Question 2 (30 pts): Suppose we have the following Rent House dataset (5 attributes and 4...
Fantastic news! We've Found the answer you've been seeking!
Question:
Transcribed Image Text:
Question 2 (30 pts): Suppose we have the following Rent House dataset (5 attributes and 4 houses): House ID Number of rooms Distance from the city center in meter house age Price Deposit (X1) (x2) (v1) (y2) 3 100 300K 15 4 150 350K 20 2 400 2 450 1 2 3 4 (X3) 5 10 7 9 ● 150K 180K 65 12 We want to create a neural network model for predicting both the house price and its deposit in terms of the number of rooms, the distance from the city center and the house age. Answer the following questions: a) What is the kind of this problem, is it a classification problem or it is a regression problem? b) How many input units that are used in the Multilayer neural network for solving this problem? c) How many output units that are used in the Multilayer neural network for solving this problem? d) Write a complete and suitable MATLAB code for creating and training Multilayer neural network that contains 3 hidden layers. Such that: • the number of neurons in the first hidden layer is 8, • the number of neurons in the second hidden layer is 10, • the number of neurons in the third hidden layer is 15, • the training data ratio is 80% the error threshold is 0.01 the learning rate is 0.2 Question 2 (30 pts): Suppose we have the following Rent House dataset (5 attributes and 4 houses): House ID Number of rooms Distance from the city center in meter house age Price Deposit (X1) (x2) (v1) (y2) 3 100 300K 15 4 150 350K 20 2 400 2 450 1 2 3 4 (X3) 5 10 7 9 ● 150K 180K 65 12 We want to create a neural network model for predicting both the house price and its deposit in terms of the number of rooms, the distance from the city center and the house age. Answer the following questions: a) What is the kind of this problem, is it a classification problem or it is a regression problem? b) How many input units that are used in the Multilayer neural network for solving this problem? c) How many output units that are used in the Multilayer neural network for solving this problem? d) Write a complete and suitable MATLAB code for creating and training Multilayer neural network that contains 3 hidden layers. Such that: • the number of neurons in the first hidden layer is 8, • the number of neurons in the second hidden layer is 10, • the number of neurons in the third hidden layer is 15, • the training data ratio is 80% the error threshold is 0.01 the learning rate is 0.2
Expert Answer:
Answer rating: 100% (QA)
a This problem is a regression problem since we are predicting a continuous value house price and its deposit b The number of input units used in the ... View the full answer
Related Book For
Fundamentals of Database Systems
ISBN: 978-0136086208
6th edition
Authors: Ramez Elmasri, Shamkant Navathe
Posted Date:
Students also viewed these accounting questions
-
Suppose you want to have $300,000 for retirement in 20 years. Your account earns 10% interest. a) How much would you need to deposit in the account each month? $ b) How much interest will you earn?...
-
In exercise 12.28, we have the following data concerning wear of a bearing: (a) The following model may be considered to describe this data: y i = 00 + ? 1 x l , + ? 2 x 2 + ? 12 x 1,? x 2 i + ? i,...
-
In Exercise- 12.28, we have the following data concerning wear of a bearing: (a) The following model may be considered to describe this data: yi = 00 + 1xl, + 2X2i + 12x1ix2i + i, for i = 1,2,...,6....
-
Evaluate and simplify the following derivatives. d dw -(e-w In w)
-
Refer to Exercise 5.4.12. Find the probability that 85% or more of the sampled mussels will be infected, using the normal approximation with the continuity correction. Exercise 5.4.12 In a certain...
-
(a) Find the value of a single capacitor to replace the three capacitors in the diagram. (b) What is the potential difference across the 12-F capacitor at the left side of the diagram? (c) What is...
-
An experiment has the four possible mutually exclusive outcomes \(A, B, C\), and \(D\). Check whether the following assignments of probability are permissible: (a) \(P(A)=0.38, P(B)=0.16, P(C)=0.11,...
-
Transactions related to revenue and cash receipts completed by Main Line Inc. during the month of August 2012 are as follows: Aug. 2. Issued Invoice No. 512 to Boston Co., $780. 4. Received cash from...
-
ME 4451 Lab 2 Handout RRR Serial Robot Servo Control
-
You are the brand manager for your favorite brand of clothing, food, vehicle, or other consumer product. Write a one-page branding statement summarizing your brand for your company's VP of Marketing....
-
Describe how social class is portrayed by the company that provides one of your favorite products or services? Give at least two specific examples and then determine what class(es) they view as...
-
1. The employment standards act provides for fourteen types of statutory leaves of absence. Identify three of these types of leaves and explain parameters for each (explain in details) 2): "Just...
-
1. "There is no validity for the human resource management without following the labour laws"- explain. 2. Briefly discuss how termination of employment by an employer is different from termination...
-
Take into consideration Corporate Social Responsibility (CSR), what provisions have the International Labour Law motion to put into consideration to its members? What is the importance OF CSR in our...
-
What are the legal sources that have a major impact on Canadian Employment Practicos ?
-
Briefly illustrate how labour law has endured a cycle of repression and encouragement. Also, explain what intercountry differences affect HRM. Finally, give several examples of how each may affect...
-
Your company purchases software from a BASF, a company based in Hamburg, Germany. If the C$ strengthens by 3% relative to the euro (C$1.00 = 0.5673), what will be the new value for the euro per...
-
A certain Christmas tree ornament is a silver sphere having a diameter of 8.50 cm. Determine an object location for which the size of the reflected image is three-fourths the size of the object. Use...
-
Apply the timestamp ordering algorithm to the schedules of Figure 21.8 (b) and (c), and determine whether the algorithm will allow the execution of the schedules.
-
Repeat exercise 15.24 for the following different set of functional dependencies G = { {A, B} -> {C}, {B, D} -> {E, F}, {A, D} -> {G, H}, {A} -> {I}, {H} -> {J} }.
-
Repeat Exercise 4.5, but use the AIRLINE schema of Figure 3.8. In exercise 4.5 What are the referential integrity constraints that should hold on the schema? Write appropriate SQL DDL statements to...
-
Test the overall significance of a regression model and identify the components of this test from your computer output.
-
Identify the sample.
-
Based on the strategy, what type of sampling technique will be used to identify the sample? a. Why did you choose this type of technique?
Study smarter with the SolutionInn App