In Jupytr Notebook Use the Multi-layer Perceptron algorithm (ANN), and the Data_Glioblastoma5Patients_SC.csv database to evaluate the classification
Fantastic news! We've Found the answer you've been seeking!
Question:
In Jupytr Notebook
Use the Multi-layer Perceptron algorithm (ANN), and the Data_Glioblastoma5Patients_SC.csv database to evaluate the classification performance with:
a) Parameter optimization.
b) Apply techniques to solve the class imbalance problem present in the database.
Discuss the results obtained (different metrics).
CSV FILE IN THE IMAGE BELOW:
Transcribed Image Text:
A2M AARSD1 4.309767338 4.235937365 -5.82024129 -6.041791592 -3.699170636 2.140172715 -6.041791592 3.721093766 2.389634828 -5.82024129 -6.041791592 2.303001135 -3.214234878 4.966965806 -3.801469652 -3.889900298 -3.985615979 2.651558288 2.170747606 -2.550822179 -3.801469652 -3.889900298 -3.158707532 2.358991729 -6.041791592 -0.056091646 -3.801469652 -3.889900298 1.733124665 -5.82024129 -6.041791592 -0.576957191 -3.801469652 -3.889900298 -1.665668727 3.514270734 -6.041791592 -3.699170636 -3.801469652 3.742495039 -2.166991674 -5.82024129 2.094729332 4.02187279 -1.987699815 -3.889900298 4.691156123 -4.006471452 -3.449347791 -3.801469652 469652 -3.889900298 2.656469283 2.207607644 -6.041791592 -3.801469652 -3.889900298 -1.91475864 2.417819905 3.162903613 -3.699170636 -3.801469652 -3.889900298 0.483560269 -3.801469652 4.316243168 1.828662879 -3.801469652 -2.753998298 -2.49591156 -3.801469652 3.036323518 -2.039693467 -3.801469652 4.724142514 1.203835887 3.311156622 0.185847299 3.298031921 -3.801469652 4.474836184 -0.946678156 -3.75306548 -6.041791592 -3.699170636 -3.801469652 0.054066049 -0.64802276 1.978155312 3.292914138 -3.699170636 -3.801469652 3.864296928 -0.298787686 2.320942586 3.257556524 -3.699170636 -3.801469652 -3.889900298 -3.985615979 -5.82024129 -6.041791592 0.400683657 -3.801469652 2.630250639 2.534534958 -5.82024129 -6.041791592 -3.699170636 -3.801469652 -3.889900298 -3.985615979 2.52878223 3.211221043 -2.428143224 -3.801469652 -3.889900298 0.45434241 3.465626263 -6.041791592 -3.699170636 -1.233504245 -3.889900298 -1.880301194 -2.899382494 -6.041791592 -3.801469652 -2.376071272 -3.031707787 -3.105004958 2.149712401 -3.699170636 -3.801469652 -3.889900298 -3.985615979 2.174580554 728279324 4.5824303 -3.801469652 5.713743161 3.6114533 -2.0878535 -5.82024129 3.724248717 -3.699170636 -3.801469652 -3.889900298 -0.644717147 2.867165024 -6.041791592 3.231075353 -3.801469652 -3.889900298 -3.169895184 -5.82024129 -6.041791592 4.948344103 -3.801469652 3.416642545 4.736540219 2.183231808 2.416221755 -3.699170636 -3.801469652 2.949789458 0.533024829 -5.82024129 -6.041791592 -3.699170636 -3.801469652 4.29311929 -0.176048412 -2.717414875 -2.671240634 -3.699170636 -3.801469652 -3.889900298 4.287166179 2.215539703 0.227695025 -3.699170636 -3.801469652 1.32609434 1.476744232 3.753737137 1.861372832 4.96996099 -3.801469652 4.137179722 2.95084108 2.135734614 -6.041791592 -3.699170636 -3.801469652 -3.889900298 -1.470459582 1.334555429 3.061077223 -3.699170636 -3.801469652 -3.889900298 4.290352546 -1.56313992 -2.711146951 -0.368525995 -3.801469652 -3.889900298 2.610334693 2.728170638 -1.599240272 -0.191750931 -3.801469652 -3.889900298 -1.731987086 -4.685069478 -6.041791592 3.786824713 -3.801469652 -3.889900298 -0.710641386 2.634721921 3.741767516 -3.699170636 -3.801469652 3.005502104 0.521011769 1.780934002 -4.160943727 3.566923626 -3.801469652 4.082877525 3.180896608 -5.82024129 -6.041791592 1.063276407 -3.801469652 0.19218239 2.536675115 3.349808982 0.088709461 -3.699170636 -3.801469652 -3.889900298 1.577905899 -5.82024129 3.964675958 -1.117011202 -3.801469652 3.937790315 0.607884365 -5.82024129 4.294178532 -3.699170636 -3.801469652 -3.889900298 -1.418758793 2.524506519 -6.041791592 -3.699170636 -0.286322412 -3.889900298 -0.751560067 -3.449170945 -6.041791592 -3.699170636 -3.801469652 5.062492268 4.692883147 1.913636703 2.850603905 1.985843435 3.476300117 1.7114861 -6.041791592 2.191409077 -6.041791592 4.515277385 -3.801469652 3.707281494 2.461354626 -3.801469652 -0.754008898 1.035521467 -3.801469652 5.289125414 1.910628518 2.361271207 -6.041791592 -0.04692516 -3.801469652 -1.743145043 -3.985615979 -5.82024129 -6.041791592 -3.699170636 -3.801469652 -3.889900298 -0.405705543 -1.382243326 -6.041791592 -3.699170636 -3.801469652 -3.889900298 2.985228454 1.655429691 1.540215521 -3.699170636 -3.801469652 -3.889900298 -1.645866048 -5.82024129 -6.041791592 -3.699170636 AAAS data-glioblastoma5patients-sc-1 AAK1 AAMP Page 1 AARS A2M AARSD1 4.309767338 4.235937365 -5.82024129 -6.041791592 -3.699170636 2.140172715 -6.041791592 3.721093766 2.389634828 -5.82024129 -6.041791592 2.303001135 -3.214234878 4.966965806 -3.801469652 -3.889900298 -3.985615979 2.651558288 2.170747606 -2.550822179 -3.801469652 -3.889900298 -3.158707532 2.358991729 -6.041791592 -0.056091646 -3.801469652 -3.889900298 1.733124665 -5.82024129 -6.041791592 -0.576957191 -3.801469652 -3.889900298 -1.665668727 3.514270734 -6.041791592 -3.699170636 -3.801469652 3.742495039 -2.166991674 -5.82024129 2.094729332 4.02187279 -1.987699815 -3.889900298 4.691156123 -4.006471452 -3.449347791 -3.801469652 469652 -3.889900298 2.656469283 2.207607644 -6.041791592 -3.801469652 -3.889900298 -1.91475864 2.417819905 3.162903613 -3.699170636 -3.801469652 -3.889900298 0.483560269 -3.801469652 4.316243168 1.828662879 -3.801469652 -2.753998298 -2.49591156 -3.801469652 3.036323518 -2.039693467 -3.801469652 4.724142514 1.203835887 3.311156622 0.185847299 3.298031921 -3.801469652 4.474836184 -0.946678156 -3.75306548 -6.041791592 -3.699170636 -3.801469652 0.054066049 -0.64802276 1.978155312 3.292914138 -3.699170636 -3.801469652 3.864296928 -0.298787686 2.320942586 3.257556524 -3.699170636 -3.801469652 -3.889900298 -3.985615979 -5.82024129 -6.041791592 0.400683657 -3.801469652 2.630250639 2.534534958 -5.82024129 -6.041791592 -3.699170636 -3.801469652 -3.889900298 -3.985615979 2.52878223 3.211221043 -2.428143224 -3.801469652 -3.889900298 0.45434241 3.465626263 -6.041791592 -3.699170636 -1.233504245 -3.889900298 -1.880301194 -2.899382494 -6.041791592 -3.801469652 -2.376071272 -3.031707787 -3.105004958 2.149712401 -3.699170636 -3.801469652 -3.889900298 -3.985615979 2.174580554 728279324 4.5824303 -3.801469652 5.713743161 3.6114533 -2.0878535 -5.82024129 3.724248717 -3.699170636 -3.801469652 -3.889900298 -0.644717147 2.867165024 -6.041791592 3.231075353 -3.801469652 -3.889900298 -3.169895184 -5.82024129 -6.041791592 4.948344103 -3.801469652 3.416642545 4.736540219 2.183231808 2.416221755 -3.699170636 -3.801469652 2.949789458 0.533024829 -5.82024129 -6.041791592 -3.699170636 -3.801469652 4.29311929 -0.176048412 -2.717414875 -2.671240634 -3.699170636 -3.801469652 -3.889900298 4.287166179 2.215539703 0.227695025 -3.699170636 -3.801469652 1.32609434 1.476744232 3.753737137 1.861372832 4.96996099 -3.801469652 4.137179722 2.95084108 2.135734614 -6.041791592 -3.699170636 -3.801469652 -3.889900298 -1.470459582 1.334555429 3.061077223 -3.699170636 -3.801469652 -3.889900298 4.290352546 -1.56313992 -2.711146951 -0.368525995 -3.801469652 -3.889900298 2.610334693 2.728170638 -1.599240272 -0.191750931 -3.801469652 -3.889900298 -1.731987086 -4.685069478 -6.041791592 3.786824713 -3.801469652 -3.889900298 -0.710641386 2.634721921 3.741767516 -3.699170636 -3.801469652 3.005502104 0.521011769 1.780934002 -4.160943727 3.566923626 -3.801469652 4.082877525 3.180896608 -5.82024129 -6.041791592 1.063276407 -3.801469652 0.19218239 2.536675115 3.349808982 0.088709461 -3.699170636 -3.801469652 -3.889900298 1.577905899 -5.82024129 3.964675958 -1.117011202 -3.801469652 3.937790315 0.607884365 -5.82024129 4.294178532 -3.699170636 -3.801469652 -3.889900298 -1.418758793 2.524506519 -6.041791592 -3.699170636 -0.286322412 -3.889900298 -0.751560067 -3.449170945 -6.041791592 -3.699170636 -3.801469652 5.062492268 4.692883147 1.913636703 2.850603905 1.985843435 3.476300117 1.7114861 -6.041791592 2.191409077 -6.041791592 4.515277385 -3.801469652 3.707281494 2.461354626 -3.801469652 -0.754008898 1.035521467 -3.801469652 5.289125414 1.910628518 2.361271207 -6.041791592 -0.04692516 -3.801469652 -1.743145043 -3.985615979 -5.82024129 -6.041791592 -3.699170636 -3.801469652 -3.889900298 -0.405705543 -1.382243326 -6.041791592 -3.699170636 -3.801469652 -3.889900298 2.985228454 1.655429691 1.540215521 -3.699170636 -3.801469652 -3.889900298 -1.645866048 -5.82024129 -6.041791592 -3.699170636 AAAS data-glioblastoma5patients-sc-1 AAK1 AAMP Page 1 AARS
