Firing Rule Essay

611 words - 3 pages

ARTIFICIAL INTELLIGENCE: OVERVIEW OF NEURAL NETWORKS
NAME: | | DATE: | |
TOPIC: | FIRING RULE | SCHEDULE: | MH 04:30P – 06:00p |

OBJECTIVE:
* To be familiarized with a neural network’s firing rule.
* To demonstrate the implementation of Hamming Distance Technique (HDT)

PROBLEM:
A 3-input neuron is taught to output 1 when the input (X1, X2, and X3) is 111 or 101 and to output 0 when the input is 000 or 001.

PROCEDURES:
1. Take a collection of training patterns for a node which cause it to fire (the 1-taught set of patterns).
| Case 1 | Case 2 |
X1: | | |
X2: | | |
X3: | | |
Out: | 1 | 1 |
Table 1.1 – 1-Taught Set of Patterns

2. Take a collection of training patterns for a node which prevent it from doing so (the 0-taught set).
| Case 1 | Case 2 |
X1: | | |
X2: | | |
X3: | | ...view middle of the document...

a. If the pattern has less input elements different with the 'nearest' pattern in the 1-taught set than with the 'nearest' pattern in the 0-taught set, then the pattern will cause the node to fire.
b. If the pattern has less input elements different with the 'nearest' pattern in the 0-taught set than with the 'nearest' pattern in the 1-taught set, then the pattern will not cause the node to fire.
c. If the pattern is equally distant from two taught patterns that have different outputs, then the output stays undefined (0/1).

For example:

Table 1.4 – Differences in input elements between a specific pattern and other patterns of the given collection (000, 001, 101, 111)

Patterns | 000 | 001 | 101 | 111 |
010 | 1 | 2 | 3 | 2 |
Result: | Nearest | - | - | - |

The pattern 010 differs from 000 in 1 element, from 001 in 2 elements, from 101 in 3 elements and from 111 in 2 elements. Therefore, the 'nearest' pattern is 000 which belongs in the 0-taught set. Thus the firing rule requires that the neuron should not fire when the input is 010.

5. Apply the HDT to accomplish the truth table below:

| Input 1 | Input 2 | Input 3 | Input 4 | Input 5 | Input 6 | Input 7 | Input 8 |
X1: | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 |
X2: | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 |
X3: | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 |
Out: | | | | | | | | |
Table 1.3 – Truth Table Accomplished with (HDT)
(The difference between the two truth tables is called the generalization of the neuron.)

TEST YOUR KNOWLEDGE:
Derive the generalization of the neuron from the following scenarios:
1. A 3-input neuron is taught to output 0 when the input (X1, X2, and X3) is 001 or 110 and to output 1 when the input is 000 or 111.
2. A 2-input neuron is taught to output 1 when the input (X1 and X2) is 00 and to output 0 when the input is 10 and 11.
3. A 3-input neuron is taught to output 1 when the input (X1, X2, and X3) is 111 and to output 0 when the input is 101.

Other Papers Like Firing Rule

Xmgt 216 Week 8 Assignment

1655 words - 7 pages China follows these new laws and regulations (Business Ethics in the Chinese Context , 2008). In 2007, China faced a major setback with the wave of product recalls. Rothlin talked about how China should improve their product safety, advertising, and China’s action taken on such problems as being a major ethical concern for China. Rothlin also discussed China’s anti-corruption activities and how firing Mayor Chen Liangyu sent a shockwave through

Oiler Cas Study Essay

813 words - 4 pages law. By firing Oiler for cross dressing is depriving him of living his life in which I do not believe that companies should legally be able to fire employee’s for this or any other action that is personally done outside of the work place. 2) Some of the consequences I see for companies that punish employees for certain off the job behaviors are many law suits especially if the behaviors have absolutely nothing to do with the company

Politics Debate

583 words - 3 pages -conservative Islamist rule. It's not clear who would come out on top, but political vacuums tend to empower extremists The United States already saw this movie in Afghanistan; after an amalgam of rebel groups forced out the Soviet-backed puppet government, infighting among them led to civil war and ultimately Taliban rule. Perversely, the best way to keep this from happening in Syria is for the Assad government to retain at least some power. 7

Leg 500 Assigmement 1

792 words - 4 pages When owning a company the Employment-at-will has been on of the most affecting parts of the hiring and firing process of the company. They hiring and firing process of a company can be very expensive. The United States first implemented the Employment at will doctrine without the exceptions to the rule that companies can fire their employees without any reason. According to Halbert, T. & Ingulli, e. (2006) there were some early adjustment to

