CODE/CALC ET 3-HOLE
2nd Edition
ISBN: 9781323178522
Author: Briggs
Publisher: PEARSON
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Chapter 7.9, Problem 19E
To determine
To solve: The given differential equation.
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Need help with coding in this in python!
In the diagram, there is a green arrow pointing from Input C (complete data) to Transformer Encoder S_B, which I don’t understand. The teacher model is trained on full data, but S_B should instead receive missing data—this arrow should not point there. Please verify and recreate the diagram to fix this issue. Additionally, the newly created diagram should meet the same clarity standards as the second diagram (Proposed MSCATN). Finally provide the output image of the diagram in image format .
Please provide me with the output image of both of them . below are the diagrams code
make sure to update the code and mentionned clearly each section also the digram should be clearly describe like in the attached image. please do not provide the same answer like in other question . I repost this question because it does not satisfy the requirment I need in terms of clarifty the output of both code are not very well details
I have two diagram :
first diagram code
graph LR subgraph Teacher Model (Pretrained) Input_Teacher[Input C (Complete Data)] --> Teacher_Encoder[Transformer Encoder T] Teacher_Encoder --> Teacher_Prediction[Teacher Prediction y_T] Teacher_Encoder --> Teacher_Features[Internal Features F_T] end subgraph Student_A_Model[Student Model A (Handles Missing Values)] Input_Student_A[Input M (Data with Missing Values)] --> Student_A_Encoder[Transformer Encoder E_A] Student_A_Encoder --> Student_A_Prediction[Student A Prediction y_A] Student_A_Encoder…
Chapter 7 Solutions
CODE/CALC ET 3-HOLE
Ch. 7.1 - What change of variables would you use for the...Ch. 7.1 - Prob. 2ECh. 7.1 - What trigonometric identity is useful in...Ch. 7.1 - Describe a first step in integrating x32x+4x1dx.Ch. 7.1 - Prob. 5ECh. 7.1 - Prob. 6ECh. 7.1 - Substitution Review Evaluate the following...Ch. 7.1 - Substitution Review Evaluate the following...Ch. 7.1 - Substitution Review Evaluate the following...Ch. 7.1 - Substitution Review Evaluate the following...
Ch. 7.1 - Substitution Review Evaluate the following...Ch. 7.1 - Substitution Review Evaluate the following...Ch. 7.1 - Substitution Review Evaluate the following...Ch. 7.1 - Substitution Review Evaluate the following...Ch. 7.1 - Subtle substitutions Evaluate the following...Ch. 7.1 - Subtle substitutions Evaluate the following...Ch. 7.1 - Subtle substitutions Evaluate the following...Ch. 7.1 - Prob. 18ECh. 7.1 - Subtle substitutions Evaluate the following...Ch. 7.1 - Subtle substitutions Evaluate the following...Ch. 7.1 - Subtle substitutions Evaluate the following...Ch. 7.1 - Prob. 22ECh. 7.1 - Splitting fractions Evaluate the following...Ch. 7.1 - Splitting fractions Evaluate the following...Ch. 7.1 - Splitting fractions Evaluate the following...Ch. 7.1 - Splitting fractions Evaluate the following...Ch. 7.1 - Splitting fractions Evaluate the following...Ch. 7.1 - Splitting fractions Evaluate the following...Ch. 7.1 - Division with rational functions Evaluate the...Ch. 7.1 - Division with rational functions Evaluate the...Ch. 7.1 - Division with rational functions Evaluate the...Ch. 7.1 - Prob. 32ECh. 7.1 - Completing the square Evaluate the following...Ch. 7.1 - Completing the square Evaluate the following...Ch. 7.1 - Completing the square Evaluate the following...Ch. 7.1 - Completing the square Evaluate the following...Ch. 7.1 - Multiply by 1 Evaluate the following integrals....Ch. 7.1 - Multiply by 1 Evaluate the following integrals....Ch. 7.1 - Multiply by 1 Evaluate the following integrals....Ch. 7.1 - Multiply by 1 Evaluate the following integrals....Ch. 7.1 - Further Explorations 41. Explain why or why not...Ch. 7.1 - Miscellaneous integrals Use the approaches...Ch. 7.1 - Miscellaneous integrals Use the approaches...Ch. 7.1 - Miscellaneous integrals Use the approaches...Ch. 7.1 - Miscellaneous integrals Use the approaches...Ch. 7.1 - Miscellaneous integrals Use the approaches...Ch. 7.1 - Miscellaneous integrals Use the approaches...Ch. 7.1 - Miscellaneous integrals Use the approaches...Ch. 7.1 - Miscellaneous integrals Use the approaches...Ch. 7.1 - Miscellaneous integrals Use the approaches...Ch. 7.1 - Miscellaneous integrals Use the approaches...Ch. 7.1 - Prob. 52ECh. 7.1 - Miscellaneous integrals Use the approaches...Ch. 7.1 - Miscellaneous integrals Use the approaches...Ch. 7.1 - Different substitutions a. Evaluate tanxsec2xdx...Ch. 7.1 - Different methods a. Evaluate cotxcsc2xdx using...Ch. 7.1 - Different methods a. Evaluate x2x+1dx using the...Ch. 7.1 - Different substitutions a. Show that...Ch. 7.1 - Area of a region between curves Find the area of...Ch. 7.1 - Area of a region between curves Find the area of...Ch. 7.1 - Prob. 61ECh. 7.1 - Prob. 62ECh. 7.1 - Arc length Find the length of the curve y = x5/4...Ch. 7.1 - Surface area Find the area of the surface...Ch. 7.1 - Surface area Let f(x)=x+1. Find the area of the...Ch. 7.1 - Skydiving A skydiver in free fall subject to...Ch. 7.2 - On which derivative rule is integration by parts...Ch. 7.2 - How would you choose dv when evaluating xneaxdx...Ch. 7.2 - Prob. 3ECh. 7.2 - Explain how integration by parts is used to...Ch. 7.2 - Prob. 5ECh. 7.2 - Prob. 6ECh. 7.2 - Integration by parts Evaluate the following...Ch. 7.2 - Integration by parts Evaluate the following...Ch. 7.2 - Integration by parts Evaluate the following...Ch. 7.2 - Integration by parts Evaluate the following...Ch. 7.2 - Integration by parts Evaluate the following...Ch. 7.2 - Integration by parts Evaluate the following...Ch. 7.2 - Integration by parts Evaluate the following...Ch. 7.2 - Integration by parts Evaluate the following...Ch. 7.2 - Integration by parts Evaluate the following...Ch. 7.2 - Integration by parts Evaluate the following...Ch. 7.2 - Integration by parts Evaluate the following...Ch. 7.2 - Integration by parts Evaluate the following...Ch. 7.2 - Integration by parts Evaluate the following...Ch. 