Expert Answer:
Related Book For
Posted Date:
Students also viewed these programming questions
-
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...
-
PLEASE GIVE CORRECT ANSWERS Prove that the number of comparators in any sorting network is (n log n). [4 marks] (ii) What does Part (d)(i) imply in terms of the depth of any sorting network? [1 mark]...
-
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...
-
Consider the no-trade input/output situation presented in the following table for countries X and Y. Assuming that free trade is allowed, develop a scenario that will benefit the citizens of...
-
Recording adjustments for accrued and prepaid expense items and earned income. On July 31, 2016 after one month of operation, the general ledger of Michael Domenici, Consultant, contained the...
-
Larry Krovitz is a salesman who works at a used-car showroom in Sydney, Australia. Its the last week of July but he is yet to meet his sales target for the month. A customer, Harold Kumar, who wants...
-
Problem 3.8 asked you to fit two different models to the chemical process data in Table B.5. Perform appropriate residual analyses for both models. Discuss the results of these analyses. Calculate...
-
On December 28, 2011, Videotech Corporation (VTC) purchased 10 units of a new satellite uplink system from Tristar Communications for $25,000 each. The terms of each sale were 1/10, n/30. VTC uses...
-
3 Define the following (10) terms: 1. Augmented Reality 2. Mixed Reality 3. Digital Disruption 4. Value Proposition 5. Digital Transformation 6. Cloud Computing 7. Virtual Reality (VI) 8. Artificial...
-
Briefly summarize the different ways an agency can be set up (e.g. centralized, decentralized, and in-house), as well as the different services an agency may provide (e.g. full-service, account...
-
Express each complex number in its polar form. \(\frac{1+j \sqrt{3}}{1-j \sqrt{3}}\)
-
Using real-world examples, evaluate the success of a country of your choice in achieving any two Sustainable Development Goals.
-
Express each complex number in its polar form. \(\frac{1+j}{-1+2 j}\)
-
Write the expression in the form \(D \sin (\omega t+\phi)\). \(\cos t+\frac{1}{3} \sin t\)
-
Express each complex number in its polar form. \(-\frac{1}{2} j\)
-
The third meeting will be five years after the first two meetings. The business has been successful and Daves business projections have been substantially met. Based on a net income multiplier of...
-
A study of 102 patients who had digestive-tract surgery found that those who chewed a stick of gum for 15 minutes at mealtimes ended up being discharged after an average of 4.4 days in the hospital,...
-
For the shipment data listed in Exercise 18.45, construct a first-order autoregressive forecasting equation and make a forecast for period 19. In exercise Yt 68.3 13 141.3 2 56.7 8 7. 14 149.6 3 79.5...
-
Using the procedures in Computer Solutions 8.1 as a general guide, simulate 150 simple random samples of size n = 2 from an exponential distribution with a mean of 6. Determine the mean and the...
-
A \(1.0-\mathrm{cm}\)-tall object is \(60 \mathrm{~cm}\) in front of a diverging lens that has a \(-30 \mathrm{~cm}\) focal length. Calculate the image position and height.
-
A 3.0-cm-tall object is \(15 \mathrm{~cm}\) in front of a convex mirror that has a \(-25 \mathrm{~cm}\) focal length. Calculate the image position and height.
-
A \(3.0-\mathrm{cm}\)-tall object is \(45 \mathrm{~cm}\) in front of a convex mirror that has a \(-25 \mathrm{~cm}\) focal length. Calculate the image position and height.
Study smarter with the SolutionInn App