/bayesian-go

Primary LanguageGo

Bayesian Go

Bayesian implementation using Golang

Naive Bayes

In machine learning, naive Bayes classifiers are a family of simple "probabilistic classifiers" based on applying Bayes' theorem with strong (naive) independence assumptions between the features.

How to run

make sure to properly install golang and go path

$ go run app/main.go

prediction is int the TebakanTugas1ML.csv

Alogrithm

First the CSV for Train data are loaded. Each item inputed to Naive Bayes instance. Every are added into each classes if not already there, the class for the item will be added by 1 on its item.

For the prediction algorithn: CSV are loaded, then each item will be predicted by calculating the bayesian value of the item and take the highest probability classes as the prediction. the data then will added into the naive data too.

Prediction

id age workclass education marital-status occupation relationship hours-per-week income
26027 young Private HS-grad Never-married Craft-repair Not-in-family normal <=50K
26314 young Private Bachelors Divorced Exec-managerial Not-in-family normal <=50K
31405 young Private Bachelors Married-civ-spouse Prof-specialty Husband normal >50K
14736 adult Private Some-college Divorced Prof-specialty Not-in-family normal <=50K
27217 young Private HS-grad Married-civ-spouse Exec-managerial Husband many >50K
5951 young Private Bachelors Never-married Prof-specialty Not-in-family normal >50K
30067 young Local-gov Bachelors Never-married Craft-repair Not-in-family normal <=50K
28777 young Self-emp-not-inc Some-college Never-married Craft-repair Not-in-family normal <=50K
15390 adult Private Some-college Married-civ-spouse Craft-repair Husband normal >50K
18042 young Private Some-college Married-civ-spouse Exec-managerial Husband normal >50K
5793 adult Local-gov HS-grad Married-civ-spouse Exec-managerial Husband normal >50K
31274 adult Private HS-grad Married-civ-spouse Craft-repair Husband normal >50K
17068 young Private HS-grad Married-civ-spouse Craft-repair Husband low <=50K
21894 young Private Bachelors Married-civ-spouse Prof-specialty Husband normal >50K
24128 adult Private Bachelors Married-civ-spouse Exec-managerial Husband normal >50K
8550 young Private Bachelors Married-civ-spouse Prof-specialty Husband normal >50K
1181 young Private Bachelors Divorced Exec-managerial Not-in-family normal <=50K
11149 adult Private HS-grad Married-civ-spouse Craft-repair Husband normal >50K
20836 young Private Some-college Never-married Prof-specialty Not-in-family normal <=50K
25766 adult Local-gov Bachelors Married-civ-spouse Prof-specialty Husband normal >50K
139 adult Private Some-college Married-civ-spouse Craft-repair Husband normal >50K
27160 young Private Bachelors Married-civ-spouse Exec-managerial Husband normal >50K
8814 young Private HS-grad Married-civ-spouse Exec-managerial Husband normal >50K
11470 young Private Bachelors Married-civ-spouse Exec-managerial Husband normal >50K
16694 adult Private HS-grad Married-civ-spouse Craft-repair Husband normal >50K
26906 adult Private Bachelors Married-civ-spouse Craft-repair Husband normal >50K
9890 adult Private Some-college Married-civ-spouse Craft-repair Husband normal >50K
9769 adult Private Bachelors Married-civ-spouse Prof-specialty Husband normal >50K
11078 adult Private Bachelors Married-civ-spouse Exec-managerial Husband normal >50K
12924 young Private Bachelors Never-married Craft-repair Not-in-family many <=50K
26020 adult Private HS-grad Never-married Craft-repair Not-in-family normal <=50K
9017 young Private Some-college Divorced Exec-managerial Not-in-family normal <=50K
10243 adult Self-emp-not-inc Some-college Married-civ-spouse Craft-repair Husband normal >50K
10882 young Private HS-grad Married-civ-spouse Craft-repair Husband normal >50K
19535 young Self-emp-not-inc HS-grad Never-married Craft-repair Not-in-family normal <=50K
4565 adult Private Bachelors Married-civ-spouse Craft-repair Husband normal >50K
29102 young Private Some-college Never-married Exec-managerial Not-in-family normal <=50K
26673 adult Private HS-grad Married-civ-spouse Craft-repair Husband normal >50K
29415 adult Private HS-grad Married-civ-spouse Prof-specialty Husband normal >50K
17397 adult Private Some-college Married-civ-spouse Craft-repair Husband normal >50K