Revision as of 01:35, 3 May 2012 by Drugeles (Talk | contribs)


Third Homework, ECE662 Spring 2012

  • Drop test set output, predicted accuracy, and proposed nickname into Daniel's drop box before 11:59pm, Friday April 27, 2012.
  • Report due before 11:59pm, Monday April 30, in your instructor's Rhea dropbox. Make sure to drop it in the correct homework folder!!!!. It is the somewhere in the middle of the page.

Automatic Pattern Recognition Contest!

An anonymous company has agreed to share real data with us, so we are going to have a little contest using this data! The data comes from a five-class classification problem using 13 features. We are looking for the student who will design the most accurate classifier using this data.

The training data consists of 550 data points (i.e. 550 points in a 13 dimensional space) along with the correct label for each point. Use this data, along with any method of your choice, to design what you think is an accurate classifier.

Part I

When you are done designing your classifier, write down what accuracy the classifier has, according to the training data. (This is what we call the "predicted accuracy".) Then use your classifier to classify the following test set vectors. Your colleague Daniel has kindly volunteered to collect all the answers and summarize their accuracy in the table below. In order for Daniel to do that, we ask that you send him

  • The nickname you want him to use to identify your work in the table below;
  • Your predicted accuracy;
  • The labels you obtain for each test set vector.

Hand in everything in Daniel's drop box in a single file following this syntax:

Joe Blo
77%
1
0
1
2
3
4
2
3
1
2
0
2
1

Part II

After the deadline for the homework has passed, I will release the ground truth labels for the test set vectors here. (If you are done designing your classifier before 8pm on Thursday April 26, you may obtain the ground truth labels by emailing your instructor.) Compare the labels obtained using your classifier with the ground truth labels: the number of correctly classified vectors is the "test" accuracy. Summarize your method and results in a report. Make sure your report includes all your code, your predicted accuracy, and the confusion matrix of your classifier on the test data. Drop a pdf of your report in the HW3 assignment box in your instructor's dropbox before 11:59pm, Monday April 30.

Part III (optional)

If you feel like sharing your results and methods publicly, feel free to post a summary of your method and replace your nickname by your true name in the table below. But please only do this after April 30. If you do not wish to be identified but still would like a summary of your method to appear in the table below, send it to Daniel (by email) and he will post it for you.


The discussion page for this homework is here.



Result Summary (will be kindly complied by your colleague Daniel)

The following results were computed from the submissions in drugeles dropbox. Refer to HW3 discussion for details or questions.

Finally our competition has come to an end. However you are more than welcome to keep experimenting on the dataset, or trying to find trends in the results from our ece662 alumni. Many of the submissions did not follow the guidelines and therefore there might be some results missing, if this is your case, please let me know, I will recompute the results and we might even find a new winner.

All the data used in testing the competition and the script can be found at here.
Only unzip and execute in the shell
$ python contest.py

Please do not forget to share results and why not, a link to your work. We will be happy to see Purdue's talent in pattern recognition.

