Exercícios Práticos
Enviar os exercícios para o e-mail da disciplina.
E-Mail da Disciplina:
biologia.inteligente.10@gmail.com
Colocar no Assunto do e-mail o Nome Completo e Número do Exercício
Exercícios Obrigatórios - Com isto e Seminário Nota Final >= 8
Exercício 1 Pratico:
Invente um exemplo (se inventar, envie uma copia para gasarrie@usp,br) para aplicar ML Supervisionado para Classificação ou troque os sinais de interrogação pelos últimos dígitos do seu numero USP no arquivo dos ratos que transmitem Hantavirus. Rode uma rede neural com 1-2-3 camadas de neurônios:
@RELATION Hantav
@ATTRIBUTE MasaCorp REAL
@ATTRIBUTE CompCaud REAL
@ATTRIBUTE OuviExt REAL
@ATTRIBUTE PataPost REAL
@ATTRIBUTE PataAnte REAL
@ATTRIBUTE CorpCabe REAL
@ATTRIBUTE Class {0,1}
@DATA
10?.?,91.7,13.1?,??,19.4,14?,0
107.3,90.79,12.97,24.3,19,141.7,0
107.4,90.79,12.97,26.1,19.2,142.2,0
107.4,90.79,12.96,22.5,20.8,142,0
107.5,90.72,12.97,31.2,15.4,141.8,0
107.85,91.56,13.05,27,20.2,141.4,0
107.75,90.65,12.97,23.7,19.2,141.6,0
107.25,90.72,12.92,21.6,21.4,141.7,0
107.45,90.58,12.97,24.6,22,141.9,0
107.6,91.28,13.03,27.6,20,140.7,0
107.65,91.28,13.03,23.7,23.4,141.8,0
107.55,90.65,12.96,23.1,21,142.2,0
107.6,91.56,12.96,23.7,21.6,141.4,0
107.35,90.79,12.97,23.1,21.8,141.7,0
107.55,90.93,12.97,23.1,21.6,141.8,0
107.25,90.86,12.98,27.9,17,141.6,0
107.3,90.93,13.01,24.6,19.6,141.7,0
107.5,90.93,12.97,27,18,141.9,0
107.6,90.72,12.96,22.2,23,141.5,0
107.35,91.14,12.99,25.8,20,141.9,0
107.5,90.93,12.93,25.2,20,141.4,0
107.8,91.35,13,24.3,20.6,141.6,0
107.65,91.42,13,25.2,21.6,141.5,0
107.85,91.14,13,26.1,20,141.6,0
107.55,90.79,12.99,22.2,21.6,141.1,0
107.65,91.28,13.04,24,22,142.3,0
107.75,91.14,13.01,26.7,19.6,142.4,0
107.55,91.21,13.03,29.4,19,141.9,0
107.55,91,13,22.2,21,141.8,0
107.4,90.79,12.93,24.9,18,142,0
107.6,91.07,12.98,23.7,21.4,141.8,0
107.4,90.79,12.97,25.8,18.2,142.3,0
107.5,91,12.96,23.1,21,140.7,0
107.8,91.28,13.01,25.2,20.6,141,0
107.95,91.28,13,26.7,21.2,141.4,0
107.3,91.14,13.02,28.2,19.4,141.8,0
107.75,91.21,13,25.2,19.4,141.8,0
107.65,90.93,12.94,23.7,20,142,0
107.65,91.21,13.01,25.5,18.6,142.1,0
106.95,91.21,12.9,24.3,19.4,141.3,0
107.2,90.86,12.92,26.7,18.8,142.3,0
107.4,91.07,12.96,26.4,19.8,140.9,0
107.45,90.72,12.94,27.9,18,141.7,0
107.45,91.28,12.97,27,19.6,140.9,0
107.4,90.58,12.91,24.6,20.4,141,0
107.15,90.65,12.94,24.9,20.4,141.8,0
107.4,90.93,12.97,24.9,20.4,141.5,0
107.4,90.93,12.97,21.9,21.8,142,0
107.3,90.79,12.98,23.7,20.6,141.1,0
107.25,90.3,12.96,23.4,19.6,142,0
107.3,90.86,12.94,21.6,20,141.3,0
107.65,91.42,13,28.5,19.4,141.1,0
107.25,91.07,13,23.4,21.8,140.9,0
107.7,91.14,13.02,22.8,21.8,141.6,0
107.25,90.58,12.95,23.7,20,141.4,0
107.6,90.79,12.94,27.6,18.8,142,0
107.85,91,12.94,27.6,20.8,141.2,0
107.5,90.72,12.94,26.4,18,141.1,0
107.55,91.07,12.99,23.7,22,141.3,0
107.55,91,12.98,24.6,20.6,141.4,0
107.55,90.72,12.93,24.9,19.8,141.6,0
107.65,90.79,12.94,22.5,21,141.5,0
107.7,90.86,12.94,24,21.2,141.5,0
