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The Base CliqueTrees for a 3PartiteHyperGraph: {123..}=Investors recommending Stocks={ABC..} on Days={,,,,}. (Investors are the leaf pTrees) A B C D E F G H I J K L M N      1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 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0 0 0 0 0 0 0 1 0 0 1 1 0 0 0 0 0 0 1 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 1 1 0 1 0 0 0 0 0 0 1 1 1 1 0 0 0 0 0 0 0 1 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 1 0 0 0 0 0 0 1 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 1 1 0 1 0 0 0 0 0 0 1 1 1 1 0 0 0 0 0 0 0 1 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 1 0 0 0 0 0 0 1 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 1 1 0 1 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 1 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 1 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 1 1 0 1 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 1 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 1 1 0 1 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 1 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 CtS 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 CtD 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 CtI 3 3 4 3 3 2 2 5 3 2 4 2 4 3 2 4 2 4 3 1 3 2 4 3 3 3 2 4 3 3 3 4 4 3 3 3 3 4 6 3 3 3 4 6 3 3 2 4 5 3 2 2 2 0 3 2 2 4 4 3 2 2 4 4 3 2 2 1 2 1 oaa w A oaa w A oaa A oaa with A oaa w A 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 10 01 00 00 00 00 00 00 00 00 00 00 00 00 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 10 01 00 00 00 00 00 00 00 00 00 00 00 00 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 00 00 11 00 00 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 00 00 00 11 00 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 1 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 11 11 11 11 00 00 00 00 00 00 00 00 00 00 00 00 00 00 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 11 11 00 11 00 00 00 00 00 00 00 00 00 00 00 00 00 00 1 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 3 2 1 1 3 1 1 3 1 1 2 11 11 32 1 1 2 1 1 2 1 11 1 11 2 44 1 1 4 1 1 4 1 11 1 11 4 33 1 1 3 1 1 3 1 1 3 1 1 1 1 1 1 1 1 3 1 1 3 1 1 2 1 1 1 1 1 1 2 2 2 11 11 32 1 1 2 1 1 1 1 1 3 ACD124 ABCDE1234 ABCDEHI124 AE124 On these we do aoa ACD124 ABCDE1234 ACD124 ACD124 ABCDEHI124 ACD124 ACD124 AE124 A124 ABCDE1234 ABCDEHI124 ABCDE124 ABCDE1234 AE124 AE124 ABCDEHI124 AE124 AE124 ABCDEHI  124 On these do aoa again Do aoa again ABCDE  1234 ABCDE  124 A124 ACD124 ACD  124 A124 A124 A  124 AE  124 ACD124 A124 A124 1st rnd: 6 cliques w A: 2, 3  5. A124 ABCDEHI  124 4  7. A124 ABCDE  1234 ACD  124 A124 Investors, 124, ACD  124 do all ACD124 recommends. A  124 A124 Stock=A alone ABCDE  124 recommended on A124 4 days by 3 ACD  124 A124 investors. Strong A  124 A124 signal? AE  124 A124 AE124 THM: For a khypergraph, an op of k-1 ANDs, (e.g., aao, aoa, aaao) result in a clique. Pf: When we AND all but 1 PART each resulting (k-1)VertexPolyhedrons is connected to each final PART so to the OR of those PARTs.
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Base CliqueTrees for 3PART HyperGraph, 3PHG2 {12345}=Investors recommending Stocks={ABCDE} on Days={,,,,}, 74 recommendations aoa results oaa results Stock-Day-Investor BaseCliqueTrees (leaves Inv) ACD  ACD  124 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 1 1 0 1 0 1 1 1 0 0 1 1 1 1 0 1 1 0 1 0 1 1 0 1 0 1 1 0 0 0 0 1 1 0 0 1 1 1 1 1 1 1 0 1 0 1 0 0 1 0 1 1 1 1 0 0 1 1 0 0 1 1 1 1 0 1 1 0 1 0 1 1 0 0 0 1 1 1 1 0 0 1 1 0 0 1 1 1 1 0 1 1 0 1 0 0 1 0 0 0 0 1 1 1 0 0 1 1 0 0 1 1 1 1 0 1 1 0 1 0 1 1 0 1 0 A  123 ABCDE  1234 ABCDE  1234 B  12345 ABCDE  AE  124 124 ABCD  12 ABCDE  124 AE  124 ABCD  12 ABCD  12 B  12345 ABE  14 C  1234 C  23 ABCD  C  124 D  1234 D  23 D  124 ABCDE  2345 ABCDE  124 ABCDE  12 CDE  234 CDE  234 23 1234 124 E  124 ABCDE  Stock-Investor-Day BaseCTrees (leaves Days) A B C D E 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1      1 1 1 1 1 1 1 1 1 1 0 1 1 0 0 1 0 1 1 1 1 0 1 1 1 1 1 1 1 0 0 1 1 0 0 0 0 1 1 0 0 0 1 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 1 0 1 1 0 1 0 1 1 0 1 1 1 1 1 1 1 1 0 0 1 0 1 1 0 0 0 1 1 1 1 1 1 1 1 1 1 1 0 0 1 0 1 1 1 1 2 3 4 5 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 CtS 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 CtD 5 5 2 4 4 4 2 2 1 5 5 3 3 3 5 3 3 CtI 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 C  12 ACDE  2 ABCDE  ABC  23 ABCD  D  124 ABCD  124 E  2 E  234 E  E  23 E  124 24 1 ABCDE  2 C  12 ABCDE  3 C  123 E  24 ABCDE  4 CDE  3 ACDE  1 1 1 1 3 5 3 4 1 1 1 1 ABCD  ABCE  124 124 124 1234 1234 ACD  AE  4  124 124 D  124 E  124 ABCE  124 C  124 D  124 3 AE  4 ABC  1 ABCDE  2 ABCDE  3 ABCDE  4 CDE  3 Inv-Day-Stock BaseClTrees (leaves Stocks) A B C D E 1 1 1 1 0 1 1 1 1 1 0 0 1 1 1 1 0 1 1 1 1 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 1 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 1 1 0 1 1 1 1 1 0 0 1      1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 1 2 3 4 5 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 1 0 0 0 0 0 1 0 0 0 0 0 0 1 0 1 0 0 0 0 0 1 0 0 0 0 0 0 