Multi Layer Perceptron (MLP), one of the deep learning algorithms, has been widely used in classification problem research because it has advantages over other conventional classification methods. This study takes 15 articles that have been published in research journals regarding the application of the multi-layer perceptron algorithm to prediction and classification problems. From the results of the analysis carried out, the results show that the lowest performance value of this algorithm is 62.89%, the highest performance value of this algorithm is 100% and the average performance value of this algorithm is 91.98%. From these values, it can be concluded that the multi layer perceptron algorithm is very good and feasible to be used in solving prediction and classification problems
| Word | TW | HV | Detail |
|---|---|---|---|
| 1. status | 74 words | 0.76 | kajian : 0.44, literatur : 0.7, multi : 0.46, layer : 0.46, perceptron : 0.42, seberapa : 0.58, baik : 0.47, performa : 0, algoritma : 0.52, ini : 0, mlp : 0, one : 0, of : 0, the : 0.5, deep : 0, learning : 0.43, algorithms : 0.6, has : 0.5, been : 0, widely : 0, used : 0.47, in : 0, classification : 0.46, problem : 0, research : 0.53, because : 0.64, it : 0.56, advantages : 0.49, over : 0, other : 0.46, conventional : 0.42, methods : 0.54, this : 0.61, study : 0.76, takes : 0.7, 15 : 0, articles : 0.51, that : 0.75, have : 0.47, published : 0.52, journals : 0.51, regarding : 0.43, application : 0.51, algorithm : 0.52, to : 0.56, prediction : 0.42, and : 0.5, problems : 0.43, from : 0, results : 0.66, analysis : 0.53, carried : 0.44, out : 0.5, show : 0.52, lowest : 0.39, performance : 0, value : 0.58, is : 0.56, 62 : 0, 89 : 0, highest : 0.44, 100 : 0, average : 0.44, 91 : 0, 98 : 0, these : 0.58, values : 0.67, can : 0.5, be : 0, concluded : 0.43, very : 0, good : 0, feasible : 0.36, solving : 0.49 |
| 2. gizi | 74 words | 0.72 | kajian : 0.47, literatur : 0.45, multi : 0.48, layer : 0, perceptron : 0, seberapa : 0, baik : 0.5, performa : 0, algoritma : 0.57, ini : 0.72, mlp : 0, one : 0, of : 0, the : 0, deep : 0, learning : 0.46, algorithms : 0.57, has : 0, been : 0, widely : 0.47, used : 0, in : 0.58, classification : 0.55, problem : 0, research : 0, because : 0, it : 0.58, advantages : 0, over : 0, other : 0, conventional : 0.44, methods : 0, this : 0.5, study : 0, takes : 0, 15 : 0, articles : 0.46, that : 0, have : 0, published : 0.45, journals : 0, regarding : 0.57, application : 0.45, algorithm : 0.57, to : 0, prediction : 0.57, and : 0, problems : 0, from : 0, results : 0, analysis : 0.46, carried : 0.46, out : 0, show : 0, lowest : 0, performance : 0, value : 0, is : 0.58, 62 : 0, 89 : 0, highest : 0.43, 100 : 0, average : 0, 91 : 0, 98 : 0, these : 0, values : 0, can : 0, be : 0, concluded : 0, very : 0, good : 0.55, feasible : 0.46, solving : 0.46 |
