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Machine Learning Predicts Heart Disease

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1. The document discusses using machine learning techniques to predict heart disease by evaluating large datasets to identify patterns that can help predict, prevent, and manage conditions like heart attacks. 2. It proposes using data analytics based on support vector machines and genetic algorithms to diagnose heart disease, claiming genetic algorithms provide the best optimized prediction models. 3. The key modules described are uploading training data, pre-processing the heart disease data, using machine learning to predict heart disease, and generating graphical representations of the analyses.

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PREDICTION OF HEART DISEASE USING MACHINE LEARNING
• Heart Attack is a term that assigns a large number of medical conditions related to heart. The key to Heart (Cardiovascular) diseases to evaluate large scores of data sets, compare information that can be used to predict, Prevent, Manage such as Heart attacks. Heart Disease is mainly because of stress, family backgrounds, High blood Pressure, etc… Data analytics is used to incorporate world for its valuable use to controlling, contravasting and Manage a large data sets. It can be applied with an much success to predict, prevent, Managing a Cardiovascular Diseases. To solve this we aims to implement the Data Analytics based on SVM and Genetic Algorithm to diagnosis of heart diseases. This result reveal the Genetic Algorithm as best optimized Prediction Models.
EXISTING SYSTEM  The World Health Organization (WHO) has estimated that 12 million deaths occur worldwide, every year  due to the Heart diseases.  About 25% deaths in the age group of 25-69 year occur because of heart diseases. In urban areas, 32.8%.
 deaths occur because of heart ailments, while this percentage in rural areas is 22.9.  Over 80% of deaths in world are because of Heart disease. WHO estimated by 2030, almost 23.6 million.  people will die due to Heart disease.  The diagnosis of diseases is a significant and tedious task in medicine.  Treatment of the said disease is quite high and not affordable by most of the patients particularly in India.
PROPOSED SYSTEM To predict the heart attack disease.  It helps in reducing treatment costs by providing effective treatments.  To find the parameters values in prediction like accuracy, elapsed time and energy consumption.
SYSTEM REQUIREMENT
HARDWARE CONFIGURATION • The below Hardware Specifications were used in both Server and Client machines when developing. • Processor : Intel(R) Core(TM) i3 • Processor Speed : 3.06 GHz • Ram : 2 GB • Hard Disk Drive : 250 GB • Floppy Disk Drive : Sony • CD-ROM Drive : Sony • Monitor : “17” inches • Keyboard : TVS Gold • Mouse : Logitech
SOFTWARE CONFIGURATION • The below Software Specifications were used in both Server and Client machines when developing. SERVER: • Operating System : Windows 7 • Technology Used : Python • Database : My-Sql • Database Connectivity : Native Connectivity • Web Server : Apache • Browser : Internet Explorer 6.0 CLIENT: • Operating System : Windows 7 • Browser : Internet Explorer 6.0
MODULES • Upload Training Data • Data Pre- Processing • Predicting Heart Disease • Graphical Representations
MODULES DESCRIBTION  Upload Training Data: The process of rule generation advances in two stages. During the first stage, the SVM model is built using training data During each fold, this model is utilized for predicting the class labels The rules are evaluated on the remaining 10% of test data for determining the accuracy, precision, recall and F-measure. In addition, rule set size and mean rule length are also calculated for each fold of cross-validation.  2. Data Pre- Processing: Heart disease data is pre-processed after collection of various records. The dataset contains a total of 303 patient records, where 6 records are with some missing values. Those 6 records have been removed from the dataset and the remaining 297 patient records are used in pre-processing. The multiclass variable and binary classification are introduced for the attributes of the given dataset.
CONTD…  Predicting Heart Disease: The training set is different from test set. In this study, we used this method to verity the universal applicability of the methods. In k-fold cross validation method, the whole dataset is used to train and test the classifier to Heart Stoke.  Graphical Representations: The analyses of proposed systems are calculated based on the approvals and disapprovals. This can be measured with the help of graphical notations such as pie chart, bar chart and line chart. The data can be given in a dynamical data.
DATAFLOW DIAGRAM
DIAGRAM
Admin
User
DATABASE DIAGRAM
Patient Appointment
Patient Registration
SCREEN SHOTS
Home Page
PATIENT APPOINTMENT
PATIENT REGISTRATION
PATIENT LOGIN
PATIENT PAGE
ACCOUNT DETAILS
VIEW DOCTOR DETAILS
PREDICT RISK
CONTD…
VIEW PATIENT REVIEW
UPLOAD TRAINING DATA
VIEW TRAINING DATA
ADD DOCTORS
VIEW GRAPH
CONTD…
CONTD…
CONTD…
CONTD…
CONTD…
FUTURE ENHANCEMENT • In future we can be made to produce an impact in the accuracy of the Decision Tree and Bayesian Classification for additional improvement after applying genetic • Algorithm in order to decrease the actual data for acquiring the optimal subset of attribute that is enough for heart disease prediction. The automation of heart disease prediction using actual real time data from health care organizations and agencies which can be built using big data. They can be fed as a streaming data and • By using the data, investigation of the patients in real time can be prepared.
CONCLUSION • Identifying the processing of raw healthcare data of heart information will help in the long term saving of human lives and early detection of abnormalities in heart conditions. Machine learning techniques were used in this work to process raw data and provide a new and novel discernment towards heart disease. Heat disease prediction is challenging and very important in the medical. However, the mortality rate can be drastically controlled if the disease is detected at the early stages and preventative measures are adopted as soon as possible. Further extension of this study is highly desirable to direct the investigations to real-world datasets instead of just theoretical approaches and simulations. The proposed hybrid HRFLM approach is used combining the characteristics of Random Forest (RF) and Linear Method (LM). HRFLM proved to be quite accurate in the prediction of heart disease. The future course of this research can be performed with diverse mixtures of machine learning techniques to better prediction techniques. Furthermore, new feature selection methods can be developed to get a broader perception of the significant features to increase the performance of heart disease prediction.
Machine Learning Predicts Heart Disease