107.25,91,12.95,24,21.6,141.4,0
107.5,91,12.98,25.8,21.2,141.5,0
107.6,91.42,13,26.4,21.2,140.8,0
107.3,90.65,12.92,23.1,20.6,141.3,0
107.4,90.79,12.93,27.3,19,141.5,0
107.55,90.72,12.98,25.8,19.6,141.8,0
107.45,91.14,13.02,24,22.4,139.6,0
106.9,90.86,12.95,25.2,22.2,140.9,0
107.6,90.93,12.95,24.6,20.6,141.4,0
107.5,90.72,13.02,26.1,20,141.2,0
107.2,90.93,12.96,22.5,21,141.8,0
107.6,90.93,12.97,21.6,21.2,142.1,0
107.05,90.72,12.93,22.8,21.4,141.7,0
107.45,90.93,13.01,26.4,20,141.2,0
107.3,90.86,12.94,22.2,21.2,141,0
107.6,91.35,12.98,23.7,21.8,140.9,0
107.3,90.93,12.94,23.7,20,141.8,0
107.55,90.79,12.97,25.8,20.6,140.6,0
107.45,90.86,12.96,22.5,20.6,141,0
107.6,90.79,12.91,27,19.4,141.9,0
107.6,91.07,12.99,23.7,21.6,141.3,0
107.7,91.49,13.02,27,22.2,141.2,0
107.55,90.93,12.96,26.7,20.4,141.5,0
107.6,90.93,12.97,26.1,19,141.6,0
107.5,90.72,12.92,25.2,20.4,142.1,0
107.45,91.21,12.99,22.2,22.4,141.5,0
107.5,90.93,12.97,24,21,142,0
107.35,90.79,12.93,25.8,19.2,141.6,0
107.7,91,12.99,25.5,19.4,141.4,0
107.45,90.58,12.95,24.6,19.8,141.5,0
107.25,90.65,12.93,22.2,21.4,141.5,0
107.35,90.72,12.95,24.9,20,142,0
107.8,90.93,12.99,27,19,141.7,0
107.5,91.28,13.03,27.3,20.4,141.1,0
107.2,90.79,12.95,24,20.6,141.2,0
107.55,91,12.98,27.3,20.4,141.5,0
107.35,91,12.94,23.4,20,141.2,0
107.2,91.07,13.03,29.1,23.4,139.8,1
107.45,91.35,13.02,33,23,139.5,1
107.45,91.21,13.01,26.1,23.4,140.2,1
107.5,91.28,13.06,29.7,21.8,140.3,1
107.35,91.14,13.03,35.4,21.8,139.7,1
107.5,91.14,13.02,31.8,21.4,139.9,1
107.65,91.21,13.01,27.9,24.2,140.2,1
107.4,91.07,13.04,29.4,23,139.9,1
107.5,91.14,12.99,30,23.8,139.4,1
107.6,91.42,13.08,31.2,22.4,140.3,1
107.6,91.28,13.03,24,23,139.2,1
107.55,91.35,13.03,31.8,23,140.1,1
107.7,91.49,13.11,29.1,23.6,140.6,1
107.45,91.28,12.99,34.2,22,139.9,1
107.55,91.21,13,31.8,21.6,139.7,1
107.75,91.28,13,24.6,22.4,139.2,1
107.35,91.42,13.01,35.4,21,139.8,1
107.35,91.28,13.01,36.3,20.8,139.9,1
107.4,91.35,13.02,33,22,140,1
107.2,91.14,12.99,30.3,24,139.2,1
107.4,91.21,13.04,30.3,24.2,139.6,1
107.55,91.42,13.03,36.9,20.4,139.6,1
107.65,91.56,13.11,34.8,21.2,140.2,1
107.55,91.49,13.04,31.5,22.4,139.7,1
107.35,91.35,13.05,29.7,20.6,140.1,1
107.45,91,13.03,30.6,22.8,139.6,1
107.5,91.28,13.04,28.2,23.2,140.2,1
107.75,91.49,13.03,30.6,23.6,140,1
107.55,91.14,13.02,30.3,22.6,140.3,1
107.25,91.14,13.06,29.4,24.2,139.9,1
107.15,91.14,13,32.1,21,139.8,1
107.25,91.14,12.98,36.9,22.4,139.2,1
107.45,91.35,13.02,31.8,23,139.9,1
107.3,91.14,13.04,31.5,23.6,139.7,1
107.1,91,13.02,33,22.4,139.5,1
107.4,91.07,13.01,35.7,22.2,139.5,1
107.3,90.86,13.02,32.1,22.2,139.4,1
107.45,91.49,13.03,27.9,22.4,138.3,1
107.3,91.28,13.04,33.9,21.6,139.8,1
107.25,91.35,13.02,35.4,20.4,139.6,1
107.4,91.14,13.03,30,23.8,139.3,1
107.35,91,12.94,30.6,22,139.2,1
107.3,91.14,13.04,33.6,21.4,139.9,1
107.5,91.35,13.04,31.8,22.2,139.9,1
107.25,90.86,12.98,34.2,20,139.3,1
107.45,91.42,13.04,35.7,21,139.8,1
107.5,91.35,13.04,34.2,21.4,139.9,1
107.65,91.42,13.03,27.9,22.6,138.1,1