1 0 4 4 1 1 1 1 3 1 1 CtS 4 5 3 4 1 5 5 5 5 5 5 1 CtD 1 1 1 1 1 1 1 1 1 1 1 1 CtI 1 1 1 1 1 1 1 1 1 1 1 1 aao results aoa results 5 5 5 1 1 1 1 1 1 ACDE  ABCDE  1 ACDE  24 ABCD  ABE 4 ABCDE  23 ABCE   ABCDE  12345 1 1 4 ABCDE  1234 ABCDE  124 ABCDE  ABCDE  ABCDE  12 ABCDE  23 ABCDE  ABCDE  124 ABCDE  ABCDE  ABCDE  ABCDE  23 3 1 2 3 4 ABCDE  2 ABCDE  1 A  1234 B  12345 124 ABC  12 12 ABCDE  23 ABCDE  AB  1234 2345 ABCDE  aao on these oaa aoa on these aao ABCDE  4 1 ABE  C  12 AC  1 ABCDE  12 124 1234 C  124 D  1234 ACDE  2 ABCDE  1 124 CD  124 AC  1 1 1234 aoa on these C  D  123 D  B  12345 ABC AE  4 D  1234 A  1234 ABCD  124 1234 C  3 1234 C  124 AC  1 1234 D  ACD  ABCDE  AE  CD  CD  B  12345 aao results C  oaa A  1234 oaa results 1234 B  12345 24 23 C  CD  1234 A  1234 12 234 234 ACDE  ABCDE  1234 CD  1234 2345 ABCDE  CDE  CDE  1234 CD  ABCD  14 1234 1234 ABCDE  E  E  E  aoa on these oaa 12 ABE  CD  CD  D  2 E  234 CD  1234 CD  1234 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 3 3 4 3 3 2 2 5 3 2 4 2 4 3 2 4 2 4 3 1 3 2 4 3 3 124 A  1234 ACDE  2 AC  12
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Disk Scheduling (Cont.)  There are many sources of disk I/O request  OS  System processes  Users processes  I/O request includes input or output mode, disk address, memory address, number of sectors to transfer  OS maintains queue of requests, per disk or device  Idle disk can immediately work on I/O request, busy disk means work must queue  Optimization algorithms only make sense when a queue exists  Note that drive controllers have small buffers and can manage a queue of I/O requests (of varying “depth”)  Several algorithms exist to schedule the servicing of disk I/O requests  The analysis is true for one or many platters  We illustrate scheduling algorithms with a request queue (0-199) 98, 183, 37, 122, 14, 124, 65, 67 Head pointer 53 Operating System Concepts Essentials – 8 th Edition 11.17 Silberschatz, Galvin and Gagne ©2011
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} << << << << << << << << << << << << << << << << << << << << << << << << << << << << << << << << << << << << << << "Stacks: #1 (" << s1 << ") #2(" << s2 << "Queues: #1 (" << q1 << ") #2(" << q2 << "Are Stack 1 and Stack 1 equal? " << ((s1 "Are Stack 1 and Stack 2 equal? " << ((s1 "Are Stack 1 and Stack 3 equal? " << ((s1 "Are Stack 1 and Stack 4 equal? " << ((s1 "Are Stack 1 and Queue 1 equal? " << ((s1 "Are Stack 1 and Queue 2 equal? " << ((s1 "Are Stack 1 and Queue 3 equal? " << ((s1 "Are Stack 1 and Queue 4 equal? " << ((s1 "Are Stack 2 and Stack 2 equal? " << ((s2 "Are Stack 2 and Stack 3 equal? " << ((s2 "Are Stack 2 and Stack 4 equal? " << ((s2 "Are Stack 2 and Queue 1 equal? " << ((s2 "Are Stack 2 and Queue 2 equal? " << ((s2 "Are Stack 2 and Queue 3 equal? " << ((s2 "Are Stack 2 and Queue 4 equal? " << ((s2 "Are Stack 3 and Stack 3 equal? " << ((s3 "Are Stack 3 and Stack 4 equal? " << ((s3 "Are Stack 3 and Queue 1 equal? " << ((s3 "Are Stack 3 and Queue 2 equal? " << ((s3 "Are Stack 3 and Queue 3 equal? " << ((s3 "Are Stack 3 and Queue 4 equal? " << ((s3 "Are Stack 4 and Stack 4 equal? " << ((s4 "Are Stack 4 and Queue 1 equal? " << ((s4 "Are Stack 4 and Queue 2 equal? " << ((s4 "Are Stack 4 and Queue 3 equal? " << ((s4 "Are Stack 4 and Queue 4 equal? " << ((s4 "Are Queue 1 and Queue 1 equal? " << ((q1 "Are Queue 1 and Queue 2 equal? " << ((q1 "Are Queue 1 and Queue 3 equal? " << ((q1 "Are Queue 1 and Queue 4 equal? " << ((q1 "Are Queue 2 and Queue 2 equal? " << ((q2 "Are Queue 2 and Queue 3 equal? " << ((q2 "Are Queue 2 and Queue 4 equal? " << ((q2 "Are Queue 3 and Queue 3 equal? " << ((q3 "Are Queue 3 and Queue 4 equal? " << ((q3 "Are Queue 4 and Queue 4 equal? " << ((q4 ") ") == == == == == == == == == == == == == == == == == == == == == == == == == == == == == == == == == == == == #3 #3 s1) s2) s3) s4) q1) q2) q3) q4) s2) s3) s4) q1) q2) q3) q4) s3) s4) q1) q2) q3) q4) s4) q1) q2) q3) q4) q1) q2) q3) q4) q2) q3) q4) q3) q4) q4) (" << s3 (" << q3 ? "YES!" ? "YES!" ? "YES!" ? "YES!" ? "YES!" ? "YES!" ? "YES!" ? "YES!" ? "YES!" ? "YES!" ? "YES!" ? "YES!" ? "YES!" ? "YES!" ? "YES!" ? "YES!" ? "YES!" ? "YES!" ? "YES!" ? "YES!" ? "YES!" ? "YES!" ? "YES!" ? "YES!" ? "YES!" ? "YES!" ? "YES!" ? "YES!" ? "YES!" ? "YES!" ? "YES!" ? "YES!" ? "YES!" ? "YES!" ? "YES!" ? "YES!" << ") #4 (" << s4 << << ") #4 (" << q4 << : "NO! ") << endl; : "NO! ") << endl; : "NO! ") << endl; : "NO! ") << endl; : "NO! ") << endl; : "NO! ") << endl; : "NO! ") << endl; : "NO! ") << endl << : "NO! ") << endl; : "NO! ") << endl; : "NO! ") << endl; : "NO! ") << endl; : "NO! ") << endl; : "NO! ") << endl; : "NO! ") << endl << : "NO! ") << endl; : "NO! ") << endl; : "NO! ") << endl; : "NO! ") << endl; : "NO! ") << endl; : "NO! ") << endl << : "NO! ") << endl; : "NO! ") << endl; : "NO! ") << endl; : "NO! ") << endl; : "NO! ") << endl << : "NO! ") << endl; : "NO! ") << endl; : "NO! ") << endl; : "NO! ") << endl << : "NO! ") << endl; : "NO! ") << endl; : "NO! ") << endl << : "NO! ") << endl; : "NO! ") << endl << : "NO! ") << endl << ")\n"; ")\n\n"; endl; endl; endl; endl; endl; endl; endl; endl; Chapter 5 – Page 8 cout cout cout cout cout cout cout cout cout cout cout cout cout cout cout cout cout cout cout cout cout cout cout cout cout cout cout cout cout cout cout cout cout cout cout cout cout cout