Shera.jpg


Results from Pattern Recognition Contest!
Position Nickname (add link to method summary or report) Confusion Matrix Test Set Accuracy Predicted Accuracy Within 10%
1 shera (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 45& 13& 24& 8& 0\\ \mathbf{1}& 3& 6& 2& 0& 0\\ \mathbf{2}& 0& 0& 0& 0& 0\\ \mathbf{3}& 0& 0& 0& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 43.64% 50.5% Up.jpg
2 ck910525 (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 48& 19& 26& 8& 0\\ \mathbf{1}& 0& 0& 0& 0& 0\\ \mathbf{2}& 0& 0& 0& 0& 0\\ \mathbf{3}& 0& 0& 0& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 42.73% 47.52% Up.jpg
3 Tim Chen (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 48& 19& 26& 8& 0\\ \mathbf{1}& 0& 0& 0& 0& 0\\ \mathbf{2}& 0& 0& 0& 0& 0\\ \mathbf{3}& 0& 0& 0& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 42.5455% 47.52% Up.jpg
4 Sherlock Holmes (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 48& 19& 25& 7& 0\\ \mathbf{1}& 0& 0& 1& 1& 0\\ \mathbf{2}& 0& 0& 0& 0& 0\\ \mathbf{3}& 0& 0& 0& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 40% 47.52% Up.jpg
5 Katniss Everdeen (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 48& 19& 26& 8& 0\\ \mathbf{1}& 0& 0& 0& 0& 0\\ \mathbf{2}& 0& 0& 0& 0& 0\\ \mathbf{3}& 0& 0& 0& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 42.44% 47.52% Up.jpg
6 Joy (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 48& 19& 26& 8& 0\\ \mathbf{1}& 0& 0& 0& 0& 0\\ \mathbf{2}& 0& 0& 0& 0& 0\\ \mathbf{3}& 0& 0& 0& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 42% 47.52% Up.jpg
7 Chris (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 48& 19& 26& 8& 0\\ \mathbf{1}& 0& 0& 0& 0& 0\\ \mathbf{2}& 0& 0& 0& 0& 0\\ \mathbf{3}& 0& 0& 0& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 43.4% 47.52% Up.jpg Target.jpg
8 BY SVM 1-vs-1 RBF 6 (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 48& 19& 26& 8& 0\\ \mathbf{1}& 0& 0& 0& 0& 0\\ \mathbf{2}& 0& 0& 0& 0& 0\\ \mathbf{3}& 0& 0& 0& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 42.7007% 47.52% Up.jpg
9 BY SVM 1-vs-1 Poly 2nd (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 48& 19& 26& 8& 0\\ \mathbf{1}& 0& 0& 0& 0& 0\\ \mathbf{2}& 0& 0& 0& 0& 0\\ \mathbf{3}& 0& 0& 0& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 42.6314% 47.52% Up.jpg
10 Alvin (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 48& 19& 26& 8& 0\\ \mathbf{1}& 0& 0& 0& 0& 0\\ \mathbf{2}& 0& 0& 0& 0& 0\\ \mathbf{3}& 0& 0& 0& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 42.55% 47.52% Up.jpg
11 parriky (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 46& 18& 26& 8& 0\\ \mathbf{1}& 1& 1& 0& 0& 0\\ \mathbf{2}& 1& 0& 0& 0& 0\\ \mathbf{3}& 0& 0& 0& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 42% 46.53% Up.jpg
12 chotu (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 46& 18& 25& 7& 0\\ \mathbf{1}& 2& 1& 1& 0& 0\\ \mathbf{2}& 0& 0& 0& 1& 0\\ \mathbf{3}& 0& 0& 0& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 40% 46.53% Up.jpg
13 Zoe (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 46& 18& 24& 6& 0\\ \mathbf{1}& 2& 1& 2& 0& 0\\ \mathbf{2}& 0& 0& 0& 2& 0\\ \mathbf{3}& 0& 0& 0& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 43% 46.53% Up.jpg Target.jpg
14 Shelan (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 43& 15& 21& 4& 0\\ \mathbf{1}& 5& 4& 5& 2& 0\\ \mathbf{2}& 0& 0& 0& 2& 0\\ \mathbf{3}& 0& 0& 0& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 42.91% 46.53% Up.jpg Target.jpg
15 Danny (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 46& 18& 26& 8& 0\\ \mathbf{1}& 2& 1& 0& 0& 0\\ \mathbf{2}& 0& 0& 0& 0& 0\\ \mathbf{3}& 0& 0& 0& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 41.73% 46.53% Up.jpg
16 BY SVM 1-vs-all RBF 6 (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 43& 17& 21& 5& 0\\ \mathbf{1}& 3& 2& 3& 1& 0\\ \mathbf{2}& 2& 0& 2& 2& 0\\ \mathbf{3}& 0& 0& 0& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 41.7482% 46.53% Up.jpg
17 starry (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 38& 11& 18& 7& 0\\ \mathbf{1}& 8& 6& 7& 1& 0\\ \mathbf{2}& 2& 2& 1& 0& 0\\ \mathbf{3}& 0& 0& 0& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 45.27% 44.55% Down.jpg Target.jpg
