Question: LIME and SHAP ( 3 0 points ) . ( a ) Describe the algorithm LIME uses to explain a black - box prediction. (

LIME and SHAP (30 points).
(a) Describe the algorithm LIME uses to explain a black-box prediction.
(b) Using the definition of SHAP, prove that SHAP feature importance values satisfy local
accuracy, missingness, and consistency properties.
(c) Describe how you can use LIME to estimate SHAP feature importance values

Step by Step Solution

There are 3 Steps involved in it

1 Expert Approved Answer
Step: 1 Unlock blur-text-image
Question Has Been Solved by an Expert!

Get step-by-step solutions from verified subject matter experts

Step: 2 Unlock
Step: 3 Unlock

Students Have Also Explored These Related Programming Questions!

Q:

(i) Write down the linear program relaxation for the vertex cover problem and solve the linear program. [6 marks] (ii) Based on the solution of the linear program in (b)(i), derive an integer...

Q:

QUIZ... Let D be a poset and let f : D D be a monotone function. (i) Give the definition of the least pre-fixed point, fix (f), of f. Show that fix (f) is a fixed point of f. [5 marks] (ii) Show that...

Q:

For monotone functions f, f0: P Q between posets (P, vP ) and (Q, vQ), let f v f(i) Prove that the binary relation v is a partial order. [3 marks] (ii) For monotone functions between posets p : P 0...

Q:

CST.20assign data Extract = dataStore; endmodule (a) What would be suitable comments on the behaviour of the code at points "comment A" to "comment D"? [4 marks] (b) In the synthesised...

Q:

ANSI-SPARC6 Programming Language Compilation Write notes on each of the following topics: (a) the implementation of labels and jumps in a recursive, block structured programming language [7 marks]...

Q:

Critically evaluate the case study discussed below based on classroom discussion. Identify the techno-managerial challenges in a typical organization for the implementation of the case study...

Q:

) Consider integer division of one two's-complement binary number by another. Programming languages may vary in the result when one argument is negative. What differing conventions might they be...

Q:

) Explain the collision detection mechanism applied in standard wired medium access control associated with CSMA and indicate why this might be unsuitable for wireless networks. [2 marks] (ii)...

Q:

can someone solve this Modern workstations typically have memory systems that incorporate two or three levels of caching. Explain why they are designed like this. [4 marks] In order to investigate...

Q:

Let A, B be sets. Define: (a) the Cartesian product (A B) (b) the set of relations R between A and B (c) the identity relation A on the set A [3 marks] Suppose S, T are relations between A and B, and...

Q:

2. What other kinds of knowledge might babies be able acquire through the detection of transitional probabilities, either within the domain of language or without?

Q:

The Regal Cycle Company manufactures three types of bicyclesa dirt bike, a mountain bike, and a racing bike. Data on sales and expenses for the past quarter follow: Sales $ 923,000 $ 269,000 $...

Q:

10. Which Win32 function lets you copy an array of attribute values to consecutive cells of the console screen buffer?

Q:

An open top bin is to be made from a 15 centimeter by 40 centimeter piece of plastic by removing a square from each corner of the plastic and folding up the flaps on each side What size square should...