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Disk Scheduling (Cont.)  Note that drive controllers have small buffers and can manage a queue of I/O requests (of varying “depth”)  Several algorithms exist to schedule the servicing of disk I/O requests  The analysis is true for one or many platters  We illustrate scheduling algorithms with a request queue (0-199) 98, 183, 37, 122, 14, 124, 65, 67 Head pointer 53 Operating System Concepts Essentials – 2nd Edition 9.19 Silberschatz, Galvin and Gagne ©2013
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0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 801 802 803 804 805 806 807 808 809 810 811 812 813 814 815 816 817 818 819 820 821 822 823 824 825 826 827 828 829 830 831 832 833 834 835 836 837 838 839 840 841 842 843 844 845 846 847 848 849 850 851 852 853 854 855 856 857 858 859 860 861 862 863 864 865 866 867 868 869 870 871 872 873 874 875 876 877 878 879 880 881 882 883 884 885 886 887 888 889 890 891 892 893 894 895 896 897 898 899 900 135 135 136 136 136 136 136 136 136 136 136 136 136 136 136 136 136 136 136 136 136 136 136 136 137 137 137 137 137 137 137 137 137 137 137 137 137 137 138 138 138 138 138 138 138 138 138 138 138 138 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0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
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Disk Scheduling (Cont)  Several algorithms exist to schedule the servicing of disk I/O requests  We illustrate them with a request queue (0-199) 98, 183, 37, 122, 14, 124, 65, 67 Head pointer 53 Operating System Concepts with Java – 8th Edition 12.9 Silberschatz, Galvin and Gagne ©2009
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Email checks: Not all are bad flow-print –f3 < last | grep 131.151.65.124 | grep " 25 srcIP dstIP prot srcPort dstPort 131.151.65.124 65.54.252.230 6 3828 25 131.151.65.124 65.54.252.99 6 3842 25 131.151.65.124 65.54.252.230 6 3852 25 131.151.65.124 64.4.50.239 6 3867 25 131.151.65.124 65.54.167.230 6 3879 25 131.151.65.124 65.54.252.99 6 3897 25 131.151.65.124 65.54.252.230 6 3912 25 131.151.65.124 64.4.50.239 6 3922 25 131.151.65.124 65.54.167.230 6 3934 25 131.151.65.124 65.54.252.99 6 3943 25 131.151.65.124 65.54.252.230 6 3957 25 131.151.65.124 64.4.50.239 6 3972 25 131.151.65.124 65.54.167.230 6 4003 25 131.151.65.124 65.54.252.99 6 4018 25 131.151.65.124 65.54.252.230 6 4035 25 131.151.65.124 64.4.50.239 6 4053 25 131.151.65.124 65.54.167.230 6 4072 25 131.151.65.124 65.54.252.99 6 4091 25 131.151.65.124 65.54.252.230 6 4105 25 6 “ octets 96 96 96 96 96 96 96 96 96 96 96 96 96 96 96 96 96 96 96 packets 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 All destinations are Hotmail addresses: configuration issue 38
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Base CliqueTrees for 3PART HyperGraph, 3PHG2 aoa with: oaa with: A  1 0 0 0 0 A A A    1 1 1 1 1 0 1 1 0 1 1 0 1 1 1 B B B    1 1 0 1 1 1 1 1 0 1 1 0 0 0 0 B  1 1 1 1 1 B  1 1 0 0 1 C  0 0 1 1 0 C C C C     0 1 1 1 0 1 1 0 1 1 1 1 1 1 1 0 0 1 1 1 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 A  1 0 1 1 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 1 1 0 1 0 1 1 1 0 0 1 1 1 1 0 1 1 0 1 0 1 1 0 1 0 1 1 0 0 0 0 1 1 0 0 1 1 1 1 1 1 1 0 1 0 1 0 0 1 0 1 1 1 1 0 0 1 1 0 0 1 1 1 1 0 1 1 0 1 0 1 1 0 0 0 1 1 1 1 0 0 1 1 0 0 1 1 1 1 0 1 1 0 1 0 0 1 0 0 0 0 1 1 1 0 0 1 1 0 0 1 1 1 1 0 1 1 0 1 0 1 1 0 1 0 1 1 0 1 0 1 1 1 0 0 1 1 1 1 0 1 1 0 1 0 1 1 0 1 0 1 1 0 0 0 1 1 0 0 0 1 1 1 1 1 1 1 0 1 0 1 0 0 1 0 1 1 1 1 0 1 1 1 1 0 0 1 1 1 1 1 1 0 1 0 Stock-Day-Investor BaseCliqueTrees (leaves Inv) D D D    D D D D E E E E E D D E E E E E A A A A AB B B B B C C C C C D                                 0 0 1 1 0 0 0 1 1 0 1 1 1 1 1 1 1 1 1 1 1 0 1 1 1 0 0 1 1 1 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 1 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 1 0 1 1 1 0 1 1 0 0 1 1 1 1 1 1 0 1 1 1 1 0 1 1 1 1 0 1 1 0 0 1 1 0 0 1 1 1 1 1 0 0 1 1 0 0 0 1 1 1 1 0 1 0 0 1 1 1 0 0 1 0 1 0 0 1 0 1 1 1 1 0 1 1 1 1 0 1 0 0 1 1 1 0 0 1 0 1 0 0 1 0 1 1 0 1 1 1 1 1 1 0 1 0 0 1 1 1 0 0 0 0 1 0 0 0 0 1 1 1 0 0 1 1 1 1 1 0 0 0 1 1 1 1 0 1 1 1 1 0 0 1 1 1 1 1 1 0 1 0 0 1 0 0 0 0 1 1 1 0 0 1 1 1 0 0 1 1 1 1 1 1 0 1 0 1 1 0 1 0 1 1 0 1 0 1 1 1 0 0 1 1 1 1 0 1 1 0 1 0 1 1 0 1 0 1 1 0 0 0 0 1 1 0 0 1 1 1 1 1 1 1 0 1 0 1 0 0 1 0 1 1 1 1 0 0 1 1 0 0 1 1 1 1 0 1 1 0 1 0 1 1 0 0 0 1 1 1 1 0 0 1 1 0 0 1 1 1 1 0 1 1 0 1 0 0 1 0 0 0 0 1 1 1 0 0 1 1 0 0 1 1 1 1 0 1 1 0 1 0 1 1 0 1 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 3 1 5 5 2 4 4 1 5 3 2 2 5 5 3 2 2 5 5 4 3 3 5 5 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 4 2 5 4 4 3 2 5 2 3 2 3 2 4 4 2 3 2 3 5 2 3 1 3 3 3 3 4 3 3 2 2 5 3 2 4 2 4 3 2 4 2 4 3 1 3 2 4 3 3 3 3 4 3 3 2 2 5 3 2 4 4 4 3 2 4 4 4 3 1 3 3 4 3 3 3 3 4 3 3 2 2 5 3 2 4 2 4 3 2 4 2 4 3 1 3 2 4 3 3 Then aoa on these: A B C D E 1 0 1 1 0 1 0 1 1 0 1 0 1 1 0 1 0 1 1 0 1 0 1 1 0 1 0 1 1 0 1 0 1 1 0      1 0 0 0 0 1 0 1 0 0 1 0 0 1 0 1 0 0 0 0 1 1 0 0 0 1 0 1 0 0 1 0 0 1 0 1 2 3 4 5 1 1 0 1 0 1 1 0 1 0 1 1 0 1 0 1 1 0 0 0 1 1 0 0 0 0 1 0 1 0 1 1 0 1 0 CtS 3 3 3 3 3 3 3 CtD 1 2 2 1 2 2 2 CtI 3 3 3 2 2 2 3 ACD  124 ACD  124 ACD  12 ACD  12 ACD  14 ACD  124 ACD  124 A  123 ABCDE  1234 ABCDE  124 AE  124 ABCD  12 ABCD  12 B  12345 ABCDE  124 ABE  14 CD  1234 CD  1234 A  124 A  123 A  1234 A  124 A  124 B  12 B  23 B  12345 B  124 B  C  14 1234 ABCDE  124 C  23 C  1234 C  124 ABCDE  12 C  12 ABCDE  2345 CD  1234 CD  1234 ABCDE  2345 ABCDE  124 ACDE  2 CDE  234 CDE  234 ABCDE  2345 ABCDE  124 AE  124 D  1234 D  23 D  1234 D  124 D  2 E  234 E  E  E  23 1234 124 E  124