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Machine Learning Predicts Heart Disease

  • 1. PREDICTION OF HEART DISEASE USING MACHINE LEARNING
  • 2. • Heart Attack is a term that assigns a large number of medical conditions related to heart. The key to Heart (Cardiovascular) diseases to evaluate large scores of data sets, compare information that can be used to predict, Prevent, Manage such as Heart attacks. Heart Disease is mainly because of stress, family backgrounds, High blood Pressure, etc… Data analytics is used to incorporate world for its valuable use to controlling, contravasting and Manage a large data sets. It can be applied with an much success to predict, prevent, Managing a Cardiovascular Diseases. To solve this we aims to implement the Data Analytics based on SVM and Genetic Algorithm to diagnosis of heart diseases. This result reveal the Genetic Algorithm as best optimized Prediction Models.
  • 3. EXISTING SYSTEM  The World Health Organization (WHO) has estimated that 12 million deaths occur worldwide, every year  due to the Heart diseases.  About 25% deaths in the age group of 25-69 year occur because of heart diseases. In urban areas, 32.8%.
  • 4.  deaths occur because of heart ailments, while this percentage in rural areas is 22.9.  Over 80% of deaths in world are because of Heart disease. WHO estimated by 2030, almost 23.6 million.  people will die due to Heart disease.  The diagnosis of diseases is a significant and tedious task in medicine.  Treatment of the said disease is quite high and not affordable by most of the patients particularly in India.
  • 5. PROPOSED SYSTEM To predict the heart attack disease.  It helps in reducing treatment costs by providing effective treatments.  To find the parameters values in prediction like accuracy, elapsed time and energy consumption.
  • 7. HARDWARE CONFIGURATION • The below Hardware Specifications were used in both Server and Client machines when developing. • Processor : Intel(R) Core(TM) i3 • Processor Speed : 3.06 GHz • Ram : 2 GB • Hard Disk Drive : 250 GB • Floppy Disk Drive : Sony • CD-ROM Drive : Sony • Monitor : “17” inches • Keyboard : TVS Gold • Mouse : Logitech
  • 8. SOFTWARE CONFIGURATION • The below Software Specifications were used in both Server and Client machines when developing. SERVER: • Operating System : Windows 7 • Technology Used : Python • Database : My-Sql • Database Connectivity : Native Connectivity • Web Server : Apache • Browser : Internet Explorer 6.0 CLIENT: • Operating System : Windows 7 • Browser : Internet Explorer 6.0
  • 9. MODULES • Upload Training Data • Data Pre- Processing • Predicting Heart Disease • Graphical Representations
  • 10. MODULES DESCRIBTION  Upload Training Data: The process of rule generation advances in two stages. During the first stage, the SVM model is built using training data During each fold, this model is utilized for predicting the class labels The rules are evaluated on the remaining 10% of test data for determining the accuracy, precision, recall and F-measure. In addition, rule set size and mean rule length are also calculated for each fold of cross-validation.  2. Data Pre- Processing: Heart disease data is pre-processed after collection of various records. The dataset contains a total of 303 patient records, where 6 records are with some missing values. Those 6 records have been removed from the dataset and the remaining 297 patient records are used in pre-processing. The multiclass variable and binary classification are introduced for the attributes of the given dataset.
  • 11. CONTD…  Predicting Heart Disease: The training set is different from test set. In this study, we used this method to verity the universal applicability of the methods. In k-fold cross validation method, the whole dataset is used to train and test the classifier to Heart Stoke.  Graphical Representations: The analyses of proposed systems are calculated based on the approvals and disapprovals. This can be measured with the help of graphical notations such as pie chart, bar chart and line chart. The data can be given in a dynamical data.
  • 14. Admin
  • 15. User
  • 39. FUTURE ENHANCEMENT • In future we can be made to produce an impact in the accuracy of the Decision Tree and Bayesian Classification for additional improvement after applying genetic • Algorithm in order to decrease the actual data for acquiring the optimal subset of attribute that is enough for heart disease prediction. The automation of heart disease prediction using actual real time data from health care organizations and agencies which can be built using big data. They can be fed as a streaming data and • By using the data, investigation of the patients in real time can be prepared.
  • 40. CONCLUSION • Identifying the processing of raw healthcare data of heart information will help in the long term saving of human lives and early detection of abnormalities in heart conditions. Machine learning techniques were used in this work to process raw data and provide a new and novel discernment towards heart disease. Heat disease prediction is challenging and very important in the medical. However, the mortality rate can be drastically controlled if the disease is detected at the early stages and preventative measures are adopted as soon as possible. Further extension of this study is highly desirable to direct the investigations to real-world datasets instead of just theoretical approaches and simulations. The proposed hybrid HRFLM approach is used combining the characteristics of Random Forest (RF) and Linear Method (LM). HRFLM proved to be quite accurate in the prediction of heart disease. The future course of this research can be performed with diverse mixtures of machine learning techniques to better prediction techniques. Furthermore, new feature selection methods can be developed to get a broader perception of the significant features to increase the performance of heart disease prediction.