7.2 - Prob. 20ECh. 7.2 - Integration by parts Evaluate the following...Ch. 7.2 - Integration by parts Evaluate the following...Ch. 7.2 - Repeated integration by parts Evaluate the...Ch. 7.2 - Repeated integration by parts Evaluate the...Ch. 7.2 - Repeated integration by parts Evaluate the...Ch. 7.2 - Repeated integration by parts Evaluate the...Ch. 7.2 - Repeated integration by parts Evaluate the...Ch. 7.2 - Repeated integration by parts Evaluate the...Ch. 7.2 - Repeated integration by parts Evaluate the...Ch. 7.2 - Repeated integration by parts Evaluate the...Ch. 7.2 - Definite integrals Evaluate the following definite...Ch. 7.2 - Definite integrals Evaluate the following definite...Ch. 7.2 - Definite integrals Evaluate the following definite...Ch. 7.2 - Definite integrals Evaluate the following definite...Ch. 7.2 - Definite integrals Evaluate the following definite...Ch. 7.2 - Definite integrals Evaluate the following definite...Ch. 7.2 - Definite integrals Evaluate the following definite...Ch. 7.2 - Prob. 38ECh. 7.2 - Volumes of solids Find the volume of the solid...Ch. 7.2 - Volumes of solids Find the volume of the solid...Ch. 7.2 - Volumes of solids Find the volume of the solid...Ch. 7.2 - Volumes of solids Find the volume of the solid...Ch. 7.2 - Reduction formulas Use integration by parts to...Ch. 7.2 - Reduction formulas Use integration by parts to...Ch. 7.2 - Reduction formulas Use integration by parts to...Ch. 7.2 - Reduction formulas Use integration by parts to...Ch. 7.2 - Prob. 48ECh. 7.2 - Prob. 49ECh. 7.2 - Prob. 50ECh. 7.2 - Prob. 51ECh. 7.2 - Integrals involving lnxdx Use a substitution to...Ch. 7.2 - Integrals involving lnxdx Use a substitution to...Ch. 7.2 - Two methods a. Evaluate xlnx2dx using the...Ch. 7.2 - Logarithm base b Prove that logbxdx=1lnb(xlnxx)+C.Ch. 7.2 - Two integration methods Evaluate sinxcosxdx using...Ch. 7.2 - Combining two integration methods Evaluate cosxdx...Ch. 7.2 - Prob. 58ECh. 7.2 - Function defined as an integral Find the arc...Ch. 7.2 - A family of exponentials The curves y = xeax are...Ch. 7.2 - Solid of revolution Find the volume of the solid...Ch. 7.2 - Prob. 62ECh. 7.2 - Comparing volumes Let R be the region bounded by y...Ch. 7.2 - Log integrals Use integration by parts to show...Ch. 7.2 - A useful integral a. Use integration by parts to...Ch. 7.2 - Integrating inverse functions Assume that f has an...Ch. 7.2 - Integral of sec3 x Use integration by parts to...Ch. 7.2 - Two useful exponential integrals Use integration...Ch. 7.2 - Prob. 69ECh. 7.2 - Find the error Suppose you evaluate dxx using...Ch. 7.2 - Prob. 71ECh. 7.2 - Practice with tabular integration Evaluate the...Ch. 7.2 - Prob. 73ECh. 7.2 - Integrating derivatives Use integration by parts...Ch. 7.2 - An identity Show that if f has a continuous second...Ch. 7.2 - An identity Show that if f and g have continuous...Ch. 7.2 - Possible and impossible integrals Let In=xnex2dx,...Ch. 7.2 - Looking ahead (to Chapter 9) Suppose that a...Ch. 7.3 - State the half-angle identities used to integrate...Ch. 7.3 - State the three Pythagorean identities.Ch. 7.3 - Describe the method used to integrate sin3 x.Ch. 7.3 - Describe the method used to integrate sinm x cosn...Ch. 7.3 - What is a reduction formula?Ch. 7.3 - How would you evaluate cos2xsin3xdx?Ch. 7.3 - How would you evaluate tan10xsec2xdx?Ch. 7.3 - How would you evaluate sec12xtanxdx?Ch. 7.3 - Integrals of sin x or cos x Evaluate the following...Ch. 7.3 - Integrals of sin x or cos x Evaluate the following...Ch. 7.3 - Integrals of sin x or cos x Evaluate the following...Ch. 7.3 - Integrals of sin x or cos x Evaluate the following...Ch. 7.3 - Integrals of sin x or cos x Evaluate the following...Ch. 7.3 - Integrals of sin x or cos x Evaluate the following...Ch. 7.3 - Integrals of sin x and cos x Evaluate the...Ch. 7.3 - Integrals of sin x and cos x Evaluate the...Ch. 7.3 - Integrals of sin x and cos x Evaluate the...Ch. 7.3 - Integrals of sin x and cos x Evaluate the...Ch. 7.3 - Integrals of sin x and cos x Evaluate the...Ch. 7.3 - Integrals of sin x and cos x Evaluate the...Ch. 7.3 - Prob. 21ECh. 7.3 - Integrals of sin x and cos x Evaluate the...Ch. 7.3 - Integrals of sin x and cos x Evaluate the...Ch. 7.3 - Integrals of sin x and cos x Evaluate the...Ch. 7.3 - Integrals of tan x or cot x Evaluate the following...Ch. 7.3 - Integrals of tan x or cot x Evaluate the following...Ch. 7.3 - Integrals of tan x or cot x Evaluate the following...Ch. 7.3 - Integrals of tan x or cot x Evaluate the following...Ch. 7.3 - Integrals of tan x or cot x Evaluate the following...Ch. 7.3 - Integrals of tan x or cot x Evaluate the following...Ch. 7.3 - Integrals involving tan x and sec x Evaluate the...Ch. 7.3 - Integrals involving tan x and sec x Evaluate the...Ch. 7.3 - Integrals involving tan x and sec x Evaluate the...Ch. 7.3 - Integrals involving tan x and sec x Evaluate the...Ch. 7.3 - Integrals involving tan x and sec x Evaluate the...Ch. 7.3 - Integrals involving tan x and sec x Evaluate the...Ch. 7.3 - Integrals involving tan x and sec x Evaluate the...Ch. 7.3 - Integrals involving tan x and sec x Evaluate the...Ch. 7.3 - Integrals involving tan x and sec x Evaluate the...Ch. 7.3 - Integrals involving tan x and sec x Evaluate the...Ch. 7.3 - Integrals involving tan x and sec x Evaluate the...Ch. 7.3 - Integrals involving tan x and sec x Evaluate the...Ch. 7.3 - Integrals involving tan x and sec x Evaluate the...Ch. 7.3 - Integrals involving tan x and sec x Evaluate the...Ch. 7.3 - Explain why or why not Determine whether the...Ch. 7.3 - Prob. 46ECh. 7.3 - Prob. 47ECh. 7.3 - Prob. 48ECh. 7.3 - Prob. 49ECh. 7.3 - Additional integrals Evaluate the following...Ch. 7.3 - Additional integrals Evaluate the following...Ch. 7.3 - Prob. 52ECh. 7.3 - Additional integrals Evaluate the following...Ch. 7.3 - Prob. 54ECh. 7.3 - Additional integrals Evaluate the following...Ch. 7.3 - Prob. 56ECh. 7.3 - Additional integrals Evaluate the following...Ch. 7.3 - Prob. 58ECh. 7.3 - Square roots Evaluate the following integrals. 59....Ch. 7.3 - Square roots Evaluate the following integrals. 60....Ch. 7.3 - Square roots Evaluate the following integrals. 