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// Copy constructor: Makes a deep // // copy of the *this queue. // queue:: queue(const queue &q) { nodePtr copyPreviousPtr, copyPtr, origPtr; if (q.head == NULL) tail = head = NULL; else { head = getNode(q.head->item); copyPreviousPtr = head; origPtr = q.head->next; while (origPtr != NULL) { copyPtr = getNode(origPtr->item); copyPreviousPtr->next = copyPtr; copyPreviousPtr = copyPtr; origPtr = origPtr->next; } tail = copyPreviousPtr; } } // Enqueue function; Inserts item // // into the back of the *this queue. // void queue:: enqueue(const elementType &elt) { nodePtr newPtr = getNode(elt); assert (newPtr != NULL); if (head == NULL) head = tail = newPtr; else { tail->next = newPtr; tail = newPtr; } } // Dequeue function; Removes item // from the front of the *this queue // (assuming such an item exists). elementType queue:: dequeue() { elementType elt; nodePtr oldHead; // isEmpty function; Determines // // if the *this queue is empty. // bool queue:: isEmpty() { return (head == NULL); } } CS 240 // // // assert(head != NULL); oldHead = head; elt = head->item; head = head->next; if (head == NULL) tail = NULL; delete oldHead; return elt; 7
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// Copy constructor: Makes a deep // // copy of the *this queue. // queue:: queue(const queue &q) { nodePtr copyPreviousPtr, copyPtr, origPtr; if (q.head == NULL) tail = head = NULL; else { head = getNode(q.head->item); copyPreviousPtr = head; origPtr = q.head->next; while (origPtr != NULL) { copyPtr = getNode(origPtr->item); copyPreviousPtr->next = copyPtr; copyPreviousPtr = copyPtr; origPtr = origPtr->next; } tail = copyPreviousPtr; } } // Enqueue function; Inserts item // // into the back of the *this queue. // void queue:: enqueue(const elementType &elt) { nodePtr newPtr = getNode(elt); assert (newPtr != NULL); if (head == NULL) head = tail = newPtr; else { tail->next = newPtr; tail = newPtr; } } // Dequeue function; Removes item // // from the front of the *this queue // // (assuming such an item exists). // elementType queue:: dequeue() { elementType elt; nodePtr oldHead; // isEmpty function; Determines // // if the *this queue is empty. // bool queue:: isEmpty() { return (head == NULL); } assert(head != NULL); oldHead = head; elt = head->item; head = head->next; if (head == NULL) tail = NULL; delete oldHead; return elt; } CS 240 Chapter 7 - Queues Page 6
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75 khz ADCP (N/S) Geostrophic Vel CTD45-55 0 100 0.3 100 0.2 200 200 0.1 300 300 Depth (m) Depth (dB) 0 400 400 -0.1 -0.2 500 500 -0.3 600 600 -0.4 700 -0.5 700 -122.45 -122.4 -122.35 -122.3 -122.25 -122.2 -122.15 -122.1 Long(deg) 800 -122.4 -122.35 -122.3 -122.25 -122.2 -122.15 -122.1 -122.05 -122 Longitude (deg) SW LIB Routine
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75 khz ADCP (N/S) Geostrophic Vel CTD45-55 0 100 0.4 100 200 300 300 Depth (dB) Depth (m) 200 400 0.3 0.2 0.1 400 0 500 500 -0.1 600 600 -0.2 700 -0.3 700 -122.45 -122.4 -122.35 -122.3 -122.25 -122.2 -122.15 -122.1 Long(deg) 800 -122.4 -122.35 -122.3 -122.25 -122.2 -122.15 -122.1 -122.05 -122 Longitude (deg) Rago Method
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75 khz ADCP (N/S) Geostrophic Vel CTD45-55 0 100 100 200 0.4 200 0.3 300 Depth (dB) 300 Depth 400 (m) 0.2 400 0.1 500 500 600 0 600 700 -0.1 700 -122.45 -122.4 -122.35 -122.3 -122.25 -122.2 -122.15 -122.1 800 -122.4 -122.35 -122.3 -122.25 -122.2 -122.15 -122.1 -122.05 -122 Longitude (deg) Long(deg) Reid & Mantyla
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75 khz ADCP (N/S) Geostrophic Vel(800 dB=0) (m/s) 0 0.45 100 100 0.4 200 0.35 200 0.3 300 300 Depth (m) Depth (dB) 0.25 400 0.2 400 0.15 500 0.1 500 600 0.05 600 0 700 -0.05 700 -122.45 -122.4 -122.35 -122.3 -122.25 -122.2 -122.15 -122.1 -122.05 Long(deg) 800 -122.4 -122.35 -122.3 -122.25 -122.2 -122.15 -122.1 -122.05 Longitude (deg) SW LIB Routine
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75 khz ADCP (N/S) Geostrophic Vel(800 dB=0) (m/s) 0 100 100 0.4 200 200 0.3 300 300 0.2 400 0.1 Depth (dB) Depth (m) 400 500 0 500 600 -0.1 600 700 -0.2 700 -122.45 -122.4 -122.35 -122.3 -122.25 -122.2 -122.15 -122.1 -122.05 Long(deg) 800 -122.4 -122.35 -122.3 -122.25 -122.2 -122.15 -122.1 -122.05 Longitude (deg) Rago Method
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75 khz ACDP (N/S) Geostrophic Vel(800 dB=0) (m/s) 0 100 0.4 200 200 0.3 300 300 0.2 400 0.1 Depth (dB) 100 Depth 400 (m) 500 0 500 600 -0.1 600 700 -0.2 700 -122.45 -122.4 -122.35 -122.3 -122.25 -122.2 -122.15 -122.1 -122.05 Long. (Deg) 800 -122.4 -122.35 -122.3 -122.25 -122.2 -122.15 -122.1 -122.05 Longitude (deg) Reid & Mantyla