18 Doctor Who (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 44& 19& 25& 8& 0\\ \mathbf{1}& 3& 0& 0& 0& 0\\ \mathbf{2}& 1& 0& 1& 0& 0\\ \mathbf{3}& 0& 0& 0& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 47% 44.55% Down.jpg Target.jpg
19 Czardas (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 38& 11& 17& 7& 0\\ \mathbf{1}& 8& 6& 8& 1& 0\\ \mathbf{2}& 2& 2& 1& 0& 0\\ \mathbf{3}& 0& 0& 0& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 45.45% 44.55% Down.jpg Target.jpg
20 BY SVM 1-vs-all Poly 2nd (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 42& 16& 21& 5& 0\\ \mathbf{1}& 3& 0& 1& 3& 0\\ \mathbf{2}& 3& 3& 3& 0& 0\\ \mathbf{3}& 0& 0& 1& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 47.0474% 44.55% Down.jpg Target.jpg
21 ARM (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 41& 17& 21& 8& 0\\ \mathbf{1}& 4& 1& 2& 0& 0\\ \mathbf{2}& 2& 1& 2& 0& 0\\ \mathbf{3}& 1& 0& 1& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 42% 43.56% Up.jpg Target.jpg
22 cheese (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 36& 14& 17& 6& 0\\ \mathbf{1}& 3& 1& 3& 2& 0\\ \mathbf{2}& 9& 4& 6& 0& 0\\ \mathbf{3}& 0& 0& 0& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 44% 42.57% Down.jpg Target.jpg
23 Mc Awesome Man (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 41& 16& 25& 7& 0\\ \mathbf{1}& 4& 2& 1& 1& 0\\ \mathbf{2}& 2& 1& 0& 0& 0\\ \mathbf{3}& 1& 0& 0& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 41% 42.57% Up.jpg Target.jpg
24 Mao (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 34& 9& 20& 8& 0\\ \mathbf{1}& 10& 9& 6& 0& 0\\ \mathbf{2}& 4& 1& 0& 0& 0\\ \mathbf{3}& 0& 0& 0& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 43% 42.57% Down.jpg Target.jpg
25 Jin (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 42& 19& 24& 8& 0\\ \mathbf{1}& 5& 0& 1& 0& 0\\ \mathbf{2}& 1& 0& 1& 0& 0\\ \mathbf{3}& 0& 0& 0& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 63.8% 42.57% Down.jpg
26 Gemini (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 34& 11& 13& 7& 0\\ \mathbf{1}& 9& 6& 10& 1& 0\\ \mathbf{2}& 3& 2& 3& 0& 0\\ \mathbf{3}& 2& 0& 0& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 42% 42.57% Up.jpg Target.jpg
27 confusion matrix (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 37& 16& 18& 7& 0\\ \mathbf{1}& 8& 2& 4& 1& 0\\ \mathbf{2}& 2& 1& 3& 0& 0\\ \mathbf{3}& 1& 0& 1& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 42.55% 41.58% Down.jpg Target.jpg
28 asvyatko (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 39& 15& 21& 8& 0\\ \mathbf{1}& 4& 1& 2& 0& 0\\ \mathbf{2}& 3& 1& 2& 0& 0\\ \mathbf{3}& 0& 0& 0& 0& 0\\ \mathbf{4}& 2& 2& 1& 0& 0\\ \end{array} \right) $ 44% 41.58% Down.jpg Target.jpg
29 Ming (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 39& 15& 21& 7& 0\\ \mathbf{1}& 4& 2& 4& 1& 0\\ \mathbf{2}& 5& 2& 1& 0& 0\\ \mathbf{3}& 0& 0& 0& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 42.886% 41.58% Down.jpg Target.jpg
30 MM (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 30& 8& 14& 3& 0\\ \mathbf{1}& 10& 7& 8& 1& 0\\ \mathbf{2}& 6& 4& 4& 4& 0\\ \mathbf{3}& 2& 0& 0& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 45% 40.59% Down.jpg Target.jpg
31 chimp (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 26& 10& 9& 6& 0\\ \mathbf{1}& 9& 5& 8& 1& 0\\ \mathbf{2}& 13& 3& 9& 1& 0\\ \mathbf{3}& 0& 1& 0& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 41% 39.6% Down.jpg Target.jpg
32 Min (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 34& 11& 19& 8& 0\\ \mathbf{1}& 7& 4& 5& 0& 0\\ \mathbf{2}& 7& 4& 2& 0& 0\\ \mathbf{3}& 0& 0& 0& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 43.27% 39.6% Down.jpg Target.jpg
33 M Usman Sadiq (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 23& 10& 6& 2& 0\\ \mathbf{1}& 2& 1& 0& 0& 0\\ \mathbf{2}& 20& 8& 16& 5& 0\\ \mathbf{3}& 3& 0& 3& 0& 0\\ \mathbf{4}& 0& 0& 1& 1& 0\\ \end{array} \right) $ 46.6667% 39.6% Down.jpg
