Elastic net Study guides, Class notes & Summaries
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ECS2604 EXAM PACK 2023
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7.5 Assignments 
7.5.1 First semester assignments 
SEMESTER 1 
ASSIGNMENT 01/2018 
CLOSING DATE: 02 March 2018 
UNIQUE NUMBER: 
WEIGHT: 40% of semester mark 
TL501: Learning units 1 – 4 
Prescribed Book: Chapters 1 – 4 
This assignment contributes 40% towards your semester mark. 
Please ensure that this assignment reaches the University before the due date. 
Answer all the questions on a mark-reading sheet or on myUnisa. 
IMPORTANT! The first ten multiple choice questions of thi...
![ISYE 6501 – original set Mid term 2 A+ Pass Revised 2023//2024](/docpics/3569088/651fc740b4590_3569088_121_171.jpeg)
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ISYE 6501 – original set Mid term 2 A+ Pass Revised 2023//2024
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ISYE 6501 – original set 
Mid term 2 A+ Pass 
Revised 2023//2024 
when might overfitting occur 
when the # of factors is close to or larger than the # of data points causing the model to 
potentially fit too closely to random effects 
Why are simple models better than complex ones 
less data is required; less chance of insignificant factors and easier to interpret 
what is forward selection 
we select the best new factor and see if it's good enough (R^2, AIC, or p-value) add it to our 
mo...
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AQA AS PHYSICS 7407/1 Paper 1 Mark scheme Latest Updated 2024
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AQA AS PHYSICS 7407/1 Paper 1 Mark scheme Latest Updated 2024 
 
 
radioactive contamination - the unwanted presence of materials containing radioactive materials 
 
how much of our background radiation is from the air(radon) - 50% 
 
how much of our background radiation is medical - 14% 
 
how much of our background radiation is from the ground - 14% 
 
how much of our background radiation is from food and drink - 11.5% 
 
how much of our background radiation is cosmic - 10% 
 
how much of our ...
![OMSA Exam Practice Questions and Answers Latest Updated 2023/2024](/docpics/3396264/64fadcbce15a5_3396264_121_171.jpeg)
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OMSA Exam Practice Questions and Answers Latest Updated 2023/2024
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OMSA Midterm 2 Exam With Complete Solutions Latest Updated Graded 2023/2024. Ways to avoid overfitting - Answer- - Need number of factors to be same order of 
magnitude as the number of points 
- Need enough factors to get good fit from real effects and random effects 
Simplicity - Answer- Simple models are better than complex. When fewer factors exist, 
less data collection is required -- less chance for including factors that are not 
significant. Another reason for variable selection! 
DOE - ...
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ISYE 6501 - Midterm 2 EXAM QUESTIONS WITH VERIFIED SOLUTIONS 100% LATEST UPDATE
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ISYE 6501 - Midterm 2 EXAM 
QUESTIONS WITH VERIFIED 
SOLUTIONS 100% LATEST 
UPDATE 
When might overfitting occur - ANSWER when the # of factors is 
close to or larger than the # of data points causing the model to 
potentially fit too closely to random effects 
Why are simple models better than complex ones - ANSWER 
less data is required; less chance of insignificant factors and 
easier to interpret 
What is forward selection - ANSWER we select the best new 
factor and see if it's good ...
![ISYE 6501 Midterm 2 Part 1 Latest 2023 Rated A](/docpics/3909617/6563ca754886a_3909617_121_171.jpeg)
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ISYE 6501 Midterm 2 Part 1 Latest 2023 Rated A
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ISYE 6501 Midterm 2 Part 1 Latest 2023 Rated A greedy algorithm at each step, the algorithm does the thing that looks best without taking future options into consideration; more classical 
variable selection methods stepwise - (forward, backward, combination) lasso elastic net 
available metrics for variable selection criteria p-value r2 AIC / BIC 
lasso Giving regression a budget to use on coefficients which it uses on most important coefficients Have to scale first 
elastic net constrain combi...
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ISYE 6501 - Midterm 2 AND Isye 6501 MID Final exam1 2023/2024
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ISYE 6501 - Midterm 
2 AND 
Isye 6501 MID Final 
exam1 2023/2024 
when might overfitting occur 
when the # of factors is close to or larger than the # of data 
points causing the model to potentially fit too closely to 
random effects 
Why are simple models better than complex ones 
less data is required; less chance of insignificant factors and 
easier to interpret 
what is forward selection 
we select the best new factor and see if it's good enough (R^2, 
AIC, or p-value) add it to our ...
![AQA Physics paper 1 (2022/2023) Already Passed](/docpics/2841983/6479e7264625b_2841983_121_171.jpeg)
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AQA Physics paper 1 (2022/2023) Already Passed
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AQA Physics paper 1 (2022/2023) Already Passed Energy is transferred between stores Thermal, kinetic, gravitational potential, elastic potential, chemical, magnetic, electrostatic, nuclear 
Energy is transferred... Mechanically (by a force doing work), electrically (work done by moving charges), by heating or by radiation (like light or sound) 
When a system changes, energy is transferred It can be transferred into or away from the system, between objects in the system or between different types...
![OMSA Midterm Exam Questions With Complete Solutions Latest Updated 2023/2024](/docpics/3409116/64fcfde7847cf_3409116_121_171.jpeg)
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OMSA Midterm Exam Questions With Complete Solutions Latest Updated 2023/2024
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OMSA Midterm Exam Questions With Complete Solutions Latest Updated 2023/2024. DOE - Answer- systematic method to determine the relationship between factors 
affecting a process and the output of that process. 
must make sure either: 
1) 2 data sets have same mix 
2) break down data into smaller tests that test all factors, not just one. 
forward selection - Answer- go step by step either narrowing or building a model -- 
begin with no factors. 
only allow new factors with p-value 0.1 or lower an...
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My Lymphedema Quiz fully solved graded A+
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My Lymphedema QuizLymphedema - correct answer swelling of a body part; the result of the abnormal accumulation of protein rich edema fluid; its a mechanical insufficiency of the lymphatic system 
 
CDT - correct answer Complete Decongestive Therapy treatment for Lymphedema 
MLD 
compression bandages 
compression garments 
remedial exercises 
skin and nail care 
homecare 
 
Difference between primary and secondary lymphedema - correct answer primary is the result of lymphatic dysplasia and may p...
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