| 3. mahsiswa | 74 words | 0.68 | kajian : 0.63, literatur : 0.49, multi : 0.6, layer : 0.44, perceptron : 0, seberapa : 0.5, baik : 0.58, performa : 0.42, algoritma : 0.57, ini : 0.49, mlp : 0.54, one : 0, of : 0, the : 0.49, deep : 0, learning : 0.5, algorithms : 0.56, has : 0.68, been : 0, widely : 0.43, used : 0.46, in : 0, classification : 0.59, problem : 0, research : 0.33, because : 0.51, it : 0, advantages : 0.45, over : 0, other : 0.44, conventional : 0.47, methods : 0.64, this : 0.6, study : 0.44, takes : 0.55, 15 : 0, articles : 0.58, that : 0.42, have : 0.42, published : 0.32, journals : 0.33, regarding : 0.49, application : 0.55, algorithm : 0.49, to : 0, prediction : 0.41, and : 0.49, problems : 0.42, from : 0.46, results : 0.51, analysis : 0.67, carried : 0.51, out : 0, show : 0.6, lowest : 0.43, performance : 0.41, value : 0.44, is : 0.54, 62 : 0, 89 : 0, highest : 0.49, 100 : 0, average : 0.51, 91 : 0, 98 : 0, these : 0.55, values : 0.53, can : 0.49, be : 0, concluded : 0, very : 0, good : 0, feasible : 0.58, solving : 0.51 |
| 4. program | 74 words | 0.83 | kajian : 0.44, literatur : 0.5, multi : 0, layer : 0.45, perceptron : 0.62, seberapa : 0.51, baik : 0, performa : 0.83, algoritma : 0.62, ini : 0, mlp : 0.49, one : 0.49, of : 0.55, the : 0, deep : 0, learning : 0.35, algorithms : 0.57, has : 0, been : 0, widely : 0, used : 0, in : 0, classification : 0.4, problem : 0.8, research : 0.49, because : 0.43, it : 0, advantages : 0.33, over : 0.43, other : 0.56, conventional : 0.48, methods : 0.43, this : 0, study : 0, takes : 0, 15 : 0, articles : 0.42, that : 0, have : 0, published : 0.48, journals : 0.49, regarding : 0.59, application : 0.49, algorithm : 0.59, to : 0.55, prediction : 0.6, and : 0, problems : 0.78, from : 0.6, results : 0.43, analysis : 0.42, carried : 0.52, out : 0.49, show : 0.46, lowest : 0.44, performance : 0.77, value : 0, is : 0, 62 : 0, 89 : 0, highest : 0.43, 100 : 0, average : 0.51, 91 : 0, 98 : 0, these : 0, values : 0, can : 0, be : 0, concluded : 0.42, very : 0.46, good : 0.46, feasible : 0.42, solving : 0.43 |
| 5. studi | 74 words | 0.92 | kajian : 0.46, literatur : 0.37, multi : 0.6, layer : 0, perceptron : 0, seberapa : 0.5, baik : 0, performa : 0, algoritma : 0.44, ini : 0, mlp : 0, one : 0, of : 0, the : 0.51, deep : 0, learning : 0.44, algorithms : 0.43, has : 0, been : 0, widely : 0.46, used : 0.63, in : 0, classification : 0.51, problem : 0, research : 0.44, because : 0.45, it : 0.57, advantages : 0.37, over : 0, other : 0.47, conventional : 0.52, methods : 0.56, this : 0.48, study : 0.92, takes : 0.47, 15 : 0, articles : 0.55, that : 0.48, have : 0, published : 0.54, journals : 0.44, regarding : 0.54, application : 0.43, algorithm : 0.44, to : 0.57, prediction : 0.53, and : 0.51, problems : 0, from : 0, results : 0.56, analysis : 0.44, carried : 0.45, out : 0.52, show : 0.54, lowest : 0, performance : 0, value : 0.47, is : 0.57, 62 : 0, 89 : 0, highest : 0, 100 : 0, average : 0, 91 : 0, 98 : 0, these : 0.47, values : 0.46, can : 0, be : 0, concluded : 0.54, very : 0, good : 0.48, feasible : 0.55, solving : 0.61 |
| 6. penndidikan | 74 words | 0.74 | kajian : 0.34, literatur : 0.42, multi : 0.43, layer : 0.43, perceptron : 0.62, seberapa : 0.48, baik : 0.45, performa : 0.64, algoritma : 0.47, ini : 0.62, mlp : 0.47, one : 0.45, of : 0, the : 0.47, deep : 0.56, learning : 0.54, algorithms : 0.4, has : 0, been : 0.56, widely : 0.48, used : 0.56, in : 0.53, classification : 0.55, problem : 0.54, research : 0.41, because : 0.41, it : 0, advantages : 0.41, over : 0.45, other : 0.43, conventional : 0.57, methods : 0.49, this : 