By Ignacio Rojas, Gonzalo Joya, Joan Cabestany
This two-volume set LNCS 7902 and 7903 constitutes the refereed court cases of the twelfth foreign Work-Conference on synthetic Neural Networks, IWANN 2013, held in Puerto de los angeles Cruz, Tenerife, Spain, in June 2013. The 116 revised papers have been rigorously reviewed and chosen from a variety of submissions for presentation in volumes. The papers discover sections on mathematical and theoretical tools in computational intelligence, neurocomputational formulations, studying and model emulation of cognitive features, bio-inspired platforms and neuro-engineering, complicated issues in computational intelligence and functions
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Additional resources for Advances in Computational Intelligence: 12th International Work-Conference on Artificial Neural Networks, IWANN 2013, Proceedings, Part 1
There’s another funny thing about those patterns. If the flow of data stops while we are busily focussed on something else, our perception of the identifiable pattern in the background continues for four more seconds. That’s right, for four seconds we are drifting along supported only by our own false certainty. Now it makes sense that such a system should have a buffer, otherwise we might be startled into reflexive action by even the slightest interruption in the stream. If four seconds seems like a long time to you, I assure you that I feel the same way.
F (w1 xn + b1 ) · · · f (wm xn + bm ) (3) β = (β1 , . . , βm )T and y = (y1 , . . , yn )T . The ELM approach is thus to initialize randomly the wi and bi and compute the output weights β = H† y by a Moore-Penrose pseudo-inverse  (which is identical to the Ordinary Least Squares solution for a regression problem, see section 3) of H, H† . There have been recent advances based on the ELM algorithm, to improve its robustness (OP-ELM , CS-ELM ), or make it a batch algorithm, improving at each iteration (EM-ELM , EEM-ELM ).
As I type this, an image appears on my monitor. It is an email notice, but not a pop-up summary of whichever email happens to have landed in my inbox. I have those turned off. Too often, they appear directly over the space at the bottom righthand corner of the monitor where I am typing the last words on a line. I don’t mind not being able to see what I’m typing, but it is well-understood that a written interruption that appears in line-of-sight during a writing task has a catastrophic effect on productivity.
Advances in Computational Intelligence: 12th International Work-Conference on Artificial Neural Networks, IWANN 2013, Proceedings, Part 1 by Ignacio Rojas, Gonzalo Joya, Joan Cabestany