34 Marshall Zigler (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 37& 16& 19& 6& 0\\ \mathbf{1}& 10& 1& 5& 2& 0\\ \mathbf{2}& 1& 2& 2& 0& 0\\ \mathbf{3}& 0& 0& 0& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 43.45% 39.6% Down.jpg Target.jpg
35 WorldPeace (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 36& 16& 20& 8& 0\\ \mathbf{1}& 8& 2& 5& 0& 0\\ \mathbf{2}& 4& 1& 1& 0& 0\\ \mathbf{3}& 0& 0& 0& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 45% 38.61% Down.jpg
36 K Marshall (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 34& 14& 16& 7& 0\\ \mathbf{1}& 10& 2& 6& 1& 0\\ \mathbf{2}& 3& 2& 3& 0& 0\\ \mathbf{3}& 1& 1& 1& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 40% 38.61% Down.jpg Target.jpg
37 ellie (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 32& 12& 17& 4& 0\\ \mathbf{1}& 14& 5& 8& 4& 0\\ \mathbf{2}& 2& 2& 1& 0& 0\\ \mathbf{3}& 0& 0& 0& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 40.16% 37.62% Down.jpg Target.jpg
38 BY KNN (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 34& 14& 18& 7& 0\\ \mathbf{1}& 9& 2& 7& 1& 0\\ \mathbf{2}& 3& 3& 1& 0& 0\\ \mathbf{3}& 2& 0& 0& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 48.54% 36.63% Down.jpg
39 shawn (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 25& 10& 14& 6& 0\\ \mathbf{1}& 9& 4& 7& 1& 0\\ \mathbf{2}& 12& 3& 4& 1& 0\\ \mathbf{3}& 2& 2& 1& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 36% 32.67% Down.jpg Target.jpg
40 Vicky (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 26& 12& 17& 3& 0\\ \mathbf{1}& 13& 4& 7& 4& 0\\ \mathbf{2}& 8& 3& 2& 1& 0\\ \mathbf{3}& 1& 0& 0& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 42% 31.68% Down.jpg
41 KH7 (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 24& 9& 9& 1& 0\\ \mathbf{1}& 7& 1& 5& 1& 0\\ \mathbf{2}& 0& 0& 0& 0& 0\\ \mathbf{3}& 17& 9& 12& 6& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 24.59% 30.69% Up.jpg
42 neergil (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 20& 7& 12& 4& 0\\ \mathbf{1}& 14& 4& 10& 3& 0\\ \mathbf{2}& 9& 5& 4& 0& 0\\ \mathbf{3}& 5& 3& 0& 1& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 47% 28.71% Down.jpg
43 Anshu K=3 (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 21& 9& 13& 3& 0\\ \mathbf{1}& 17& 3& 8& 3& 0\\ \mathbf{2}& 9& 4& 3& 2& 0\\ \mathbf{3}& 1& 2& 1& 0& 0\\ \mathbf{4}& 0& 1& 1& 0& 0\\ \end{array} \right) $ 42% 26.73% Down.jpg
44 Anshu K=1 (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 21& 9& 13& 3& 0\\ \mathbf{1}& 17& 3& 8& 3& 0\\ \mathbf{2}& 9& 4& 3& 2& 0\\ \mathbf{3}& 1& 2& 1& 0& 0\\ \mathbf{4}& 0& 1& 1& 0& 0\\ \end{array} \right) $ 38% 26.73% Down.jpg
45 OCEAN'S FOURTEEN (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 15& 8& 11& 6& 0\\ \mathbf{1}& 15& 4& 10& 1& 0\\ \mathbf{2}& 7& 2& 3& 0& 0\\ \mathbf{3}& 6& 2& 1& 1& 0\\ \mathbf{4}& 5& 3& 1& 0& 0\\ \end{array} \right) $ 42% 22.77% Down.jpg
46 timetorun (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 0& 0& 0& 0& 0\\ \mathbf{1}& 34& 12& 13& 7& 0\\ \mathbf{2}& 9& 4& 9& 1& 0\\ \mathbf{3}& 5& 3& 4& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 47% 20.79% Down.jpg
47 Luck (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 8& 4& 7& 1& 0\\ \mathbf{1}& 34& 10& 16& 6& 0\\ \mathbf{2}& 6& 5& 3& 1& 0\\ \mathbf{3}& 0& 0& 0& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 40% 20.79% Down.jpg
48 Alpha Zeta (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 0& 0& 0& 0& 0\\ \mathbf{1}& 48& 19& 26& 8& 0\\ \mathbf{2}& 0& 0& 0& 0& 0\\ \mathbf{3}& 0& 0& 0& 0& 0\\ \mathbf{4}& 0& 0& 0& 0& 0\\ \end{array} \right) $ 42.5% 18.81% Down.jpg
49 Dom (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 0& 0& 0& 0& 0\\ \mathbf{1}& 26& 11& 18& 6& 0\\ \mathbf{2}& 12& 3& 6& 1& 0\\ \mathbf{3}& 7& 5& 2& 1& 0\\ \mathbf{4}& 3& 0& 0& 0& 0\\ \end{array} \right) $ 30% 17.82% Down.jpg
50 MS (method summary) $ \left( \begin{array}{cccccc}& \mathbf{0}&\mathbf{1}&\mathbf{2}&\mathbf{3}&\mathbf{4}\\ \mathbf{0}& 2& 0& 0& 0& 0\\ \mathbf{1}& 21& 10& 12& 6& 0\\ \mathbf{2}& 1& 0& 3& 0& 0\\ \mathbf{3}& 21& 9& 9& 1& 0\\ \mathbf{4}& 3& 0& 2& 1& 0\\ \end{array} \right) $ 42% 15.84% Down.jpg

Back to ECE 662 Spring 2012

Alumni Liaison

Meet a recent graduate heading to Sweden for a Postdoctorate.

Christine Berkesch