0.45, study : 0.43, takes : 0.43, 15 : 0, articles : 0.41, that : 0, have : 0.45, published : 0.48, journals : 0.48, regarding : 0.48, application : 0.57, algorithm : 0.4, to : 0, prediction : 0.74, and : 0.62, problems : 0.53, from : 0, results : 0.41, analysis : 0.48, carried : 0.4, out : 0, show : 0, lowest : 0.42, performance : 0.66, value : 0.43, is : 0, 62 : 0, 89 : 0, highest : 0.32, 100 : 0, average : 0.41, 91 : 0, 98 : 0, these : 0.43, values : 0.42, can : 0.47, be : 0.53, concluded : 0.54, very : 0.45, good : 0.45, feasible : 0.48, solving : 0.32 |
| 7. jasmani | 74 words | 0.66 | kajian : 0.66, literatur : 0.42, multi : 0.45, layer : 0.45, perceptron : 0.41, seberapa : 0.51, baik : 0.46, performa : 0.51, algoritma : 0.5, ini : 0, mlp : 0, one : 0, of : 0, the : 0, deep : 0, learning : 0.6, algorithms : 0.5, has : 0.65, been : 0.46, widely : 0, used : 0.46, in : 0, classification : 0.54, problem : 0, research : 0.35, because : 0.43, it : 0, advantages : 0.58, over : 0, other : 0, conventional : 0.48, methods : 0, this : 0.46, study : 0.45, takes : 0.56, 15 : 0, articles : 0.51, that : 0.46, have : 0.46, published : 0.34, journals : 0.54, regarding : 0.48, application : 0.46, algorithm : 0.5, to : 0, prediction : 0.33, and : 0.49, problems : 0.42, from : 0.46, results : 0.43, analysis : 0.61, carried : 0.52, out : 0, show : 0.46, lowest : 0.44, performance : 0.57, value : 0.45, is : 0.55, 62 : 0, 89 : 0, highest : 0, 100 : 0, average : 0.52, 91 : 0, 98 : 0, these : 0.45, values : 0.44, can : 0.49, be : 0, concluded : 0.42, very : 0, good : 0, feasible : 0.6, solving : 0.51 |
| 8. kesehatan | 74 words | 0.69 | kajian : 0.65, literatur : 0.56, multi : 0.44, layer : 0.44, perceptron : 0.61, seberapa : 0.66, baik : 0.45, performa : 0.49, algoritma : 0.31, ini : 0, mlp : 0, one : 0.48, of : 0, the : 0.46, deep : 0.57, learning : 0.57, algorithms : 0.31, has : 0.48, been : 0.57, widely : 0.43, used : 0.41, in : 0, classification : 0.5, problem : 0.42, research : 0.66, because : 0.55, it : 0, advantages : 0.49, over : 0.45, other : 0.37, conventional : 0.51, methods : 0.5, this : 0.41, study : 0.44, takes : 0.64, 15 : 0, articles : 0.41, that : 0.69, have : 0.45, published : 0.48, journals : 0.41, regarding : 0.56, application : 0.54, algorithm : 0.31, to : 0, prediction : 0.54, and : 0, problems : 0.41, from : 0, results : 0.59, analysis : 0.32, carried : 0.42, out : 0, show : 0.57, lowest : 0.61, performance : 0.54, value : 0.44, is : 0.54, 62 : 0, 89 : 0, highest : 0.55, 100 : 0, average : 0.48, 91 : 0, 98 : 0, these : 0.58, values : 0.52, can : 0, be : 0.54, concluded : 0, very : 0.45, good : 0, feasible : 0.46, solving : 0.5 |
| 9. rekreasi | 74 words | 0.73 | kajian : 0.53, literatur : 0.57, multi : 0.44, layer : 0.55, perceptron : 0.47, seberapa : 0.58, baik : 0.46, performa : 0.58, algoritma : 0.46, ini : 0, mlp : 0, one : 0.49, of : 0, the : 0.49, deep : 0.58, learning : 0.54, algorithms : 0.45, has : 0, been : 0.58, widely : 0.43, used : 0.46, in : 0, classification : 0.53, problem : 0.51, research : 0.72, because : 0.57, it : 0, advantages : 0.45, over : 0.42, other : 0.55, conventional : 0.43, methods : 0.51, this : 0.46, study : 0, takes : 0.55, 15 : 0, articles : 0.58, that : 0.46, have : 0.46, published : 0.46, journals : 0.58, regarding : 0.73, application : 0.31, algorithm : 0.49, to : 0, prediction : 0.56, and : 0, problems : 0.58, from : 0.46, results : 0.68, analysis : 0.58, carried : 0.61, out : 0, show : 0, lowest : 0.53, performance : 0.54, value : 0.44, is : 0, 62 : 0, 89 : 0, highest : 0.51, 100 : 0, average : 0.52, 91 : 0, 98 : 0, these : 0.55, values : 0.53, can : 0, be : 0.54, concluded : 0.41, very : 0.42, good : 0, feasible : 0.62, solving : 0.42 |