107.35,91.14,13.01,32.1,22,139.4,1
107.45,90.93,13,29.7,24.6,139.4,1
107.45,91.21,12.99,35.7,21.2,139.8,1
107.3,90.93,12.97,35.7,20.2,139,1
107.3,90.79,12.93,31.2,22,139.3,1
107.25,91.07,13.01,36.3,20.6,139.4,1
107.25,91.21,13,33,23,139.5,1
107.55,91,13.03,34.8,21,139.7,1
107.1,90.79,12.96,30.9,22.8,139.5,1
107.2,91.07,13,33.9,21.4,139.2,1
107.4,91.28,13.06,37.5,20,139.3,1
107.3,91.42,13.01,24.3,24.2,137.9,1
107.8,91.07,12.97,22.2,24.4,138.4,1
107.45,91.35,13.01,29.7,20.4,138.1,1
107.3,91.07,13,34.5,21.2,139.5,1
107.35,91.07,13.02,34.8,21.8,139.1,1
107.15,91.21,13,34.2,21,139.8,1
107.55,91.21,13.06,30.9,24,139.7,1
108.15,91.49,13.04,30,20.2,138.8,1
107.8,91.28,13.01,28.8,22.4,138.6,1
107.4,90.93,12.98,28.8,24,139.6,1
107.45,91,12.99,34.2,21.8,139.7,1
106.95,91.49,13.05,26.1,23,137.8,1
107.1,91.42,13.04,36,20.4,139.6,1
107.4,91.35,13.03,35.4,21,139.4,1
107.4,90.72,13,31.2,23.2,139.2,1
107.4,91.07,13,34.2,21,139.6,1
107.45,91.28,13.02,35.7,21.4,139,1
107.15,91.07,13.01,34.8,21,139.7,1
107.25,91.28,13,29.7,24,139.6,1
107.4,91.35,13.03,30.6,24.2,139.1,1
107.25,91.14,13.04,24.6,23.6,137.8,1
107.5,91.28,13.01,34.2,21.4,139.1,1
107.4,91.42,13.06,24,22.8,138.7,1
107.5,91.35,13.01,33,22.8,139.3,1
107.3,91.35,13.04,30.3,22.8,139.3,1
107.35,91.14,13.01,32.1,22.2,139.5,1
107.35,91.28,13,34.5,21.4,139.4,1
107.25,91.28,13,24,24.4,138.5,1
107.4,91,12.97,34.2,21.2,139.2,1
107.4,90.93,13.02,28.8,23.8,139.4,1
107.3,91.21,13.02,38.1,18.2,139.2,1
107.55,91.14,12.98,30.6,24,139.4,1
107.7,91.35,13.06,26.4,22,138.6,1
107.35,91.21,13.02,32.4,22.2,139.2,1
107.5,91.35,13.03,28.8,22,138.5,1
107.45,91.21,13.05,34.8,21.2,139.8,1
107.5,91.28,13.03,29.7,24.2,139.6,1
107.55,91.21,12.99,30.9,23,139.7,1
107.4,91.21,13.04,31.8,22.2,140,1
107.35,91.49,13.08,33.6,22.4,139.4,1
107.15,90.93,12.99,30.6,23,139.6,1
Exercício 2 Pratico:
Invente um exemplo (se inventar, envie uma copia para gasarrie@usp,br) para aplicar ML Supervisionado para Predição ou
rode o exemplo da aula gerando uma variável preditora a mais (cada aluno simulará uma variável preditora diferente) essa variável estará no intervalo de 0 a 100 e será denominada Radioatividade do Solo .
Arquivo em Excel
DBO | ICobV | ICArb | Bcont | Dis_Pl | IBD_A |
1,604 | 89 | 60 | 11 | 9 | 90 |
0,385 | 90 | 61 | 10 | 8,9 | 91 |
0,216 | 91 | 62 | 9 | 9,1 | 92 |
0,303 | 90 | 59 | 10 | 8,8 | 89 |
1,961 | 20 | 12 | 81 | 0,2 | 20 |
0,782 | 21 | 14 | 79 | 0,3 | 22 |
0,57 | 22 | 15 | 78 | 0,25 | 23 |
2,187 | 22 | 12 | 77 | 0,2 | 24 |
0,764 | 59 | 35 | 41 | 6 | 60 |
0,273 | 60 | 32 | 40 | 6,5 | 61 |
1,883 | 64 | 33 | 38 | 5,8 | 63 |
0,581 | 62 | 32 | 37 | 5,6 | 62 |
0,18 | 79 | 50 | 21 | 8,2 | 80 |
0,007 | 80 | 49 | 20 | 7,8 | 79 |
2,028 | 80 | 48 | 18 | 8,2 | 81 |
2,431 | 79 | 47 | 21 | 7,7 | 78 |
Arquivo em Weka
@RELATION biodiv_Animal
@ATTRIBUTE dbo REAL
@ATTRIBUTE ICob_V REAL
@ATTRIBUTE ICArb REAL
@ATTRIBUTE BCont REAL
@ATTRIBUTE Dist_Pla REAL
@ATTRIBUTE Ibd_A REAL
@DATA
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