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Base CliqueTrees for 3PART HyperGraph, 3PHG2 aoa oaa A  1 0 0 0 0 A A A    1 1 1 1 1 0 1 1 0 1 1 0 1 1 1 B B B    1 1 0 1 1 1 1 1 0 1 1 0 0 0 0 B  1 1 1 1 1 B  1 1 0 0 1 C  0 0 1 1 0 C C C C     0 1 1 1 0 1 1 0 1 1 1 1 1 1 1 0 0 1 1 1 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 A  1 0 1 1 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 1 1 0 1 0 1 1 1 0 0 1 1 1 1 0 1 1 0 1 0 1 1 0 1 0 1 1 0 0 0 0 1 1 0 0 1 1 1 1 1 1 1 0 1 0 1 0 0 1 0 1 1 1 1 0 0 1 1 0 0 1 1 1 1 0 1 1 0 1 0 1 1 0 0 0 1 1 1 1 0 0 1 1 0 0 1 1 1 1 0 1 1 0 1 0 0 1 0 0 0 0 1 1 1 0 0 1 1 0 0 1 1 1 1 0 1 1 0 1 0 1 1 0 1 0 1 1 0 1 0 1 1 1 0 0 1 1 1 1 0 1 1 0 1 0 1 1 0 1 0 1 1 0 0 0 1 1 0 0 0 1 1 1 1 1 1 1 0 1 0 1 0 0 1 0 1 1 1 1 0 1 1 1 1 0 0 1 1 1 1 1 1 0 1 0 Stock-Day-Investor BaseCliqueTrees (leaves Inv) D D D    D D D D E E E E E D D E E E E E A A A A AB B B B B C C C C C D                                 0 0 1 1 0 0 0 1 1 0 1 1 1 1 1 1 1 1 1 1 1 0 1 1 1 0 0 1 1 1 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 1 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 1 0 1 1 1 0 1 1 0 0 1 1 1 1 1 1 0 1 1 1 1 0 1 1 1 1 0 1 1 0 0 1 1 0 0 1 1 1 1 1 0 0 1 1 0 0 0 1 1 1 1 0 1 0 0 1 1 1 0 0 1 0 1 0 0 1 0 1 1 1 1 0 1 1 1 1 0 1 0 0 1 1 1 0 0 1 0 1 0 0 1 0 1 1 0 1 1 1 1 1 1 0 1 0 0 1 1 1 0 0 0 0 1 0 0 0 0 1 1 1 0 0 1 1 1 1 1 0 0 0 1 1 1 1 0 1 1 1 1 0 0 1 1 1 1 1 1 0 1 0 0 1 0 0 0 0 1 1 1 0 0 1 1 1 0 0 1 1 1 1 1 1 0 1 0 1 1 0 1 0 1 1 0 1 0 1 1 1 0 0 1 1 1 1 0 1 1 0 1 0 1 1 0 1 0 1 1 0 0 0 0 1 1 0 0 1 1 1 1 1 1 1 0 1 0 1 0 0 1 0 1 1 1 1 0 0 1 1 0 0 1 1 1 1 0 1 1 0 1 0 1 1 0 0 0 1 1 1 1 0 0 1 1 0 0 1 1 1 1 0 1 1 0 1 0 0 1 0 0 0 0 1 1 1 0 0 1 1 0 0 1 1 1 1 0 1 1 0 1 0 1 1 0 1 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 3 1 5 5 2 4 4 1 5 3 2 2 5 5 3 2 2 5 5 4 3 3 5 5 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 4 2 5 4 4 3 2 5 2 3 2 3 2 4 4 2 3 2 3 5 2 3 1 3 3 3 3 4 3 3 2 2 5 3 2 4 2 4 3 2 4 2 4 3 1 3 2 4 3 3 3 3 4 3 3 2 2 5 3 2 4 4 4 3 2 4 4 4 3 1 3 3 4 3 3 3 3 4 3 3 2 2 5 3 2 4 2 4 3 2 4 2 4 3 1 3 2 4 3 3 {12345}=Investors recommending Stocks={ABCDE} on Days={,,,,}, 74 recommendations Stock-Investor-Day BaseCliqueTrees (leaves Days) A B C D E 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1      1 1 1 1 1 1 1 1 1 1 0 1 1 0 0 1 0 1 1 1 1 0 1 1 1 1 1 1 1 0 0 1 1 0 0 0 0 1 1 0 0 0 1 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 1 0 1 1 0 1 0 1 1 0 1 1 1 1 1 1 1 1 0 0 1 0 1 1 0 0 0 1 1 1 1 1 1 1 1 1 1 1 0 0 1 0 1 1 1 1 2 3 4 5 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 CtS 1 1 1 1 CtD 5 5 2 4 CtI 1 1 1 1 1 1 1 1 1 1 1 1 1 4 4 2 2 1 5 5 3 3 1 1 1 1 1 1 1 1 1 1 1 1 1 3 5 3 3 1 1 1 1 1 1 1 1 3 5 3 4 1 1 1 1 ACD  124 A  123 ABCDE  1234 Investor-Day-Stock BaseCliqueTrees (leaves Stocks) ABCDE  124 AE  124 A  124 A  123 A  1234 A  124 A  124 B  12 A B C D E 1 1 1 1 0 1 1 1 1 1 0 0 1 1 1 1 0 1 1 1 1 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 1 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 1 1 0 1 1 1 1 1 0 0 1      1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 1 2 3 4 5 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 1 0 0 0 0 0 1 0 0 0 0 0 0 1 0 1 0 0 0 0 0 1 0 0 0 0 0 0 1 0 ABCDE  124 C  23 C  1234 C  124 ABCDE  12 C  12 5 5 1 1 1 1 5 1 1 4 4 1 1 1 1 3 1 1 ABCDE  2345 CtS 4 5 3 4 CtD 1 1 1 1 CtI 1 1 1 1 1 5 5 1 1 1 1 1 1 5 5 5 5 1 1 1 1 1 1 1 1 1 1 1 ACDE  12 ACDE  12 B  12345 ABCDE  124 ABE  14 CD  1234 CD  1234 ABCDE  2345 CD  1234 CD  1234 ABCDE  124 ACDE  2 CDE  234 CDE  234 ABCDE  2345 ABCDE  124 AE  124 B  23 B  12345 B  124 B  C  D  14 1234 1234 D  23 D  1234 D  124 D  2 E  234 E  E  E  23 1234 124 E  124
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Tuesday Thursday Saturday Friday Sunday Thursday Sunday Sunday Saturday Monday Wednesday Monday Wednesday Friday Monday Saturday Wednesday Tuesday Monday Monday Wednesday Monday Monday Thursday Friday 113 113 Saturday Friday Friday Tuesday Monday Sunday Sunday Friday Saturday Saturday Sunday Monday Tuesday Monday Saturday Saturday Tuesday Sunday Wednesday Monday Sunday Thursday Monday Thursday Tuesday 1336 0718 0803 0111 1138 0118 1317 1916 1032 0632 1458 1957 2131 0237 1308 1536 1516 1715 0150 0823 1717 0549 0340 0759 1532 Saturday Sunday Wednesday Tuesday Thursday Wednesday Sunday Thursday Sunday Tuesday Thursday Thursday Thursday Saturday Sunday Tuesday Thursday Sunday Tuesday Thursday Saturday Friday Thursday Saturday Tuesday 1021 1039 0705 1016 0806 0823 1427 2256 1734 1316 0645 0737 0321 0503 1118 1300 2010 2301 0431 0210 1928 0628 1606 1711 2119 Monday Thursday Sunday Tuesday Saturday Wednesday Sunday Saturday Monday Wednesday Sunday Tuesday Wednesday Friday Saturday Monday Wednesday Wednesday Sunday Tuesday Saturday Friday Friday Friday Thursday 1342 0601 1053 0945 0305 0704 1110 0541 0520 0636 1406 1612 0700 1501 0633 0330 0943 1129 0436 1731 1500 1325 1631 1311 1850 0116 1331 1125 0010 0439 2128 1342 2109 2144 1709 0741 0157 1744 1025 0212 1719 2303 1708 2047 1326 1839 2056 1443 0907 16 17 0634 16 17 1 1 2 2 3 3 4 4 5 5 6 6 7 7 8 8 9 9 10 10 11 11 ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- SUNDAY: SUNDAY: 112 