The Help

815 words - 4 pages ”. Ms. Clark manages to convince her good friend Minny Jackson into telling her story. Ms. Jackson was a maid for Mrs. Walters, an elderly woman and her daughter, Hilly Holbrook. Ms. Holbrook, the town’s racist gossip, advocated for separate bathrooms for house help because of “different diseases”. This belief lead to Minny’s firing after refusing to walk through a tornado to an outhouse to use the bathroom. Phelan grew disenfranchised with

Business Law Questions

677 words - 3 pages also was not injured while performing any of her employment duties so it did not happen during the course of her employment. 3) Rawlinson should assert that the Alabama state prison system violates the disparate impact of Title VII. The stated rule of being at least 5 foot 2 inches and 120 pounds is not discriminatory at first but then you realize that this rule could be discriminatory against women because not many men are shorter than 5 foot 2

Selecting a Handgun

661 words - 3 pages its own firing range is even better because it will allow a customer to test a handgun before purchased. While in the store, ask questions. After asking questions, ask more. Take your time and put your hands on many handguns. It’s the small features that can distinguish one gun from another, such as night sights, recoil options, safeties, trigger pull, and finish. If a handgun is found to be a near hit, ask the salesperson if a gunsmith is

Napoleon Bonaparte

526 words - 3 pages he turned 16, therefore leaving him the estate. His first battle was when he directed the artillery siege of Toulon in 1793, and afterwards he was promoted to brigadier general. In 1795, he scattered a group of rioters by firing a grapeshot, a shot gun version of a cannon, into the crowd. Napoleon was then made commander of the Italian army and won four straight battles against the Austrians. In 1797, Austria surrendered to France when

Law Case Family Dollar Robbery

534 words - 3 pages Melvin Cross BUAD 381 October 2, 2015 Tamal Banton Issue: Did Officer White use excessive force when he chose to shoot Nicholas in the back while he tried to escape? Rule: Excessive force by a law enforcement officer is a violation of a person's constitutional rights. The term excessive force is not precisely defined; however, the use of force greater than that which a reasonable and prudent law enforcement officer would use

Power And Legitimacy

1795 words - 8 pages power. The difference lies within the ways through both power and authority is exerted. Where power is viewed as control through any means, authority has a moral character attached to it, and is based on a 'right to rule' notion, where the ruled see the authority as legitimate and take it as a moral obligation to obey it. Authority is essential for the ruling governments. They can maintain order in the society by sheer use of force and coercion

Mgmt 520 Final

1011 words - 5 pages   MGMT 520 Week 8 Final exam Answers Set 3 1.  List any bases Robins & Robins could sue Casings, Inc., under contract theory ONLY for the damages caused by the explosives in their drugs, over and above the cost of the capsule shells. (short answer question) 2.  TCO B. The FDA discovers that, during the public comment process, Robins & Robins bribed one of the members of the administrative panel that decided to pull the rule from

Related Essays

Weapon Safety Essay

1621 words - 7 pages . Regardless of the position of the safety, any blow or jar strong enough to actuate the firing mechanism of a gun can cause it to fire. This can happen even if the trigger is not touched, such as when a gun is dropped. Never rest a loaded gun against any object because there is always the possibility that it will be jarred or slide from its position and fall with sufficient force to discharge. No one can call a shot back. Once a gun fires, you

Employment At Will Doctrine Essay

2456 words - 10 pages working conditions" (Newby, 2013). Since this description did not say that other employees joined in with Jim, the judge would rule that his firing was legal. After firing Jim, I would call a meeting with the rest of the employees to make sure that Jim’s attitude towards the company had not spread to others and to try to find some solutions if it had. I made this decision based on the Virtue Ethics model. * Ellen started a blog to protest the

Decision Making Model Essay

1034 words - 5 pages rights of the employer and the rights of the employee. Step 3: Identification of principles, rules, and values Values: Respect and fairness Principle: To increase productivity by quitting smoking as the employees will be healthy Rule: Employees will quit smoking as part of their occupational health and safety and to reduce the burden on employers that is caused by loss of productivity that results from excessive smoking. Step 4: Specify the

Macdonald Refrigeraton Case Analysis

2144 words - 9 pages -VARIABLE WORK HOURS Janet's second plan holds the workforce constant, but varies the number of hours worked through flexible work schedules and overtime. By varying the hours worked, production can be better matched to demand. Strengths: * Overtime production is used to help increase monthly output during the high demand months * Employees are not stressed by potential firing * Regular and overtime hours are used to meet demand