61....Ch. 7.3 - Sine football Find the volume of the solid...Ch. 7.3 - Arc length Find the length of the curve y = ln...Ch. 7.3 - Prob. 64ECh. 7.3 - A tangent reduction formula Prove that for...Ch. 7.3 - A secant reduction formula Prove that for positive...Ch. 7.3 - Integrals of the form sinmxcosnxdx Use the...Ch. 7.3 - Integrals of the form sinmxcosnxdx Use the...Ch. 7.3 - Integrals of the form sinmxcosnxdx Use the...Ch. 7.3 - Integrals of the form sinmxcosnxdx Use the...Ch. 7.3 - Integrals of the form sinmxcosnxdx Use the...Ch. 7.3 - Mercator map projection The Mercator map...Ch. 7.3 - Prob. 73ECh. 7.4 - What change of variables is suggested by an...Ch. 7.4 - What change of variables is suggested by an...Ch. 7.4 - What change of variables is suggested by an...Ch. 7.4 - If x = 4 tan , express sin in terms of x.Ch. 7.4 - If x = 2 sin , express cot in terms of x.Ch. 7.4 - If x = 8 sec , express tan in terms of x.Ch. 7.4 - Sine substitution Evaluate the following...Ch. 7.4 - Sine substitution Evaluate the following...Ch. 7.4 - Sine substitution Evaluate the following...Ch. 7.4 - Sine substitution Evaluate the following...Ch. 7.4 - Sine substitution Evaluate the following...Ch. 7.4 - Sine substitution Evaluate the following...Ch. 7.4 - Sine substitution Evaluate the following...Ch. 7.4 - Sine substitution Evaluate the following...Ch. 7.4 - Prob. 15ECh. 7.4 - Sine substitution Evaluate the following...Ch. 7.4 - Trigonometric substitutions Evaluate the following...Ch. 7.4 - Trigonometric substitutions Evaluate the following...Ch. 7.4 - Prob. 19ECh. 7.4 - Trigonometric substitutions Evaluate the following...Ch. 7.4 - Trigonometric substitutions Evaluate the following...Ch. 7.4 - Trigonometric substitutions Evaluate the following...Ch. 7.4 - Prob. 23ECh. 7.4 - Trigonometric substitutions Evaluate the following...Ch. 7.4 - Trigonometric substitutions Evaluate the following...Ch. 7.4 - Prob. 26ECh. 7.4 - Trigonometric substitutions Evaluate the following...Ch. 7.4 - Trigonometric substitutions Evaluate the following...Ch. 7.4 - Trigonometric substitutions Evaluate the following...Ch. 7.4 - Prob. 30ECh. 7.4 - Trigonometric substitutions Evaluate the following...Ch. 7.4 - Trigonometric substitutions Evaluate the following...Ch. 7.4 - Trigonometric substitutions Evaluate the following...Ch. 7.4 - Prob. 34ECh. 7.4 - Prob. 35ECh. 7.4 - Prob. 36ECh. 7.4 - Trigonometric substitutions Evaluate the following...Ch. 7.4 - Trigonometric substitutions Evaluate the following...Ch. 7.4 - Trigonometric substitutions Evaluate the following...Ch. 7.4 - Trigonometric substitutions Evaluate the following...Ch. 7.4 - Prob. 41ECh. 7.4 - Trigonometric substitutions Evaluate the following...Ch. 7.4 - Trigonometric substitutions Evaluate the following...Ch. 7.4 - Trigonometric substitutions Evaluate the following...Ch. 7.4 - Trigonometric substitutions Evaluate the following...Ch. 7.4 - Prob. 46ECh. 7.4 - Prob. 47ECh. 7.4 - Evaluating definite integrals Evaluate the...Ch. 7.4 - Evaluating definite integrals Evaluate the...Ch. 7.4 - Evaluating definite integrals Evaluate the...Ch. 7.4 - Evaluating definite integrals Evaluate the...Ch. 7.4 - Evaluating definite integrals Evaluate the...Ch. 7.4 - Prob. 53ECh. 7.4 - Evaluating definite integrals Evaluate the...Ch. 7.4 - Evaluating definite integrals Evaluate the...Ch. 7.4 - Prob. 56ECh. 7.4 - Explain why or why not Determine whether the...Ch. 7.4 - Completing the square Evaluate the following...Ch. 7.4 - Completing the square Evaluate the following...Ch. 7.4 - Completing the square Evaluate the following...Ch. 7.4 - Completing the square Evaluate the following...Ch. 7.4 - Prob. 62ECh. 7.4 - Completing the square Evaluate the following...Ch. 7.4 - Completing the square Evaluate the following...Ch. 7.4 - Completing the square Evaluate the following...Ch. 7.4 - Area of an ellipse The upper half of the ellipse...Ch. 7.4 - Area of a segment of a circle Use two approaches...Ch. 7.4 - Area of a lune A lune is a crescent-shaped region...Ch. 7.4 - Area and volume Consider the function f(x) = (9 +...Ch. 7.4 - Prob. 70ECh. 7.4 - Arc length of a parabola Find the length of the...Ch. 7.4 - Prob. 72ECh. 7.4 - Using the integral of sec3 u By reduction formula...Ch. 7.4 - Using the integral of sec3 u By reduction formula...Ch. 7.4 - Prob. 75ECh. 7.4 - Asymmetric integrands Evaluate the following...Ch. 7.4 - Asymmetric integrands Evaluate the following...Ch. 7.4 - Prob. 78ECh. 7.4 - Prob. 79ECh. 7.4 - Prob. 80ECh. 7.4 - Prob. 81ECh. 7.4 - Magnetic field due to current in a straight wire A...Ch. 7.4 - Prob. 83ECh. 7.4 - Show that...Ch. 7.4 - Evaluate for x21x3dx, for x 1 and for x 1.Ch. 7.4 - Prob. 87ECh. 7.4 - Prob. 88ECh. 7.4 - Prob. 89ECh. 7.5 - What kinds of functions can be integrated using...Ch. 7.5 - Give an example of each of the following. a. A...Ch. 7.5 - What term(s) should appear in the partial fraction...Ch. 7.5 - Prob. 4ECh. 7.5 - Prob. 5ECh. 7.5 - Setting up partial fraction decomposition Give the...Ch. 7.5 - Setting up partial fraction decomposition Give the...Ch. 7.5 - Setting up partial fraction decomposition Give the...Ch. 7.5 - Setting up partial fraction decomposition Give the...Ch. 7.5 - Setting up partial fraction decomposition Give the...Ch. 7.5 - Setting up partial fraction decomposition Give the...Ch. 7.5 - Setting up partial fraction decomposition Give the...Ch. 7.5 - Simple linear factors Evaluate the following...Ch. 7.5 - Simple linear factors Evaluate the following...Ch. 7.5 - Simple linear factors Evaluate the following...Ch. 7.5 - Simple linear factors Evaluate the following...Ch. 7.5 - Simple linear factors Evaluate the following...Ch. 7.5 - Simple linear factors Evaluate the following...Ch. 7.5 - Simple linear factors Evaluate the following...Ch. 7.5 - Simple linear factors Evaluate the following...Ch. 7.5 - Simple linear factors Evaluate the following...Ch. 7.5 - Simple linear factors Evaluate the following...Ch. 7.5 - Simple linear factors Evaluate the following...Ch. 7.5 - Simple linear factors Evaluate the following...Ch. 7.5 - Simple linear factors Evaluate the following...Ch. 7.5 - Simple linear factors Evaluate the