| 10. universitas | 74 words | 0.67 | kajian : 0.34, literatur : 0.6, multi : 0.53, layer : 0.53, perceptron : 0.52, seberapa : 0.55, baik : 0.45, performa : 0.55, algoritma : 0.52, ini : 0.45, mlp : 0, one : 0.62, of : 0, the : 0.47, deep : 0.45, learning : 0.45, algorithms : 0.42, has : 0.47, been : 0.39, widely : 0.51, used : 0.6, in : 0.56, classification : 0.57, problem : 0.32, research : 0.44, because : 0.46, it : 0.53, advantages : 0.55, over : 0.67, other : 0.53, conventional : 0.57, methods : 0.49, this : 0.56, study : 0.43, takes : 0.53, 15 : 0, articles : 0.5, that : 0, have : 0.56, published : 0.52, journals : 0.56, regarding : 0.37, application : 0.49, algorithm : 0.42, to : 0, prediction : 0.52, and : 0.47, problems : 0.44, from : 0.45, results : 0.62, analysis : 0.54, carried : 0.4, out : 0.47, show : 0, lowest : 0.59, performance : 0.52, value : 0.51, is : 0.53, 62 : 0, 89 : 0, highest : 0.65, 100 : 0, average : 0.57, 91 : 0, 98 : 0, these : 0.53, values : 0.59, can : 0.47, be : 0.53, concluded : 0.47, very : 0.67, good : 0, feasible : 0.38, solving : 0.46 |
| 11. rokania | 74 words | 0.75 | kajian : 0.75, literatur : 0.42, multi : 0.45, layer : 0.45, perceptron : 0.41, seberapa : 0.51, baik : 0.43, performa : 0.6, algoritma : 0.59, ini : 0, mlp : 0, one : 0.49, of : 0.55, the : 0, deep : 0, learning : 0.61, algorithms : 0.57, has : 0.49, been : 0.46, widely : 0, used : 0, in : 0, classification : 0.55, problem : 0.52, research : 0.56, because : 0.43, it : 0, advantages : 0.47, over : 0.46, other : 0.45, conventional : 0.63, methods : 0, this : 0, study : 0, takes : 0.4, 15 : 0, articles : 0.49, that : 0.46, have : 0.46, published : 0.42, journals : 0.52, regarding : 0.63, application : 0.57, algorithm : 0.48, to : 0.55, prediction : 0.5, and : 0, problems : 0.51, from : 0.6, results : 0.49, analysis : 0.6, carried : 0.51, out : 0.49, show : 0.46, lowest : 0.44, performance : 0.65, value : 0.45, is : 0, 62 : 0, 89 : 0, highest : 0, 100 : 0, average : 0.43, 91 : 0, 98 : 0, these : 0, values : 0.44, can : 0.65, be : 0, concluded : 0.5, very : 0.46, good : 0.46, feasible : 0.51, solving : 0.51 |
| 12. semester | 74 words | 0.73 | kajian : 0, literatur : 0.46, multi : 0.55, layer : 0.55, perceptron : 0.63, seberapa : 0.73, baik : 0, performa : 0.5, algoritma : 0.32, ini : 0, mlp : 0.49, one : 0.49, of : 0, the : 0.49, deep : 0.58, learning : 0.42, algorithms : 0.32, has : 0.49, been : 0.58, widely : 0.43, used : 0.58, in : 0, classification : 0.53, problem : 0.42, research : 0.58, because : 0.49, it : 0, advantages : 0.48, over : 0.46, other : 0.55, conventional : 0.47, methods : 0.52, this : 0.46, study : 0.5, takes : 0.55, 15 : 0, articles : 0.42, that : 0.46, have : 0.46, published : 0.49, journals : 0.42, regarding : 0.49, application : 0.41, algorithm : 0.32, to : 0, prediction : 0.48, and : 0, problems : 0.5, from : 0.46, results : 0.52, analysis : 0.42, carried : 0.42, out : 0.49, show : 0.51, lowest : 0.63, performance : 0.5, value : 0.44, is : 0.54, 62 : 0, 89 : 0, highest : 0.6, 100 : 0, average : 0.51, 91 : 0, 98 : 0, these : 0.55, values : 0.53, can : 0, be : 0.54, concluded : 0.41, very : 0.46, good : 0, feasible : 0.47, solving : 0.48 |
