Mushroom Classification Using ANN and ANFIS Algorithm
Journal Title: IOSR Journal of Dental and Medical Sciences (IOSR-JDMS) - Year 2017, Vol 17, Issue 2
Abstract
This paper presents classification techniques for analyzing mushroom dataset. Artificial Mushroom dataset is composed of records of different types of mushrooms, which are edible or non- edible. Aritificial Neural Network and Adaptive Nuero Fuzzy inference system are used for implementation of the classification techniques. Different techniques used for classification like ANN, ANFIS and Naïve Bayes are used to categorize different mushrooms as edible or non-edible. The performance of the different techniques is evaluated using accuracy, MAE, kappa statistic. After analyzing the results it was found that Adaptive Nuero Fuzzy inference System outperformed the other techniques with highest accuracy, lowest mean absolute error and ANN is the second best performer. If size of training set is increased, the accuracy also increased with respect to training set.
Authors and Affiliations
S. K. Verma, M. Dutta 2
Keywords
Related Articles
- EP ID EP365575
- DOI -
- Views 67
- Downloads 0
Clinical Profile of Dengue, Clinical Manifestations And Its Neurological Involvement.
Dengue fever has a wide geographical distribution, and can present with a diverse clinical spectrum. Recent observations indicate that the clinical profile of dengue is changing, and that neurological manifestations are...
Effect of Radiation on Sexual Activity of Patients of Carcinoma Cervix
Background: As the sexual activity of patients of carcinoma uterine cervix is effected by radiation treatment which may further ameliorate their later life by disturbing family sexual life. So it is important to study th...
Selecting the best from various approaches used to expose the orbital skeleton to facilitate open reduction and internal fixation or other orbital procedures , depends on good accessibility , better aesthetics and fewer complications . This study compares the subciliary, lower eyelid, infra orbital, trans conjunctival approaches and evaluates various parameters like accessibility, peri orbital fat
Selecting the best from various approaches used to expose the orbital skeleton to facilitate open reduction and internal fixation or other orbital procedures , depends on good accessibility , better aesthetics and fewer...
Clinico-epidemiological profile of hemophilia patients in north India: An observational study
Objective: To describe the clinical and epidemiological profile of hemophiliac patients in north India. Materials and Methods: This was an observational cross-sectional study. Patients of all age groups with hemophilia r...
Prevalence of obesity among under graduate medical students, a risk factor for Metabolic Syndrome
Background:Obesity is an epidemic of the 21st century. In Asia, Indians have a genetic susceptibility to develop obesity and Metabolic syndrome which is associated with cardio-metabolic risk factors.Aim and objective:To...