following...Ch. 7.5 - Repeated linear factors Evaluate the following...Ch. 7.5 - Repeated linear factors Evaluate the following...Ch. 7.5 - Repeated linear factors Evaluate the following...Ch. 7.5 - Repeated linear factors Evaluate the following...Ch. 7.5 - Repeated linear factors Evaluate the following...Ch. 7.5 - Repeated linear factors Evaluate the following...Ch. 7.5 - Repeated linear factors Evaluate the following...Ch. 7.5 - Repeated linear factors Evaluate the following...Ch. 7.5 - Repeated linear factors Evaluate the following...Ch. 7.5 - Prob. 36ECh. 7.5 - Repeated linear factors Evaluate the following...Ch. 7.5 - Prob. 38ECh. 7.5 - Setting up partial fraction decompositions Give...Ch. 7.5 - Prob. 40ECh. 7.5 - Setting up partial fraction decompositions Give...Ch. 7.5 - Prob. 42ECh. 7.5 - Simple irreducible quadratic factors Evaluate the...Ch. 7.5 - Simple irreducible quadratic factors Evaluate the...Ch. 7.5 - Simple irreducible quadratic factors Evaluate the...Ch. 7.5 - Simple irreducible quadratic factors Evaluate the...Ch. 7.5 - Simple irreducible quadratic factors Evaluate the...Ch. 7.5 - Prob. 48ECh. 7.5 - Prob. 49ECh. 7.5 - Simple irreducible quadratic factors Evaluate the...Ch. 7.5 - Explain why or why not Determine whether the...Ch. 7.5 - Prob. 52ECh. 7.5 - Areas of regions Find the area of the following...Ch. 7.5 - Prob. 54ECh. 7.5 - Prob. 55ECh. 7.5 - Prob. 56ECh. 7.5 - Volumes of solids Find the volume of the following...Ch. 7.5 - Prob. 58ECh. 7.5 - Volumes of solids Find the volume of the following...Ch. 7.5 - Prob. 60ECh. 7.5 - Prob. 61ECh. 7.5 - Whats wrong? Why are there no constants A and B...Ch. 7.5 - Preliminary steps The following integrals require...Ch. 7.5 - Preliminary steps The following integrals require...Ch. 7.5 - Prob. 65ECh. 7.5 - Prob. 66ECh. 7.5 - Prob. 67ECh. 7.5 - Prob. 68ECh. 7.5 - Preliminary steps The following integrals require...Ch. 7.5 - Preliminary steps The following integrals require...Ch. 7.5 - Preliminary steps The following integrals require...Ch. 7.5 - Preliminary steps The following integrals require...Ch. 7.5 - Prob. 73ECh. 7.5 - Preliminary steps The following integrals require...Ch. 7.5 - Prob. 75ECh. 7.5 - Prob. 76ECh. 7.5 - Prob. 77ECh. 7.5 - Prob. 78ECh. 7.5 - Prob. 79ECh. 7.5 - Fractional powers Use the indicated substitution...Ch. 7.5 - Prob. 81ECh. 7.5 - Prob. 82ECh. 7.5 - Repeated quadratic factors Refer to the summary...Ch. 7.5 - Repeated quadratic factors Refer to the summary...Ch. 7.5 - Prob. 85ECh. 7.5 - Prob. 86ECh. 7.5 - Two methods Evaluate dxx21, for x l, in two ways;...Ch. 7.5 - Rational functions of trigonometric functions An...Ch. 7.5 - Prob. 89ECh. 7.5 - Rational functions of trigonometric functions An...Ch. 7.5 - Rational functions of trigonometric functions An...Ch. 7.5 - Prob. 92ECh. 7.5 - Prob. 93ECh. 7.5 - Prob. 94ECh. 7.5 - Three start-ups Three cars. A, B, and C, start...Ch. 7.5 - Prob. 96ECh. 7.5 - Prob. 97ECh. 7.5 - Prob. 98ECh. 7.6 - Give some examples of analytical methods for...Ch. 7.6 - Prob. 2ECh. 7.6 - Prob. 3ECh. 7.6 - Is a reduction formula an analytical method or a...Ch. 7.6 - Table lookup integrals Use a table of integrals to...Ch. 7.6 - Table lookup integrals Use a table of integrals to...Ch. 7.6 - Table lookup integrals Use a table of integrals to...Ch. 7.6 - Table lookup integrals Use a table of integrals to...Ch. 7.6 - Table lookup integrals Use a table of integrals to...Ch. 7.6 - Table lookup integrals Use a table of integrals to...Ch. 7.6 - Table lookup integrals Use a table of integrals to...Ch. 7.6 - Table lookup integrals Use a table of integrals to...Ch. 7.6 - Table lookup integrals Use a table of integrals to...Ch. 7.6 - Table lookup integrals Use a table of integrals to...Ch. 7.6 - Table lookup integrals Use a table of integrals to...Ch. 7.6 - Table lookup integrals Use a table of integrals to...Ch. 7.6 - Table lookup integrals Use a table of integrals to...Ch. 7.6 - Prob. 18ECh. 7.6 - Table lookup integrals Use a table of integrals to...Ch. 7.6 - Table lookup integrals Use a table of integrals to...Ch. 7.6 - Table lookup integrals Use a table of integrals to...Ch. 7.6 - Table lookup integrals Use a table of integrals to...Ch. 7.6 - Preliminary work Use a table of integrals to...Ch. 7.6 - Preliminary work Use a table of integrals to...Ch. 7.6 - Preliminary work Use a table of integrals to...Ch. 7.6 - Prob. 26ECh. 7.6 - Preliminary work Use a table of integrals to...Ch. 7.6 - Prob. 28ECh. 7.6 - Preliminary work Use a table of integrals to...Ch. 7.6 - Prob. 30ECh. 7.6 - Preliminary work Use a table of integrals to...Ch. 7.6 - Preliminary work Use a table of integrals to...Ch. 7.6 - Preliminary work Use a table of integrals to...Ch. 7.6 - Preliminary work Use a table of integrals to...Ch. 7.6 - Preliminary work Use a table of integrals to...Ch. 7.6 - Preliminary work Use a table of integrals to...Ch. 7.6 - Preliminary work Use a table of integrals to...Ch. 7.6 - Preliminary work Use a table of integrals to...Ch. 7.6 - Geometry problems Use a table of integrals to...Ch. 7.6 - Prob. 40ECh. 7.6 - Prob. 41ECh. 7.6 - Geometry problems Use a table of integrals to...Ch. 7.6 - Prob. 43ECh. 7.6 - Geometry problems Use a table of integrals to...Ch. 7.6 - Prob. 45ECh. 7.6 - Geometry problems Use a table of integrals to...Ch. 7.6 - Apparent discrepancy Resolve the apparent...Ch. 7.6 - Reduction formulas Use the reduction formulas in a...Ch. 7.6 - Reduction formulas Use the reduction formulas in a...Ch. 7.6 - Reduction formulas Use the reduction formulas in a...Ch. 7.6 - Reduction formulas Use the reduction formulas in a...Ch. 7.6 - Evaluating an integral without the Fundamental...Ch. 7.6 - Two integration approaches Evaluate cos(lnx)dx two...Ch. 7.6 - Arc length of a parabola Let L(c) be the length of...Ch. 7.6 - Deriving formulas Evaluate the following...Ch. 7.6 - Deriving formulas Evaluate the following...Ch. 7.6 - Deriving formulas Evaluate the following...Ch. 7.6 - Deriving formulas Evaluate the following...Ch. 7.7 - If the interval [4, 18] is partitioned into n = 28...Ch. 7.7 - Explain geometrically how the Midpoint Rule is...Ch. 7.7 - Prob. 3ECh. 7.7 - If the Midpoint