BDCaM: Big Data for Context-aware Monitoring - A Personalized Knowledge Discovery Framework for Assisted Healthcare
- 1. Ki-Tech Solutions offering IT courses(C, C++, Java, Asp.Net, C# and Android) for everyone- from a beginner who wants to learn computer basics to a software engineer who wishes to take a global certification exam. Ki-Tech Solutions IEEE PROJECTS DEVELOPMENTS WE OFFER IEEE PROJECTS MCA FINAL YEAR STUDENT PROJECTS, ENGINEERING PROJECTS AND TRAINING, PHP PROJECTS, JAVA AND J2EE PROJECTS, ASP.NET PROJECTS, NS2 PROJECTS, MATLAB PROJECTS AND IPT TRAINING IN RAJAPALAYAM, VIRUDHUNAGAR DISTRICTS, AND TAMILNADU. CELL: +91 888-379-0633 | +91 979-000-9190 Mail to: [email protected] BDCaM: Big Data for Context-aware Monitoring - A Personalized Knowledge Discovery Framework for Assisted Healthcare Abstract: Context-aware monitoring is an emerging technology that provides real-time personalized health-care services and a rich area of big data application. In this paper, we propose a knowledge discovery-based approach that allows the context- aware system to adapt its behavior in runtime by analyzing large amounts of data generated in ambient assisted living (AAL) systems and stored in cloud repositories. The proposed BD CaM model facilitates analysis of big data inside a cloud environment. It first mines the trends and patterns in the data of an individual patient with associated probabilities and utilizes that knowledge to learn proper abnormal conditions. The outcomes of this learning method are then applied in context-aware decision-making processes for the patient. A use case is implemented to illustrate the applicability of the framework that discovers the knowledge of classification to identify the true abnormal conditions of patients having variations in blood pressure (BP) and heart rate (HR). The evaluation shows a much better estimate of detecting proper anomalous situations for different types of patients.
- 2. Ki-Tech Solutions offering IT courses(C, C++, Java, Asp.Net, C# and Android) for everyone- from a beginner who wants to learn computer basics to a software engineer who wishes to take a global certification exam. Ki-Tech Solutions IEEE PROJECTS DEVELOPMENTS WE OFFER IEEE PROJECTS MCA FINAL YEAR STUDENT PROJECTS, ENGINEERING PROJECTS AND TRAINING, PHP PROJECTS, JAVA AND J2EE PROJECTS, ASP.NET PROJECTS, NS2 PROJECTS, MATLAB PROJECTS AND IPT TRAINING IN RAJAPALAYAM, VIRUDHUNAGAR DISTRICTS, AND TAMILNADU. CELL: +91 888-379-0633 | +91 979-000-9190 Mail to: [email protected] Existing System: A cloud-oriented context-aware middleware (Co Ca MAAL) and proved its advantage for processing and managing large amount of contexts gathered from multiple AAL systems. In Co Ca MAAL, we described the context-aware service identification process using high level generalized medical rules. The model lacked an important feature such as personalized knowledge discovery which could be derived from a large amount of patient data stored in the cloud repositories. Therefore we developed BD CaM, an extended version of the Co Ca MAAL model. This includes the functionalities of learning and the knowledge discovery process to find patient-specific anomalies using large amounts of data.
- 3. Ki-Tech Solutions offering IT courses(C, C++, Java, Asp.Net, C# and Android) for everyone- from a beginner who wants to learn computer basics to a software engineer who wishes to take a global certification exam. Ki-Tech Solutions IEEE PROJECTS DEVELOPMENTS WE OFFER IEEE PROJECTS MCA FINAL YEAR STUDENT PROJECTS, ENGINEERING PROJECTS AND TRAINING, PHP PROJECTS, JAVA AND J2EE PROJECTS, ASP.NET PROJECTS, NS2 PROJECTS, MATLAB PROJECTS AND IPT TRAINING IN RAJAPALAYAM, VIRUDHUNAGAR DISTRICTS, AND TAMILNADU. CELL: +91 888-379-0633 | +91 979-000-9190 Mail to: [email protected] Disadvantages: Typical architecture involves body sensors, ambient and smart sensors, devices, actuators and software services that collect data from a target user who lives alone and has some kind of disability. The data is collected continuously at different times of the day and also, in some cases, on a demand basis. The data can be physiological, environmental conditions that affect a patient’s health condition and activities related to a patient’s behavior that can be inferred by processing data from sensors, cameras, RFIDs etc.
- 4. Ki-Tech Solutions offering IT courses(C, C++, Java, Asp.Net, C# and Android) for everyone- from a beginner who wants to learn computer basics to a software engineer who wishes to take a global certification exam. Ki-Tech Solutions IEEE PROJECTS DEVELOPMENTS WE OFFER IEEE PROJECTS MCA FINAL YEAR STUDENT PROJECTS, ENGINEERING PROJECTS AND TRAINING, PHP PROJECTS, JAVA AND J2EE PROJECTS, ASP.NET PROJECTS, NS2 PROJECTS, MATLAB PROJECTS AND IPT TRAINING IN RAJAPALAYAM, VIRUDHUNAGAR DISTRICTS, AND TAMILNADU. CELL: +91 888-379-0633 | +91 979-000-9190 Mail to: [email protected] Proposed System: An important feature of remote monitoring applications is to identify the abnormal conditions of a patient accurately and so send appropriate alerts to the care givers. For that reason build an innovative architectural model for context-aware monitoring, BD CaM that uses cloud computing platforms. Every generated context of AAL systems is sent to the cloud. A number of distributed servers in the cloud store and process those contexts to extract required information for decision- making using this novel technique. Develop a 2-step learning methodology. In the first step, the system identifies the correlations between context attributes and the threshold values of vital signs. Using Map Reduce A priori algorithm, over a long term context data of a particular patient, the system generates a set of association rules that are specific to that patient. In the second step, the system uses supervised learning over a new large set of context data generated using the rules discovered in the first step. In this way, the system becomes more robust.
- 5. Ki-Tech Solutions offering IT courses(C, C++, Java, Asp.Net, C# and Android) for everyone- from a beginner who wants to learn computer basics to a software engineer who wishes to take a global certification exam. