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EECE5644 Assignment
创建日期：2024-05-04 16:18:52
标签： EECE5644
Assignment

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EECE5644  Assignment 

Please submit in Canvas a single PDF file showing all results, and include code as appendix,
separate ZIP file, or as an external repository link in the PDF file. Cite all appropriate sources you
benefit from. Directly exchanging code/results between classmates is not acceptable, but you may
talk to each other in classes, office periods, benefit from each others’ questions and answers for
those.
Question 1 (60%)
Train and test Support Vector Machine (SVM) and Multi-layer Perceptron (MLP) classifiers
that aim for minimum probability of classification error (i.e. we are using 0-1 loss; all error in-
stances are equally bad). You may use a trusted implementation of training, validation, and testing
in your choice of programming language. The SVM should use a Gaussian (sometimes called
radial-basis) kernel. The MLP should be a single-hidden layer model with your choice of activa-
tion functions for all perceptrons.
Generate 1000 independent and identically distributed (iid) samples for training and 10000 iid
samples for testing. All data for class l ∈ {−1,+1} should be generated as follows:
x= rl
[
cos(θ)
sin(θ)
]
+n (1)
where θ ∼Uni f orm[−π,π] and n∼ N(0,σ2I). Use r−1 = 2,r+1 = 4,σ = 1.
Note: The two class sample sets will be highly overlapping two concentric disks, and due
to angular symmetry, we anticipate the best classification boundary to be a circle between the
two disks. Your SVM and MLP models will try to approximate it. Since the optimal boundary is
expected to be a quadratic curve, quadratic polynomial activation functions in the hidden layer of
the MLP may be considered as to be an appropriate modeling choice. If you have time (optional,
not needed for assignment), experiment with different activation function selections to see the effect
of this choice.

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关键词一 关键词二 关键词三 关键词四 关键词五 和法规和的发更好的风格和 ECON 615 FINC 612 CSC148 COMP 639 ACCT 203 ACCT 211 PSYC 101 MTH2009 COMP52315 PSYCO 432 statistics MATH4063 11 xxx 1 MA1MSP MAST30028 MATH3888 CS341 EEE30002 ES2F5 MCD4160 CC0933 ECON 1101 MCHM3001 CHEM3118 COMMGMT 2511 COMP41280 STAT 631 24T1 IRE379 SENG365 ECON433 FIT3139 MATH4602 LING5621M FINS5516 ECON3208 MN2177 L2 SM EEET1415 Finance DS4023 COMP3004 7CCSMRTS K1S5B6 Stat230 CSCI4211 CSI2132 ECON30130 MAS6100 ENVS222 COM2107 INFO1112 STAT 4004 FIT2100 comp2022 COMP4691 Physics 307 Econ 659 probability CSCI316 fir29 CSCI203 COMP3160 COMP6714 INFO1113 Physics 7B Physics Photonics S203031 STAT2005 COMP90015 CSCI 2110 CSCC46 Information CSC477 COMP4650 Statistical COMP 346 COMP1017 ELEC340 MATH1007 Programming function STAT 244 CS 134 Java cse13s Math 108A FW20 ECON3389 CSE 130 Science 331 COMP9020 engineering COSC 445 CSE 5523 GAME2012 visualization MATH 235 Math 370 CSC343 COGS 108 EE524 COMP10200 STAT 416 3FK4 MSCI 311 ECON6113 ACC40700 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