112 139 139 121 121 127 127 126 126 105 105 104 104 119 119 116 116 124 124 113 113 132 132 119 119 118 118 116 116 105 105 123 123 118 118 131 131 131 131 105 105 102 102 129 129 109 109 134 134 116 116 124 124 116 116 116 116 111 111 118 118 111 111 132 132 134 134 113 113 128 128 108 108 141 141 119 119 108 108 122 122 115 115 106 106 126 126 118 118 138 138 134 134 117 117 121 121 91 91 123 123 118 118 125 125 104 104 142 142 130 130 130 130 101 101 118 118 126 126 127 127 111 111 124 124 111 111 121 121 116 116 135 135 134 134 110 110 90 90 129 129 138 138 117 117 127 127 116 116 105 105 114 114 126 126 126 126 145 145 110 110 106 106 128 128 116 116 113 113 114 114 119 119 120 120 110 110 111 111 138 138 138 138 MONDAY: MONDAY: 110 110 TUESDAY: TUESDAY: 102 102 WEDNESDAY: WEDNESDAY: 136 136 THURSDAY: THURSDAY: 132 132 FRIDAY: FRIDAY: 127 127 SATURDAY: SATURDAY: 107 107 CHAPTER 8 – Multidimensional Arrays 12 12 Saturday Monday Tuesday Thursday Monday Friday Monday Saturday Saturday Saturday Wednesday Saturday Sunday Friday Saturday Saturday Tuesday Sunday Saturday Tuesday Thursday Thursday Wednesday Thursday 13 14 15 13Tuesday 14 15 0 0 23 23 ----- 2100 1116 0159 1339 1602 0156 0446 1816 0829 1414 0414 0310 2001 1201 1008 1830 1911 1921 2055 2354 1640 2359 0603 0801 1557 Friday 1905 Friday 0404 Thursday 2038 Wednesday 0419 Tuesday 1325 Monday 0537 Tuesday 1708 Monday 1503 Monday 2200 Wednesday 2126 Tuesday 2221 Thursday 2048 Monday 1910 Wednesday 0032 Monday 0823 Thursday 2305 Sunday 2216 Saturday 2029 Friday 0800 Monday 0841 Tuesday 0834 Monday 0407 20 21 22 20 21 22 Monday 0439 Tuesday 0737 ----- ----- ----Wednesday 1902 18 18 19 19 ----- ----- ----- 117 117 124 124 117 117 108 108 140 140 112 112 113 113 124 124 127 127 133 133 111 111 126 126 128 128 123 123 105 105 127 127 117 117 117 117 125 125 90 90 103 103 130 130 108 108 97 97 137 137 120 120 120 120 128 128 121 121 124 124 125 125 117 117 111 111 114 114 113 113 120 120 143 143 100 100 127 127 109 109 126 126 108 108 118 118 126 126 107 107 110 110 120 120 117 117 125 125 127 127 133 133 121 121 118 118 130 130 105 105 113 113 108 108 105 105 122 122 130 130 101 101 126 126 108 108 133 133 111 111 133 133 133 133 93 93 92 92 8
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1401 1402 1403 1404 1405 1406 1407 1408 1409 1410 1411 1412 1413 1414 1415 1416 1417 1418 1419 1420 1421 1422 1423 1424 1425 1426 1427 1428 1429 1430 1431 1432 1433 1434 1435 1436 1437 1438 1439 1440 1441 1442 1443 1444 1445 1446 1447 1448 1449 1450 1451 1452 1453 1454 1455 1456 1457 1458 1459 1460 1461 1462 1463 1464 1465 1466 1467 1468 1469 1470 1471 1472 1473 1474 1475 1476 1477 1478 1479 1480 1481 1482 1483 1484 1485 1486 1487 1488 1489 1490 1491 1492 1493 1494 1495 1496 1497 1498 1499 1500 170 170 171 171 171 171 171 172 172 172 172 172 172 173 173 173 173 173 173 173 173 173 173 173 173 173 173 173 173 173 173 174 174 174 174 174 174 174 174 174 174 174 175 175 175 175 175 175 175 175 175 175 175 176 176 176 176 176 176 176 176 176 176 176 177 177 177 177 177 177 177 177 177 177 177 178 178 178 178 178 178 178 178 179 179 179 179 179 179 179 179 179 179 179 179 180 180 180 180 180 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 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0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 1501 1502 1503 1504 1505 1506 1507 1508 1509 1510 1511 1512 1513 1514 1515 1516 1517 1518 1519 1520 1521 1522 1523 1524 1525 1526 1527 1528 1529 1530 1531 1532 1533 1534 1535 1536 1537 1538 1539 1540 1541 1542 1543 1544 1545 1546 1547 1548 1549 1550 1551 1552 1553 1554 1555 1556 1557 1558 1559 1560 1561 1562 1563 1564 1565 1566 1567 1568 1569 1570 1571 1572 1573 1574 1575 1576 1577 1578 1579 1580 1581 1582 1583 1584 1585 1586 1587 1588 1589 1590 1591 1592 1593 1594 1595 1596 1597 1598 1599 1600 180 180 181 181 181 181 181 182 182 182 182 182 182 182 183 183 183 183 183 183 183 183 183 184 184 184 184 184 184 184 184 184 185 185 185 185 185 186 186 186 186 186 186 186 186 187 187 187 187 187 188 188 188 188 188 188 189 189 189 189 189 190 190 190 190 191 191 191 191 191 191 191 191 191 192 192 192 192 193 193 193 193 194 194 195 195 195 195 195 195 195 196 196 196 196 196 197 197 197 197 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 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0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0 0 0 0 1 1 1 1 1 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 1 1 1 1 0 0 1 1 1 1 1 1 1 0 0 0 0 0 1 1 1 1 1601 1602 1603 1604 1605 1606 1607 1608 1609 1610 1611 1612 1613 1614 1615 1616 1617 1618 1619 1620 1621 1622 1623 1624 1625 1626 1627 1628 1629 1630 1631 1632 1633 1634 1635 1636 1637 1638 1639 1640 1641 1642 1643 1644 1645 1646 1647 1648 1649 1650 1651 1652 1653 1654 1655 1656 1657 1658 1659 1660 1661 1662 1663 1664 1665 1666 1667 1668 1669 1670 1671 1672 1673 1674 1675 1676 1677 1678 1679 1680 1681 1682 1683 1684 1685 1686 1687 1688 1689 1690 1691 197 197 198 198 198 198 198 199 199 200 200 200 201 201 201 202 202 203 203 203 203 203 204 204 205 205 205 206 207 207 207 207 208 208 208 209 209 210 211 212 213 213 213 213 215 215 215 215 215 215 217 217 218 219 219 220 221 222 222 223 223 224 