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CS 124 Project
Creation date：2024-04-10 16:56:39
Belonging category：计算机computer science
Tag CS 124
Project

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CS 124 Project 5

Due on Gradescope by Wednesday, May 5th
For this project, you will hash the 1000+ objects from your data set. You will experiment to see
what size hash table, collision detection algorithm, hash function, and key work best for your
data.
Implement
- You should have your 1000+ objects stored in a vector.
- Insert your objects into two hash tables:
1) One with separate chaining.
2) One with non-linear probing. You can choose quadratic probing, exponential probing, or
double hashing. I recommend that you make a copy of the LinearProbing class and modify it.
- Calculations for each hash table:
a) Record the number of hash elements you look at (read) for each insertion. What is the
maximum and average number of reads?
b) Create four more hash tables of varying sizes (all of which should be greater than the size
of your data set) and see what happens to the number of reads you record. Your program
should create five separate chaining and five probing hash tables. For the probing hash
tables, what is the size after inserting all of your elements? Which hash table size is best for
the data set?
c) For separate chaining and probing, create a hash table with a different hash function, a
hash table with a different getKey function, and a hash table with both functions changed. You
should use the table size that is best for your data set, as determined in the previous part.
See what happens to the numbers of reads you record. What is the effect on the placement of
elements in the hash table? Which hash/getKey combination is best for your data set?
d) Consider how removing and searching compares with inserting, in terms of number of
hash elements read. Would they read more, less, or the same?
e) Include graphs of your read data and answers to all of the above questions in your report.
- How often would each of the three operations (inserting, removing, searching) typically be
used with your data set? Which hash collision method works best for your data set? Why?
Include answers to these questions in your report.
- You must submit your .cpp and header file(s), your data file(s), and your report. Your source
files should include file output of all the read counts collected from the prompts above. Your
report must be submitted in PDF format.
Extra Credit
For up to 10 points extra credit (at the grader’s discretion), you can:
- Use timers to see how long it takes you to insert/find elements in the hash tables.
- Compare those times with the time it takes to insert/find elements stored in other data
structures (e.g. an unsorted vector, a sorted vector, a binary search tree, an AVL tree, a splay
tree, a heap, etc.) The more structures you include, the better!
Grading
The project is out of 80 points.
5 pts Program compiles and runs.
5 pts Code style. Readable, naming style is consistent, comments where appropriate.
5 pts Hashed at least 1000 objects using separate chaining.
15 pts Hashed at least 1000 objects using non-linear probing.
5 pts Used at least 5 different hash table sizes, as specified above.
15 pts Used two hash functions and getKey functions, as specified above.
10 pts Recorded the number of reads for each type of hashing.
15 pts Analyzed the results and wrote about everything outlined above.
5 pts Report: professional, grammatically correct, cites sources.
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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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CMP7000A CMP-7038B Math 263 LAW3016 CS371 STAT 334 FIN0008 ACC3004 STAT 371 ​COMP1921 MTH201 ACCT2000 UN3412 CIV6000 MATHS 3021 MATE7014 ECON1 CIBC6035 LAW121G COMM 321 CSC8204R TTM2033 CSCI 2600 MAE 115 LNG302 CENV6175W1 ECON30019 CPS2015 BST969 DDES9015 AMATH242 CS 1151 N1592 ACCT600 EG503G SMM519 EC318 Ecstatistics EEE 471 MARK2051 Topology COM00037H ACCT3000 MTHM501 EG501V COM00055H BUSN9085 GGR273 MATH 2B ITD102 MA214 ECON0060 ECE3114 ECMM447 Mechanics CCT361H5S BSAN3210 WELF2001 Fin3001 RESP5001 STA 137 Linguistics 101 CSCI368 CMPSC497 LUBS3655 OMBA 5355 BUSM2562 ​BFF5902 CYBR7001 CULT2005 ECON 7720 MTRX3760 FSE598 ​LUE1001 MGSC 7100 CS3240 COSC7500 ACCT3091 INFOGR TRAN 2080 DESIGN CIVE215001 CIVE2360 CPSC 8430 FNCE2003 Stoichiometry INFS6023 Quantitative Method Math 21D ECE5179 Design ​ECON8022 Chemical DMS 213 ADM1370 BFF5902 BFF2701 AGRI10051 AMN400 ECON7322 ​FINC5090 ​MATH1052 ​SciComp Elec4622 ​FINS5516 ENG 101 MMM143 CS431CA2 BSAN2201 EBSC7070 ES9v9-10 PLIN0009 DATA 8 MATH 101 BCPM0097 ​MAT 237 BISM2201 EEE8099 Physics 11 ECE2238B Biostat 234 ​ECON30009 INF10025 CHEM252 CCMA4008 CIVE 3007 STAT0031 ELEC ENG 3108 MGMT90140 CHEM 252 STAT3016 MMM095 ​MMGT6016 Legal STAT 311 ELEC9764 COMP 370 TCS 3053 EECS 1021 FIT1051 C/C++ EE3C COMP2003J COM398 COMP51915 Simulator FIN42330 8PRO102 PGD ELEC5160 XJCO1921 COMP5123M INFS 2042 CHE1148H ECA5313 IN3329 Microsoft Modeling B15 2TT COMP3687 COMP2432 DMS2030 KAN4TSF CFKG CSE 5322 CSE 445 STATS 3DA3 CHC5223 COMP1048 EL3105 EECS 3221 CS231 ME 4434 ITP4510 ITP4501 CSCI 5708 Controller EECE 5699 CPEN 231L CPN programs CSC8016 MATU9D2 ENGN4213 2. SVM. (10 points) Consider an SVM classifier using RBF kernel, and finish the following python code to search for the optimum kernel parameter γ. You are required to calculate the RBF function and search yourself, instead of using functions in Scikit-Learn (sklearn). def parameter search(gamma list ,Xtr,ytr,Xts,yts ,...): """ Parameters gamma list: A list of RBF kernel parameter gamma to search for Xtr: Training data, shape (ntr,nrow,ncol) ytr: Training labels, shape (ntr,) Xts: Test data, shape (nts,nrow,ncol) yts: Test labels, shape (nts,) ... Add other parameters as needed Returns: gamma optimum: The gamma with minimum error on Xts, yts """ ... return gamma optimum
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