubei Normal University, Huangshi 435002, China (Dated: August 27, 2008) Abstract In this paper, we study entanglement dynamics of a two-qubit extende...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 1999