224 226 227 229 229 230 230 231 232 234 234 236 236 237 238 247 254 265 265 268 269 270 295 346 415 426 435 777 780 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 1 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 1 1 0 1 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 1 1 1 1 1 1 0 1 1 1 0 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 1 1 1 1 1 1 0 0 0 0 1 1 1 1 1 0 0 0 1 1 1 1 1 1 0 0 1 1 1 1 0 1 0 0 0 1 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 1 1 1 1 1 0 0 0 0 0 1 1 0 0 0 0 0 1 1 1 1 1 1 0 0 1 1 1 0 0 1 1 1 1 0 0 1 1 0 0 1 1 1 0 1 1 0 0 0 1 1 1 0 0 0 0 1 1 1 1 1 1 0 0 1 1 0 0 0 0 0 1 1 0 0 0 1 1 1 0 0 1 1 1 1 1 0 0 1 1 1 0 1 1 1 1 0 0 0 1 1 0 1 0 1 1 1 1 1 1 1 1 1 1 1 1 0 1 1 0 1 0 0 1 1 0 0 0 1 1 1 0 0 1 0 0 0 0 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 1 0 s20_gt50 - perfect classification of "high yield" also (which was defined as > 170 bpa). s20gt50 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 1 0 0 0 0 1 1 1 1 0 0 0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 0 0 0 1 0 0 0 0 1 0 0 1 1 0 0 1 1 1 0 0 1 1 1 0 0 0 0 1 1 1 0 0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 1 1 1 1 1 1 0 0 0 1 1 1 0 1 1 0 0 1 0 0 0 0 1 0 1 0 1 0 1 1 0 1 0 0 1 0 0 1 1 0 1 1 0 0 1 1 0 0 0 1 1 0 0 0 0 1 1 1 0 0 0 1 1 1 1 0 0 0 1 1 1 1 0 0 0 0 1 1 1 0 0 0 0 1 1 0 0 0 1 1 1 0 0 1 0 0 1 0 0 1 1 1 1 0 0 1 0 0 0 0 1 1 0 0 0 1 1 0 1 0 0 1 0 1 1 0 1 0 1 0 1 0 1 0 0 1 0 0 1 1 0 1 1 0 0 1 0 0 1 1 0 1 1 0 0 1 1 0 0 1 1 0 0 1 0 0 0 1 0 1 0 0 1 0 0 1 0 1 1 0 0 1 0 1 0 1 1 1 0 1 0 0 0 0 1 0 1 0 1 0 0 0 0 1 1 0 0 1 1 0 0 0 0 0 1 0 1 1 0 1 0 0 1 0 1 0 0 1 0 1 0 0 1 0 1 0 0 1 0 1 0 1 0 1 0 1 0 1 0 0 0 1 1 0 1 0 1 0 1 1 1 1 1 1 0 0 1 1 0 1 1 0 1 0 33 42 48 52 56 61 66 71 72 77 76 82 86 88 91 93 96 98 101 103 106 108 110 112 114 117 118 121 123 120 125 126 128 129 130 131 132 134 135 136 137 138 140 141 142 143 144 146 147 148 149 150 151 152 153 154 155 156 157 158 160 160 161 163 164 167 168 169 170 173 173 175 177 179 183 184 184 191 193 202 205 215 230 271 s3_s20_gt50 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 0 0 1 0 0 1 1 0 0 1 1 1 0 0 0 0 0 1 1 1 1 0 0 0 0 1 1 0 0 0 0 1 0 1 0 1 0 1 1 0 0 1 1 1 0 0 1 1 0 0 1 1 0 1 1 0 0 1 1 0 0 1 1 0 0 1 0 1 0 1 1 0 1 0 1 0 0 0 1 0 0 0 0 0 1 0 1 0 1 1 0 1 0 0 1 0 0 1 1 1 0 0 0 0 0 0 1 0 1 0 0 1 0 0 1 1 0 0 1 0 0 0 1 0 0 0 1 0 1 0 1 1 1 1 0 1 32 48 71 76 82 89 103 110 112 123 124 128 134 137 140 142 146 151 152 157 160 161 169 173 179 184 203
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The New Stack – Process Is the Next Platform Client Punch Card or Terminal Custom (10’s of users) Application Data Management Applicatio n OS and Databas e Mainframe 4 Request Form Request Form Request Form Request Form Request Form Request Form Request Form Request Form Request Form Request Form Request Form Request Form Request Form Request Form Request Form Request Form Request Form Request Form Request Form Request Form Request Form Request Form Request Form Request Form Any Device (Millions of users) PC or Internet (1000’s of users) Composites Applicatio n Applicatio n Applicatio n OS OS OS DB OS Client Server OS OSApplicatio ns OS OS DB OS DB OS DB OS OS SOA Magal and Word ! Essentials of Business Processes and Information Systems | © 2009 Composites OS OSApplicatio ns OS OS DB OS DB OS DB OS OS
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Array Implementation of Queue // Class declaration file: Queue.h // Array implementation of the queue ADT. #ifndef QUEUE_H typedef int elementType; const MAX_QUEUE_SIZE = 200; class queue { public: // Class constructors queue(); queue(const queue &q); // Member functions bool isEmpty(); void enqueue(const elementType &item); elementType dequeue(); protected: // Data members int front, rear, length; elementType list[MAX_QUEUE_SIZE]; // Member function bool isFull(); }; #define QUEUE_H #endif CS 240 // Class // Array #include #include implementation file: queue.cpp implementation of the queue ADT. "Queue.h" // Default constructor: Make empty queue // queue:: queue() { front = 0; rear = MAX_QUEUE_SIZE – 1; length = 0; } // Copy constructor: Make copy of queue. // queue:: queue(const queue &q) { int index; front = q.front; rear = q.rear; length = q.length; for (int i = 0; i < length; i++) { index = (i + q.front) % MAX_QUEUE_SIZE; list[index] = q.list[index]; } } 4
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Array Implementation of Queue // Class declaration file: queue.h // Array implementation of the queue ADT. #ifndef QUEUE_H #include using namespace std; // Class implementation file: queue.cpp // Array implementation of the queue ADT. #include "queue.h" #include using namespace std; typedef int elementType; const MAX_QUEUE_SIZE = 200; class queue { public: // Class constructors queue(); queue(const queue &q); // Member functions bool isEmpty(); void enqueue(const elementType &item); elementType dequeue(); // Default constructor: Make empty queue // queue:: queue() { front = 0; rear = MAX_QUEUE_SIZE – 1; length = 0; } protected: // Data members int front, rear, length; elementType list[MAX_QUEUE_SIZE]; // Member function bool isFull(); }; #define QUEUE_H #endif CS 240 // Copy constructor: Make copy of queue. // queue:: queue(const queue &q) { int index; front = q.front; rear = q.rear; length = q.length; for (int i = 0; i < length; i++) { index = (i + q.front) % MAX_QUEUE_SIZE; list[index] = q.list[index]; } } Chapter 7 - Queues Page 3
