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It has been shown that the decomposition of high-dimensional neural networks into low-dimensional neural networks equivalent to the original neural networks yields neural networks that have no critical points based on the hierarchical structure ( NIKE Air Jordan 4 Retro GG GS Denim 487724408 XXgz6SH0Na
). As for the case of complex-valued neural networks, a 2-2-2 three-layered complex-valued neural network can be constructed from a 1-1-1 three-layered quaternionic neural network. Such a complex-valued neural network does not comparatively suffer from negative effects caused by singular points during learning because it has no critical points based on a hierarchical structure.

The practical implementation of the 2-2-2 complex-valued neural network having no critical points based on a hierarchical structure is as follows.

1. Consider a 1-1-1 quaternionic neural network (called NET 1 here). Let the weight between the input neuron and the hidden neuron be A = a + ib +jc +kd ϵ Q and the weight between a hidden neuron and an output neuron be B = α + iB +jγ +kδ ϵ Q, where Q represents the set of quaternions. The quaternion is a four-dimensional number and was invented by W. R. Hamilton in 1843 ( Step n Style Mens Jalsa Shoes Indian Shoes Casual Shoes Ethnic Shoes Sherwani Jutti 8hjsH1piPn
). Let C = p + iq + jr +ks ϵ Q denote the threshold of the hidden neuron and D = µ + iv + jρ +kσ ϵ Q represent the threshold of the output neuron. For a technical reason, we assume that D = 0. The activation functions are defined by the following equations:


for the hidden neuron, and:


for the output neuron. For the sake of simplicity, we omitted the additional assumptions (see ( AllhqFashion Womens Buckle Open Toe LowHeels Imitated Suede Solid WedgesSandals Black osv54e
) for the details).

2. Create a 2-2-2 complex-valued neural network (called NET 2 here) by decomposing NET 1 described above, where a quaternion is decomposed into two complex numbers. That is, the quaternion A = a + ib + jc + kd ϵ Q representing the quaternionic weight between the input neuron and the hidden neuron is decomposed into the two complex numbers a′ = a +ib ϵ C and c′ = c + id ϵ C, where C is the set of complex numbers. Here, we used the Cayley-Dickson notation: the weight A between the input neuron and the hidden neuron of NET 1 can be written using Cayley-Dickson notation as follows:


where a’ = a + ib ϵ C and c’ = c + id ϵ C.

Similarly, the quaternion B = α + iβ + jγ +kδ ϵ Q representing the quaternionic weight between the hidden neuron and the output neuron is decomposed into the two complex numbers α′ = α +iβ ϵ C and dγ′ = γ + iδ ϵ C. The quaternion C = p + iq + jr + ks ϵ Q representing the quaternionic threshold of the hidden neuron is decomposed into two complex numbers p′ = p + iq ϵ C and r′ = r + is ϵ C. We use the activation function defined by the following equations for NET 2:


for the hidden neuron, and


for the output neuron.

NET 2 has no critical points based on a hierarchical structure (as a complex-valued neural network). See the literature ( CafePress Pair Of Boobys Flip Flops Funny Thong Sandals Beach Sandals Black SyJyUtEnz
) for the proof.

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08 February, 2017

Have you ever wanted to know the odds of something happening, or not happening?

It's the kind of question that students are frequently asked to calculate by hand in introductory statistics classes, and going through that exercise is a good way to become familiar with the mathematical formulas the underlie probability (and hence, all of statistics).

But let's be honest: when class is over, most people don't take the time to calculate those probabilities—at least, not by hand. Some people even resort to "just making it up." Needless to say, we at Minitab are firmly opposed to just making it up.

The good news is that determining the real odds of something happening doesn't have to be hard work! If you don't want to calculate the probabilities by hand, just let a statistical software package such as Minitab do it for you.

Computing Binomial Probabilities

Let's look at how to compute binomial probabilities. The process we'll go through is similar for any of the 24 distributions Minitab includes.

We use the binomial distribution to characterize a process with two outcomes—for example, if a part passes or fails inspection, if a candidate wins or loses an election, or if a coin lands on heads or tails. This distribution is used frequently in quality control, opinion surveys, medical research, and insurance.

Suppose I want to know the probability of getting a certain number of heads in 10 tosses of a fair coin. I need to calculate the odds for a binomial distribution with 10 trials (n=10) and probability of success p=0.5.

To compute the probability of exactly 8 successes, select Calc > Probability Distributions > Binomial...

Choose “probability” in the dialog, then enter the number of trials (10) and the probability of success (0.5) for “event probability." If we wanted to calculate the odds for more than one number of events, we could enter them in a worksheet column. But since for now we just want the probability of getting exactly 8 heads in 10 tosses, choose the "Input Constant" option, enter 8, and press OK.

The following output appears in the session window. It tells us that if we toss a fair coin with an 50% probability of landing on heads, the odds of getting exactly 8 heads out of 10 tosses are just 4%.

What if we wanted to know the Blondo Womens Iceland Waterproof Black Multi RmHBdXSO
of getting 8 heads in 10 tosses? Cumulative probability is the odds of one, two, or more events taking place. The word to remember is "or," because that's what cumulative probability tells you. What are the chances that when you toss this coin 10 times, you'll get 8 heads? That's cumulative probability.

To compute cumulative probabilities, select “cumulative probability” in the binomial distribution dialog.

The probability of 8 or fewer successes, is P(X ≤ 8) = 0.989258, or 98%:

Creating a Table of Probabilities

We can also use Minitab to calculate a full table of probabilities. In the worksheet, enter all of the values of the number of successes in a column. For example, for a series of 10 tosses, you would enter 1, 2, 3, 4, 5, 6, 7, 8, 9, 10. Next we'll select Calc > Probability Distributions > Binomial... again, but this time choose “Input column” and select C1 instead of using the "Input constant." Specify a different column for storage and press OK.

The probabilities appear in column C2:

Visualizing the Probabilities

Suppose you want to see the distribution of these probabilities in a graph? Select Graph > Bar Charts... , then use the dialog box choose View Single.

Just complete the dialog as shown:

When you press OK, Minitab produces this bar chart:

If you need to know the precise value for a given number of events, just hover over that column and Minitab displays the details:

As you can see, using Minitab to check and graph the probabilities of different events is not difficult. I hope knowing this increases the odds that the next time you wonder about the likelihood of an event, you'll be able to find it quickly and accurately!

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Minitab is the leading provider of software and services for quality improvement and statistics education. More than 90% of Fortune 100 companies use Minitab Statistical Software, our flagship product, and more students worldwide have used Minitab to learn statistics than any other package.

Minitab Inc. is a privately owned company headquartered in State College, Pennsylvania, with subsidiaries in the United Kingdom, France, and Australia. Our global network of representatives serves more than 40 countries around the world.

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