Rule is used on the interval [1,...Ch. 7.7 - If the Trapezoid Rule is used on the interval [1,...Ch. 7.7 - Prob. 6ECh. 7.7 - Absolute and relative error Compute the absolute...Ch. 7.7 - Absolute and relative error Compute the absolute...Ch. 7.7 - Midpoint Rule approximations Find the indicated...Ch. 7.7 - Midpoint Rule approximations Find the indicated...Ch. 7.7 - Midpoint Rule approximations Find the indicated...Ch. 7.7 - Midpoint Rule approximations Find the indicated...Ch. 7.7 - Trapezoid Rule approximations Find the indicated...Ch. 7.7 - Prob. 16ECh. 7.7 - Trapezoid Rule approximations Find the indicated...Ch. 7.7 - Trapezoid Rule approximations Find the indicated...Ch. 7.7 - Midpoint Rule, Trapezoid Rule, and relative error...Ch. 7.7 - Midpoint Rule, Trapezoid Rule, and relative error...Ch. 7.7 - Comparing the Midpoint and Trapezoid Rules Apply...Ch. 7.7 - Comparing the Midpoint and Trapezoid Rules Apply...Ch. 7.7 - Prob. 23ECh. 7.7 - Prob. 24ECh. 7.7 - Prob. 25ECh. 7.7 - Comparing the Midpoint and Trapezoid Rules Apply...Ch. 7.7 - Temperature data Hourly temperature data for...Ch. 7.7 - Temperature data Hourly temperature data for...Ch. 7.7 - Temperature data Hourly temperature data for...Ch. 7.7 - Temperature data Hourly temperature data for...Ch. 7.7 - Nonuniform grids Use the indicated methods to...Ch. 7.7 - Nonuniform grids Use the indicated methods to...Ch. 7.7 - Nonuniform grids Use the indicated methods to...Ch. 7.7 - Nonuniform grids Use the indicated methods to...Ch. 7.7 - Trapezoid Rule and Simpsons Rule Consider the...Ch. 7.7 - Trapezoid Rule and Simpsons Rule Consider the...Ch. 7.7 - Trapezoid Rule and Simpsons Rule Consider the...Ch. 7.7 - Prob. 38ECh. 7.7 - Simpsons Rule Apply Simpsons Rule to the following...Ch. 7.7 - Prob. 40ECh. 7.7 - Simpsons Rule Apply Simpsons Rule to the following...Ch. 7.7 - Prob. 42ECh. 7.7 - Explain why or why not Determine whether the...Ch. 7.7 - Comparing the Midpoint and Trapezoid Rules Compare...Ch. 7.7 - Comparing the Midpoint and Trapezoid Rules Compare...Ch. 7.7 - Prob. 46ECh. 7.7 - Prob. 47ECh. 7.7 - Prob. 48ECh. 7.7 - Prob. 49ECh. 7.7 - Using Simpsons Rule Approximate the following...Ch. 7.7 - Prob. 51ECh. 7.7 - Period of a pendulum A standard pendulum of length...Ch. 7.7 - Prob. 53ECh. 7.7 - Prob. 54ECh. 7.7 - Normal distribution of heights The heights of U.S....Ch. 7.7 - Prob. 56ECh. 7.7 - U.S. oil produced and imported The figure shows...Ch. 7.7 - Estimating error Refer to Theorem 7.2 and let...Ch. 7.7 - Estimating error Refer to Theorem 7.2 and let f(x)...Ch. 7.7 - Exact Trapezoid Rule Prove that the Trapezoid Rule...Ch. 7.7 - Prob. 61ECh. 7.7 - Shortcut for the Trapezoid Rule Given a Midpoint...Ch. 7.7 - Prob. 63ECh. 7.7 - Shortcut for Simpsons Rule Using the notation of...Ch. 7.7 - Another Simpsons Rule formula Another Simpsons...Ch. 7.8 - What are the two general ways in which an improper...Ch. 7.8 - Explain how to evaluate af(x)dx.Ch. 7.8 - Prob. 3ECh. 7.8 - Infinite intervals of integration Evaluate the...Ch. 7.8 - Infinite intervals of integration Evaluate the...Ch. 7.8 - Infinite intervals of integration Evaluate the...Ch. 7.8 - Infinite intervals of integration Evaluate the...Ch. 7.8 - Infinite intervals of integration Evaluate the...Ch. 7.8 - Infinite intervals of integration Evaluate the...Ch. 7.8 - Infinite intervals of integration Evaluate the...Ch. 7.8 - Infinite intervals of integration Evaluate the...Ch. 7.8 - Infinite intervals of integration Evaluate the...Ch. 7.8 - Infinite intervals of integration Evaluate the...Ch. 7.8 - Infinite intervals of integration Evaluate the...Ch. 7.8 - Prob. 16ECh. 7.8 - Infinite intervals of integration Evaluate the...Ch. 7.8 - Infinite intervals of integration Evaluate the...Ch. 7.8 - Infinite intervals of integration Evaluate the...Ch. 7.8 - Prob. 20ECh. 7.8 - Infinite intervals of integration Evaluate the...Ch. 7.8 - Infinite intervals of integration Evaluate the...Ch. 7.8 - Infinite intervals of integration Evaluate the...Ch. 7.8 - Prob. 24ECh. 7.8 - Infinite intervals of integration Evaluate the...Ch. 7.8 - Infinite intervals of integration Evaluate the...Ch. 7.8 - Infinite intervals of integration Evaluate the...Ch. 7.8 - Infinite intervals of integration Evaluate the...Ch. 7.8 - Volumes on infinite intervals Find the volume of...Ch. 7.8 - Volumes on infinite intervals Find the volume of...Ch. 7.8 - Volumes on infinite intervals Find the volume of...Ch. 7.8 - Volumes on infinite intervals Find the volume of...Ch. 7.8 - Volumes on infinite intervals Find the volume of...Ch. 7.8 - Volumes on infinite intervals Find the volume of...Ch. 7.8 - Integrals with unbounded integrands Evaluate the...Ch. 7.8 - Prob. 36ECh. 7.8 - Integrals with unbounded integrands Evaluate the...Ch. 7.8 - Integrals with unbounded integrands Evaluate the...Ch. 7.8 - Integrals with unbounded integrands Evaluate the...Ch. 7.8 - Integrals with unbounded integrands Evaluate the...Ch. 7.8 - Integrals with unbounded integrands Evaluate the...Ch. 7.8 - Integrals with unbounded integrands Evaluate the...Ch. 7.8 - Integrals with unbounded integrands Evaluate the...Ch. 7.8 - Integrals with unbounded integrands Evaluate the...Ch. 7.8 - Integrals with unbounded integrands Evaluate the...Ch. 7.8 - Integrals with unbounded integrands Evaluate the...Ch. 7.8 - Integrals with unbounded integrands Evaluate the...Ch. 7.8 - Integrals with unbounded integrands Evaluate the...Ch. 7.8 - Integrals with unbounded integrands Evaluate the...Ch. 7.8 - Integrals with unbounded integrands Evaluate the...Ch. 7.8 - Volumes with infinite integrands Find the volume...Ch. 7.8 - Volumes with infinite integrands Find the volume...Ch. 7.8 - Volumes with infinite integrands Find the volume...Ch. 7.8 - Volumes with infinite integrands Find the volume...Ch. 7.8 - Volumes with infinite integrands Find the volume...Ch. 7.8 - Volumes with infinite integrands Find the volume...Ch. 7.8 - Bioavailability When a drug is given...Ch. 7.8 - Draining a pool Water is drained from a swimming...Ch. 7.8 - Maximum distance An object moves on a line with...Ch. 7.8 - Prob. 60ECh. 7.8 - Explain why or why not Determine whether the...Ch. 7.8 - Prob. 62ECh. 7.8 - Prob. 63ECh. 7.8 - Prob. 64ECh. 7.8 - Prob. 65ECh. 7.8 - Prob. 66ECh. 7.8 - Integration by parts Use integration by parts to...Ch. 7.8 - Prob. 68ECh. 7.8 - A close comparison Graph the integrands and then...Ch. 7.8 - Area between curves Let R be the region bounded by...Ch. 7.8 - Area between curves Let R be the region bounded by...Ch. 7.8 - An area function Let A(a) denote the area of the...Ch. 7.8 - Regions bounded by exponentials Let a 0 and let R...Ch. 7.8 - Prob. 74ECh. 7.8 - Prob. 75ECh. 7.8 - Prob. 76ECh. 7.8 - Prob. 77ECh. 7.8 - Prob. 78ECh. 7.8 - Prob. 79ECh. 7.8 - Prob. 80ECh. 7.8 - Perpetual annuity Imagine that today you deposit B...Ch. 7.8 - Draining a tank Water is drained from a 3000-gal...Ch. 7.8 - Decaying oscillations Let a 0 and b be real...Ch. 7.8 - Electronic chips Suppose the probability that a...Ch. 7.8 - Prob. 85ECh. 7.8 - The Eiffel Tower property Let R be the region...Ch. 7.8 - Escape velocity and black holes The work required...Ch. 7.8 - Adding a proton to a nucleus The nucleus of an...Ch. 7.8 - Prob. 89ECh. 7.8 - Laplace transforms A powerful tool in solving...Ch. 7.8 - Laplace transforms A powerful tool in solving...Ch. 7.8 - Laplace transforms A powerful tool in solving...Ch. 7.8 - Laplace transforms A powerful tool in solving...Ch. 7.8 - Laplace transforms A powerful tool in solving...Ch. 7.8 - Improper integrals Evaluate the following improper...Ch. 7.8 - A better way Compute 01lnxdx using integration by...Ch. 7.8 - Prob. 97ECh. 7.8 - Gamma function The gamma function is defined by...Ch. 7.8 - Many methods needed Show that 0xlnx(1+x)2dx= in...Ch. 7.8 - Prob. 100ECh. 7.8 - Prob. 101ECh. 7.8 - Prob. 102ECh. 7.9 - Prob. 1ECh. 7.9 - Is y(t) + 9y(t) = 10 linear or nonlinear?Ch. 7.9 - Prob. 3ECh. 7.9 - Prob. 4ECh. 7.9 - Prob. 5ECh. 7.9 - Prob. 6ECh. 7.9 - Prob. 7ECh. 7.9 - Prob. 8ECh. 7.9 - Verifying general solutions Verify that the given...Ch. 7.9 - Verifying general solutions Verify that the given...Ch. 7.9 - Verifying general solutions Verify that the given...Ch. 7.9 - Verifying general solutions Verify that the given...Ch. 7.9 - Prob. 13ECh. 7.9 - Prob. 14ECh. 7.9 - Prob. 15ECh. 7.9 - Prob. 16ECh. 7.9 - Prob. 17ECh. 7.9 - Prob. 18ECh. 7.9 - Prob. 19ECh. 7.9 - Prob. 20ECh. 7.9 - First-order linear equations Find the general...Ch. 7.9 - First-order linear equations Find the general...Ch. 7.9 - Prob. 23ECh. 7.9 - Prob. 24ECh. 7.9 - Initial value problems Solve the following...Ch. 7.9 - Initial value problems Solve the following...Ch. 7.9 - Initial value problems Solve the following...Ch. 7.9 - Prob. 28ECh. 7.9 - Prob. 29ECh. 7.9 - Prob. 30ECh. 7.9 - Separable differential equations Find the general...Ch. 7.9 - Separable differential equations Find the general...Ch. 7.9 - Separable differential equations Find the general...Ch. 7.9 - Separable differential equations Find the general...Ch. 7.9 - Separable differential equations Determine whether...Ch. 7.9 - Separable differential equations Determine whether...Ch. 7.9 - Separable differential equations Determine whether...Ch. 7.9 - Separable differential equations Determine whether...Ch. 7.9 - Separable differential equations Determine whether...Ch. 7.9 - Prob. 40ECh. 7.9 - Prob. 41ECh. 7.9 - Prob. 42ECh. 7.9 - Prob. 43ECh. 7.9 - Direction fields A differential equation and its...Ch. 7.9 - Matching direction fields Match equations ad with...Ch. 7.9 - Sketching direction fields Use the window [2, 2] ...Ch. 7.9 - Sketching direction fields Use the window [2, 2] ...Ch. 7.9 - Prob. 48ECh. 7.9 - Prob. 49ECh. 7.9 - Prob. 50ECh. 7.9 - Prob. 51ECh. 7.9 - Prob. 52ECh. 7.9 - Prob. 53ECh. 7.9 - Prob. 54ECh. 7.9 - Prob. 55ECh. 7.9 - Prob. 56ECh. 7.9 - Prob. 57ECh. 7.9 - Prob. 58ECh. 7.9 - Prob. 59ECh. 7.9 - Prob. 60ECh. 7.9 - Logistic equation for spread of rumors...Ch. 7.9 - Prob. 62ECh. 7.9 - Prob. 63ECh. 7.9 - Prob. 64ECh. 7.9 - Chemical rate equations The reaction of chemical...Ch. 7.9 - Prob. 66ECh. 7.9 - Prob. 67ECh. 7.9 - Prob. 68ECh. 7.9 - Prob. 69ECh. 7.9 - Prob. 70ECh. 7 - Explain why or why not Determine whether the...Ch. 7 - Basic integration techniques Use the methods...Ch. 7 - Basic integration techniques Use the methods...Ch. 7 - Basic integration techniques Use the methods...Ch. 7 - Basic integration techniques Use the methods...Ch. 7 - Basic integration techniques Use the methods...Ch. 7 - Basic integration techniques Use the methods...Ch. 7 - Integration by parts Use integration by parts to...Ch. 7 - Integration by parts Use integration by parts to...Ch. 7 - Prob. 10RECh. 7 - Prob. 11RECh. 7 - Trigonometric integrals Evaluate the following...Ch. 7 - Trigonometric integrals Evaluate the following...Ch. 7 - Prob. 14RECh. 7 - Trigonometric integrals Evaluate the following...Ch. 7 - Prob. 16RECh. 7 - Prob. 17RECh. 7 - Prob. 18RECh. 7 - Trigonometric substitutions Evaluate the following...Ch. 7 - Prob. 20RECh. 7 - Prob. 21RECh. 7 - Partial fractions Use partial fractions to...Ch. 7 - Partial fractions Use partial fractions to...Ch. 7 - Partial fractions Use partial fractions to...Ch. 7 - Partial fractions Use partial fractions to...Ch. 7 - Table of integrals Use a table of integrals to...Ch. 7 - Table of integrals Use a table of integrals to...Ch. 7 - Table of integrals Use a table of integrals to...Ch. 7 - Table of integrals Use a table of integrals to...Ch. 7 - Errors in numerical integration Let...Ch. 7 - Prob. 33RECh. 7 - Improper integrals Evaluate the following...Ch. 7 - Improper integrals Evaluate the following...Ch. 7 - Improper integrals Evaluate the following...Ch. 7 - Improper integrals Evaluate the following...Ch. 7 - Miscellaneous Integrals Evaluate the following...Ch. 7 - Miscellaneous Integrals Evaluate the following...Ch. 7 - Miscellaneous Integrals Evaluate the following...Ch. 7 - Miscellaneous Integrals Evaluate the following...Ch. 7 - Miscellaneous Integrals Evaluate the following...Ch. 7 - Prob. 43RECh. 7 - Miscellaneous Integrals Evaluate the following...Ch. 7 - Prob. 45RECh. 7 - Prob. 46RECh. 7 - Prob. 47RECh. 7 - Prob. 48RECh. 7 - Prob. 49RECh. 7 - Prob. 50RECh. 7 - Prob. 51RECh. 7 - Prob. 52RECh. 7 - Prob. 53RECh. 7 - Prob. 54RECh. 7 - Prob. 