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C:\UMBC\331\java> java.ext.dirs=C:\JDK1.2\JRE\lib\ext java.io.tmpdir=C:\WINDOWS\TEMP\ os.name=Windows 95 java.vendor=Sun Microsystems Inc. java.awt.printerjob=sun.awt.windows.WPrinterJob java.library.path=C:\JDK1.2\BIN;.;C:\WINDOWS\SYSTEM;C:\... java.vm.specification.vendor=Sun Microsystems Inc. sun.io.unicode.encoding=UnicodeLittle file.encoding=Cp1252 java.specification.vendor=Sun Microsystems Inc. user.language=en user.name=nicholas java.vendor.url.bug=http://java.sun.com/cgi-bin/bugreport... java.vm.name=Classic VM java.class.version=46.0 java.vm.specification.name=Java Virtual Machine Specification sun.boot.library.path=C:\JDK1.2\JRE\bin os.version=4.10 java.vm.version=1.2 java.vm.info=build JDK-1.2-V, native threads, symcjit java.compiler=symcjit path.separator=; file.separator=\ user.dir=C:\UMBC\331\java sun.boot.class.path=C:\JDK1.2\JRE\lib\rt.jar;C:\JDK1.2\JR... user.name=nicholas user.home=C:\WINDOWS C:\UMBC\331\java>java envSnoop -- listing properties -java.specification.name=Java Platform API Specification awt.toolkit=sun.awt.windows.WToolkit java.version=1.2 java.awt.graphicsenv=sun.awt.Win32GraphicsEnvironment user.timezone=America/New_York java.specification.version=1.2 java.vm.vendor=Sun Microsystems Inc. user.home=C:\WINDOWS java.vm.specification.version=1.0 os.arch=x86 java.awt.fonts= java.vendor.url=http://java.sun.com/ user.region=US file.encoding.pkg=sun.io java.home=C:\JDK1.2\JRE java.class.path=C:\Program Files\PhotoDeluxe 2.0\Adob... line.separator=
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Linked List Implementation of Queue // Class declaration file: Queue.h // Linked List implementation of queue ADT. #ifndef QUEUE_H #include "LinkedList.h" class queue: protected LinkedList { public: // Class constructors queue(); queue(const queue &q); // Member functions bool isEmpty(); void enqueue(const elementType &item); elementType dequeue(); protected: // Data members nodePtr tail; }; #define QUEUE_H #endif CS 240 // Class implementation file: Queue.cpp // Linked List implementation of the queue ADT. #include "Queue.h" #include // Default constructor: Makes an empty queue // queue:: queue(): LinkedList() { tail = NULL; } The queue class “inherits” from the LinkedList class, so all LinkedList members are accessible to any queue. With its “protected” access specifier, the public and protected members of LinkedList are considered protected in the queue class. Let’s assume that the getNode and head members in LinkedList were declared protected, not private! Let’s also assume that the elementType typedef occurred in the LinkedList definition! 6
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Linked List Implementation of Queue // Class declaration file: Queue.h // Linked List implementation of queue ADT. #ifndef QUEUE_H #include "LinkedList.h" #include using namespace std; class queue: protected LinkedList { public: // Class constructors queue(); queue(const queue &q); // Class implementation file: Queue.cpp // Linked List implementation of the queue ADT. #include "queue.h" #include #include using namespace std; // Default constructor: Makes an empty queue // queue:: queue(): LinkedList() { tail = NULL; } The Thequeue queueclass class“inherits” “inherits” from the LinkedList from the LinkedListclass, class,so so all LinkedList members are // Member functions all LinkedList members are accessible bool isEmpty(); accessibleto toany anyqueue. queue. void enqueue(const elementType &item); With Withits its“protected” “protected”access access elementType dequeue(); specifier, the public specifier, the publicand and protected members protected membersof of protected: LinkedList are considered // Data members LinkedList are considered protected nodePtr tail; protectedin inthe thequeue queue }; class. class. Let’sassume assumethat thatthe thegetNode getNodeand andhead head Let’s #define QUEUE_H membersin inLinkedList LinkedListwere weredeclared declaredprotected, protected, #endif members notprivate! private! not Let’salso alsoassume assumethat thatthe theelementType elementTypetypedef typedef Let’s occurredin inthe theLinkedList LinkedListdefinition! definition! occurred CS 240 Chapter 7 - Queues Page 5
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1 1 1 0 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 1 1 1 1 1 1 0 0 0 0 1 1 1 1 1 0 0 0 1 1 1 1 1 1 0 0 1 1 1 1 0 1 0 0 0 1 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 1 1 1 1 1 0 0 0 0 0 1 1 0 0 0 0 0 1 1 1 1 1 1 0 0 1 1 1 0 0 1 1 1 1 0 0 1 1 0 0 1 1 1 0 1 1 0 0 0 1 1 1 0 0 0 0 1 1 1 1 1 1 0 0 1 1 0 0 0 0 0 1 1 0 0 0 1 1 1 0 0 1 1 1 1 1 0 0 1 1 1 0 1 1 1 1 0 0 0 1 1 0 1 0 1 1 1 1 1 1 1 1 1 1 1 1 0 1 1 0 1 0 0 1 1 0 0 0 1 1 1 0 0 1 0 0 0 0 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 1 0 The pTrees for the 1691 pixel crop yield data (in value asc order). [Line_numbers, values, pTrees]
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