| 13. pendek | 74 words | 0.68 | kajian : 0, literatur : 0.43, multi : 0, layer : 0.46, perceptron : 0.68, seberapa : 0.53, baik : 0.47, performa : 0.62, algoritma : 0, ini : 0.5, mlp : 0.5, one : 0.5, of : 0, the : 0.5, deep : 0.61, learning : 0.53, algorithms : 0, has : 0, been : 0.64, widely : 0.39, used : 0.61, in : 0.56, classification : 0, problem : 0.59, research : 0.53, because : 0.54, it : 0, advantages : 0.49, over : 0.47, other : 0.46, conventional : 0.33, methods : 0.54, this : 0, study : 0.46, takes : 0.46, 15 : 0, articles : 0.43, that : 0, have : 0.47, published : 0.57, journals : 0.43, regarding : 0.52, application : 0.42, algorithm : 0, to : 0, prediction : 0.64, and : 0.67, problems : 0.58, from : 0, results : 0.44, analysis : 0.43, carried : 0.44, out : 0, show : 0, lowest : 0.44, performance : 0.6, value : 0.46, is : 0, 62 : 0, 89 : 0, highest : 0.44, 100 : 0, average : 0.54, 91 : 0, 98 : 0, these : 0.58, values : 0.44, can : 0.5, be : 0.56, concluded : 0.61, very : 0.47, good : 0.47, feasible : 0.53, solving : 0 |
| 14. tahun | 74 words | 0.72 | kajian : 0.58, literatur : 0.44, multi : 0, layer : 0.47, perceptron : 0, seberapa : 0, baik : 0.48, performa : 0, algoritma : 0.44, ini : 0, mlp : 0, one : 0, of : 0, the : 0.72, deep : 0, learning : 0.55, algorithms : 0.43, has : 0.51, been : 0.48, widely : 0, used : 0, in : 0, classification : 0.42, problem : 0, research : 0.44, because : 0.56, it : 0.57, advantages : 0.53, over : 0, other : 0.6, conventional : 0.43, methods : 0.56, this : 0.67, study : 0.6, takes : 0.68, 15 : 0, articles : 0.38, that : 0.71, have : 0.48, published : 0.44, journals : 0.55, regarding : 0.54, application : 0.43, algorithm : 0.44, to : 0.61, prediction : 0, and : 0.51, problems : 0, from : 0, results : 0.45, analysis : 0.55, carried : 0.45, out : 0, show : 0.48, lowest : 0, performance : 0.43, value : 0.6, is : 0, 62 : 0, 89 : 0, highest : 0.45, 100 : 0, average : 0.45, 91 : 0, 98 : 0, these : 0.64, values : 0.58, can : 0.51, be : 0, concluded : 0.37, very : 0, good : 0, feasible : 0.44, solving : 0.45 |
| 15. akademik | 74 words | 0.68 | kajian : 0.56, literatur : 0.32, multi : 0.44, layer : 0.55, perceptron : 0.41, seberapa : 0.33, baik : 0.58, performa : 0.5, algoritma : 0.51, ini : 0, mlp : 0, one : 0.49, of : 0, the : 0.49, deep : 0.58, learning : 0.47, algorithms : 0.5, has : 0.49, been : 0.46, widely : 0.53, used : 0.42, in : 0, classification : 0.46, problem : 0.51, research : 0.33, because : 0.35, it : 0, advantages : 0.6, over : 0.46, other : 0.44, conventional : 0.47, methods : 0.35, this : 0, study : 0.44, takes : 0.66, 15 : 0, articles : 0.52, that : 0.46, have : 0.58, published : 0.32, journals : 0.42, regarding : 0.52, application : 0.49, algorithm : 0.51, to : 0, prediction : 0.45, and : 0.67, problems : 0.5, from : 0.46, results : 0.42, analysis : 0.63, carried : 0.61, out : 0, show : 0, lowest : 0.43, performance : 0.48, value : 0.55, is : 0, 62 : 0, 89 : 0, highest : 0.42, 100 : 0, average : 0.54, 91 : 0, 98 : 0, these : 0.44, values : 0.53, can : 0.49, be : 0.54, concluded : 0.49, very : 0.46, good : 0.46, feasible : 0.47, solving : 0.42 |
