Case Based Reasoning untuk Diagnosis Penyakit Jantung Menggunakan Metode Minkowski Distance

Wahyudi, Eka; Pradasari, Novi Indah

doi:10.31539/intecoms.v1i1.170

“…Metode CBR adalah metode yang digunakan untuk menyelesaikan suatu masalah dengan menggunakan pengalaman sebelumnya guna menyelesaikan suatu masalah baru dengan tetap memperhatikan aspek kesamaan antara satu dengan beberapa penyelesaian dari permasalahan-permasalahan sebelumnya serta dibangunnya sebuah sistem basisdata untuk menyimpan revisi terhadap suatu solusi permasalahan baru [11].…”

Section: Pendahuluanunclassified

Sistem Pakar Metode Case Based Reasoning untuk Mengidentifikasi Penyakit Psoriasis

Syahputra

¹

2021

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Proriasis is a type of chronic disease of the human skin.problem of psoriasis At the end of the day, theis becoming more interesting because the main cause of this disease has not been found, which has only been found while the cause of psoriasis is genetics. Because the cause is not known for sure, this disease is difficult to cure. Although this disease is not contagious and life-threatening to sufferers, it can damage internal organs if not handled properly. This study aims to determine the level of accuracy in identifying psoriasis in humans. There are several types of symptoms that refer to psoriasis. Furthermore, the data is processed manually with themethod Case Based Reasoning and continued by using a-based expert system software website. The processing stage is to use theprocess, which retrieve is a process of finding the similarities between new cases and existing cases in the knowledge base. The results of the data processing are continued with the calculation of the level of accuracy. The result of testing this method is that there are 100% of the 12 test data. Based on the accuracy of the identification results of this system, this study is very precise in the level of identifying the level of accuracy of psoriasis in humans. Expert testing system has been able to identify thedisease psoriasis specific. Through thismethod Case Based Reasoning , the level of accuracy that can be obtained is quite accurate and can help skin and genital specialists in improving accuracy in identifyingdiseases Case Based Reasoning in humans.

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“…Minkowski Distance method has been used in several studies, including [19]- [23]. This study aims to develop an expert system that uses the Minkowski Distance Similarity approach in CBR to diagnose strokes with the maximum degree of accuracy and the most suitable threshold value.…”

Section: Introductionmentioning

confidence: 99%

Application of the Minkowski Distance Similarity Method in Case-Based Reasoning for Stroke Diagnosis

Rumuy,

Delima,

Saputra

et al. 2023

JUITA

1

0

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A Stroke is a cerebrovascular disease characterized by impaired brain function due to damage or death of brain tissue caused by reduced or blocked blood and oxygen flow to the brain. Expert systems can be used as learning aids for medical students to diagnose stroke. Medical records of stroke cases can be reused as a reference for diagnosing stroke when there are new cases, known as the case-based reasoning (CBR) method. This study implements the Minkowski distance similarity method in CBR to calculate the similarity value between cases, where each similar case has the same solution. This study uses the Minkowski distance similarity method in CBR to obtain the most optimal value of r and the most appropriate threshold value in the expert system for stroke diagnosis. The diagnosis process is carried out by inputting the patient's condition, symptoms, and risk factors. Then the system will calculate the similarity value and take the case with the highest similarity value as the solution, providing that the similarity value must be greater than or equal to the threshold value. Based on system testing, the best accuracy value was achieved by applying a threshold value of 75 with an r value of 3 or 4, with an accuracy rate of 88,89%, a recall value of 88%, and a precision of 100%.

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Sistem Pakar Metode Case Based Reasoning untuk Mengidentifikasi Penyakit Psoriasis

Syahputra

¹

,

Defit

²

,

Sumijan

³

2020

JSisfotek

0

View full text Add to dashboard Cite

Proriasis is a type of chronic disease of the human skin.problem of psoriasis At the end of the day, theis becoming more interesting because the main cause of this disease has not been found, which has only been found while the cause of psoriasis is genetics. Because the cause is not known for sure, this disease is difficult to cure. Although this disease is not contagious and life-threatening to sufferers, it can damage internal organs if not handled properly. This study aims to determine the level of accuracy in identifying psoriasis in humans. There are several types of symptoms that refer to psoriasis. Furthermore, the data is processed manually with themethod Case Based Reasoning and continued by using a-based expert system software website. The processing stage is to use theprocess, which retrieve is a process of finding the similarities between new cases and existing cases in the knowledge base. The results of the data processing are continued with the calculation of the level of accuracy. The result of testing this method is that there are 100% of the 12 test data. Based on the accuracy of the identification results of this system, this study is very precise in the level of identifying the level of accuracy of psoriasis in humans. Expert testing system has been able to identify thedisease psoriasis specific. Through thismethod Case Based Reasoning , the level of accuracy that can be obtained is quite accurate and can help skin and genital specialists in improving accuracy in identifyingdiseases Case Based Reasoning in humans.

show abstract

Case Based Reasoning untuk Diagnosis Penyakit Jantung Menggunakan Metode Minkowski Distance

Cited by 3 publications

References 0 publications

Sistem Pakar Metode Case Based Reasoning untuk Mengidentifikasi Penyakit Psoriasis

Sistem Pakar Metode Case Based Reasoning untuk Mengidentifikasi Penyakit Psoriasis

Application of the Minkowski Distance Similarity Method in Case-Based Reasoning for Stroke Diagnosis

Sistem Pakar Metode Case Based Reasoning untuk Mengidentifikasi Penyakit Psoriasis

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