55RECh. 7 - Prob. 56RECh. 7 - Prob. 57RECh. 7 - Miscellaneous Integrals Evaluate the following...Ch. 7 - Miscellaneous Integrals Evaluate the following...Ch. 7 - Miscellaneous Integrals Evaluate the following...Ch. 7 - Miscellaneous Integrals Evaluate the following...Ch. 7 - Miscellaneous Integrals Evaluate the following...Ch. 7 - Miscellaneous Integrals Evaluate the following...Ch. 7 - Preliminary work Make a change of variables or use...Ch. 7 - Preliminary work Make a change of variables or use...Ch. 7 - Preliminary work Make a change of variables or use...Ch. 7 - Preliminary work Make a change of variables or use...Ch. 7 - Preliminary work Make a change of variables or use...Ch. 7 - Preliminary work Make a change of variables or use...Ch. 7 - Prob. 70RECh. 7 - Volumes The region R is bounded by the curve y =...Ch. 7 - Volumes The region R is bounded by the curve y =...Ch. 7 - Volumes The region R is bounded by the curve y =...Ch. 7 - Volumes The region R is bounded by the curve y =...Ch. 7 - Comparing volumes Let R be the region bounded by...Ch. 7 - Comparing areas Show that the area of the region...Ch. 7 - Zero log integral It is evident from the graph of...Ch. 7 - Arc length Find the length of the curve y = ln x...Ch. 7 - Average velocity Find the average velocity of a...Ch. 7 - Comparing distances Starting at the same time and...Ch. 7 - Traffic flow When data from a traffic study are...Ch. 7 - Comparing integrals Graph the functions f(x) = ...Ch. 7 - A family of logarithm integrals Let...Ch. 7 - Arc length Find the length of the curve...Ch. 7 - Best approximation Let I=01x2xlnxdx. Use any...Ch. 7 - Numerical integration Use a calculator to...Ch. 7 - Numerical integration Use a calculator to...Ch. 7 - Two worthy integrals a. Let I(a)=0dx(1+xa)(1+x2),...Ch. 7 - Comparing volumes Let R be the region bounded by y...Ch. 7 - Equal volumes a. Let R be the region bounded by...Ch. 7 - Equal volumes Let R1 be the region bounded by the...Ch. 7 - Prob. 92RECh. 7 - Prob. 93RECh. 7 - Prob. 94RECh. 7 - Prob. 95RECh. 7 - Prob. 96RECh. 7 - Prob. 97RECh. 7 - Prob. 98RECh. 7 - Prob. 99RECh. 7 - Prob. 100RECh. 7 - Prob. 101RECh. 7 - Prob. 102RE
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- Why I need ?arrow_forwardHere are two diagrams. Make them very explicit, similar to Example Diagram 3 (the Architecture of MSCTNN). graph LR subgraph Teacher_Model_B [Teacher Model (Pretrained)] Input_Teacher_B[Input C (Complete Data)] --> Teacher_Encoder_B[Transformer Encoder T] Teacher_Encoder_B --> Teacher_Prediction_B[Teacher Prediction y_T] Teacher_Encoder_B --> Teacher_Features_B[Internal Features F_T] end subgraph Student_B_Model [Student Model B (Handles Missing Labels)] Input_Student_B[Input C (Complete Data)] --> Student_B_Encoder[Transformer Encoder E_B] Student_B_Encoder --> Student_B_Prediction[Student B Prediction y_B] end subgraph Knowledge_Distillation_B [Knowledge Distillation (Student B)] Teacher_Prediction_B -- Logits Distillation Loss (L_logits_B) --> Total_Loss_B Teacher_Features_B -- Feature Alignment Loss (L_feature_B) --> Total_Loss_B Partial_Labels_B[Partial Labels y_p] -- Prediction Loss (L_pred_B) --> Total_Loss_B Total_Loss_B -- Backpropagation -->…arrow_forwardPlease provide me with the output image of both of them . below are the diagrams code I have two diagram : first diagram code graph LR subgraph Teacher Model (Pretrained) Input_Teacher[Input C (Complete Data)] --> Teacher_Encoder[Transformer Encoder T] Teacher_Encoder --> Teacher_Prediction[Teacher Prediction y_T] Teacher_Encoder --> Teacher_Features[Internal Features F_T] end subgraph Student_A_Model[Student Model A (Handles Missing Values)] Input_Student_A[Input M (Data with Missing Values)] --> Student_A_Encoder[Transformer Encoder E_A] Student_A_Encoder --> Student_A_Prediction[Student A Prediction y_A] Student_A_Encoder --> Student_A_Features[Student A Features F_A] end subgraph Knowledge_Distillation_A [Knowledge Distillation (Student A)] Teacher_Prediction -- Logits Distillation Loss (L_logits_A) --> Total_Loss_A Teacher_Features -- Feature Alignment Loss (L_feature_A) --> Total_Loss_A Ground_Truth_A[Ground Truth y_gt] -- Prediction Loss (L_pred_A)…arrow_forward
- I'm reposting my question again please make sure to avoid any copy paste from the previous answer because those answer did not satisfy or responded to the need that's why I'm asking again The knowledge distillation part is not very clear in the diagram. Please create two new diagrams by separating the two student models: First Diagram (Student A - Missing Values): Clearly illustrate the student training process. Show how knowledge distillation happens between the teacher and Student A. Explain what the teacher teaches Student A (e.g., handling missing values) and how this teaching occurs (e.g., through logits, features, or attention). Second Diagram (Student B - Missing Labels): Similarly, detail the training process for Student B. Clarify how knowledge distillation works between the teacher and Student B. Specify what the teacher teaches Student B (e.g., dealing with missing labels) and how the knowledge is transferred. Since these are two distinct challenges…arrow_forwardThe knowledge distillation part is not very clear in the diagram. Please create two new diagrams by separating the two student models: First Diagram (Student A - Missing Values): Clearly illustrate the student training process. Show how knowledge distillation happens between the teacher and Student A. Explain what the teacher teaches Student A (e.g., handling missing values) and how this teaching occurs (e.g., through logits, features, or attention). Second Diagram (Student B - Missing Labels): Similarly, detail the training process for Student B. Clarify how knowledge distillation works between the teacher and Student B. Specify what the teacher teaches Student B (e.g., dealing with missing labels) and how the knowledge is transferred. Since these are two distinct challenges (missing values vs. missing labels), they should not be combined in the same diagram. Instead, create two separate diagrams for clarity. For reference, I will attach a second image…arrow_forwardNote : please avoid using AI answer the question by carefully reading it and provide a clear and concise solutionHere is a clear background and explanation of the full method, including what each part is doing and why. Background & Motivation Missing values: Some input features (sensor channels) are missing for some samples due to sensor failure or corruption. Missing labels: Not all samples have a ground-truth RUL value. For example, data collected during normal operation is often unlabeled. Most traditional deep learning models require complete data and full labels. But in our case, both are incomplete. If we try to train a model directly, it will either fail to learn properly or discard valuable data. What We Are Doing: Overview We solve this using a Teacher–Student knowledge distillation framework: We train a Teacher model on a clean and complete dataset where both inputs and labels are available. We then use that Teacher to teach two separate Student models: Student A learns…arrow_forward
- Here is a clear background and explanation of the full method, including what each part is doing and why. Background & Motivation Missing values: Some input features (sensor channels) are missing for some samples due to sensor failure or corruption. Missing labels: Not all samples have a ground-truth RUL value. For example, data collected during normal operation is often unlabeled. Most traditional deep learning models require complete data and full labels. But in our case, both are incomplete. If we try to train a model directly, it will either fail to learn properly or discard valuable data. What We Are Doing: Overview We solve this using a Teacher–Student knowledge distillation framework: We train a Teacher model on a clean and complete dataset where both inputs and labels are available. We then use that Teacher to teach two separate Student models: Student A learns from incomplete input (some sensor values missing). Student B learns from incomplete labels (RUL labels missing…arrow_forwardhere is a diagram code : graph LR subgraph Inputs [Inputs] A[Input C (Complete Data)] --> TeacherModel B[Input M (Missing Data)] --> StudentA A --> StudentB end subgraph TeacherModel [Teacher Model (Pretrained)] C[Transformer Encoder T] --> D{Teacher Prediction y_t} C --> E[Internal Features f_t] end subgraph StudentA [Student Model A (Trainable - Handles Missing Input)] F[Transformer Encoder S_A] --> G{Student A Prediction y_s^A} B --> F end subgraph StudentB [Student Model B (Trainable - Handles Missing Labels)] H[Transformer Encoder S_B] --> I{Student B Prediction y_s^B} A --> H end subgraph GroundTruth [Ground Truth RUL (Partial Labels)] J[RUL Labels] end subgraph KnowledgeDistillationA [Knowledge Distillation Block for Student A] K[Prediction Distillation Loss (y_s^A vs y_t)] L[Feature Alignment Loss (f_s^A vs f_t)] D -- Prediction Guidance --> K E -- Feature Guidance --> L G --> K F --> L J -- Supervised Guidance (if available) --> G K…arrow_forwarddetails explanation and background We solve this using a Teacher–Student knowledge distillation framework: We train a Teacher model on a clean and complete dataset where both inputs and labels are available. We then use that Teacher to teach two separate Student models: Student A learns from incomplete input (some sensor values missing). Student B learns from incomplete labels (RUL labels missing for some samples). We use knowledge distillation to guide both students, even when labels are missing. Why We Use Two Students Student A handles Missing Input Features: It receives input with some features masked out. Since it cannot see the full input, we help it by transferring internal features (feature distillation) and predictions from the teacher. Student B handles Missing RUL Labels: It receives full input but does not always have a ground-truth RUL label. We guide it using the predictions of the teacher model (prediction distillation). Using two students allows each to specialize in…arrow_forward
- We are doing a custom JSTL custom tag to make display page to access a tag handler. Write two custom tags: 1) A single tag which prints a number (from 0-99) as words. Ex: <abc:numAsWords val="32"/> --> produces: thirty-two 2) A paired tag which puts the body in a DIV with our team colors. Ex: <abc:teamColors school="gophers" reverse="true"> <p>Big game today</p> <p>Bring your lucky hat</p> <-- these will be green text on blue background </abc:teamColors> Details: The attribute for numAsWords will be just val, from 0 to 99 - spelling, etc... isn't important here. Print "twenty-six" or "Twenty six" ... . Attributes for teamColors are: school, a "required" string, and reversed, a non-required boolean. - pick any four schools. I picked gophers, cyclones, hawkeyes and cornhuskers - each school has two colors. Pick whatever seems best. For oine I picked "cyclones" and red text on a gold body - if…arrow_forwardI want a database on MySQL to analyze blood disease analyses with a selection of all its commands, with an ER drawing, and a complete chart for normalization. I want them completely.arrow_forwardAssignment Instructions: You are tasked with developing a program to use city data from an online database and generate a city details report. 1) Create a new Project in Eclipse called "HW7". 2) Create a class "City.java" in the project and implement the UML diagram shown below and add comments to your program. 3) The logic for the method "getCityCategory" of City Class is below: a. If the population of a city is greater than 10000000, then the method returns "MEGA" b. If the population of a city is greater than 1000000 and less than 10000000, then the method returns "LARGE" c. If the population of a city is greater than 100000 and less than 1000000, then the method returns "MEDIUM" d. If the population of a city is below 100000, then the method returns "SMALL" 4) You should create another new Java program inside the project. Name the program as "xxxx_program.java”, where xxxx is your Kean username. 3) Implement the following methods inside the xxxx_program program The main method…arrow_forward
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