| 16. 2023 | 74 words | 0.58 | kajian : 0, literatur : 0, multi : 0, layer : 0, perceptron : 0, seberapa : 0, baik : 0, performa : 0, algoritma : 0, ini : 0, mlp : 0, one : 0, of : 0, the : 0, deep : 0, learning : 0, algorithms : 0, has : 0, been : 0, widely : 0, used : 0, in : 0, classification : 0, problem : 0, research : 0, because : 0, it : 0, advantages : 0, over : 0, other : 0, conventional : 0, methods : 0, this : 0, study : 0, takes : 0, 15 : 0, articles : 0, that : 0, have : 0, published : 0, journals : 0, regarding : 0, application : 0, algorithm : 0, to : 0, prediction : 0, and : 0, problems : 0, from : 0, results : 0, analysis : 0, carried : 0, out : 0, show : 0, lowest : 0, performance : 0, value : 0, is : 0, 62 : 0.58, 89 : 0, highest : 0, 100 : 0.53, average : 0, 91 : 0, 98 : 0, these : 0, values : 0, can : 0, be : 0, concluded : 0, very : 0, good : 0, feasible : 0, solving : 0 |
| 17. 2024 | 74 words | 0.58 | kajian : 0, literatur : 0, multi : 0, layer : 0, perceptron : 0, seberapa : 0, baik : 0, performa : 0, algoritma : 0, ini : 0, mlp : 0, one : 0, of : 0, the : 0, deep : 0, learning : 0, algorithms : 0, has : 0, been : 0, widely : 0, used : 0, in : 0, classification : 0, problem : 0, research : 0, because : 0, it : 0, advantages : 0, over : 0, other : 0, conventional : 0, methods : 0, this : 0, study : 0, takes : 0, 15 : 0, articles : 0, that : 0, have : 0, published : 0, journals : 0, regarding : 0, application : 0, algorithm : 0, to : 0, prediction : 0, and : 0, problems : 0, from : 0, results : 0, analysis : 0, carried : 0, out : 0, show : 0, lowest : 0, performance : 0, value : 0, is : 0, 62 : 0.58, 89 : 0, highest : 0, 100 : 0.53, average : 0, 91 : 0, 98 : 0, these : 0, values : 0, can : 0, be : 0, concluded : 0, very : 0, good : 0, feasible : 0, solving : 0 |
| 18. subtitlestatus | 74 words | 0.71 | kajian : 0.49, literatur : 0.59, multi : 0.57, layer : 0.51, perceptron : 0.28, seberapa : 0.56, baik : 0.55, performa : 0.46, algoritma : 0.49, ini : 0.47, mlp : 0.47, one : 0.47, of : 0, the : 0.6, deep : 0.44, learning : 0.36, algorithms : 0.48, has : 0.47, been : 0.55, widely : 0.46, used : 0.54, in : 0.52, classification : 0.45, problem : 0.55, research : 0.42, because : 0.45, it : 0.55, advantages : 0.44, over : 0.44, other : 0.51, conventional : 0.42, methods : 0.44, this : 0.49, study : 0.54, takes : 0.44, 15 : 0, articles : 0.66, that : 0.55, have : 0.44, published : 0.59, journals : 0.47, regarding : 0.29, application : 0.42, algorithm : 0.4, to : 0.52, prediction : 0.39, and : 0, problems : 0.6, from : 0, results : 0.65, analysis : 0.47, carried : 0.48, out : 0.6, show : 0.5, lowest : 0.48, performance : 0.44, value : 0.49, is : 0.55, 62 : 0, 89 : 0, highest : 0.45, 100 : 0, average : 0.48, 91 : 0, 98 : 0, these : 0.44, values : 0.53, can : 0, be : 0.71, concluded : 0.4, very : 0.44, good : 0, feasible : 0.53, solving : 0.49 |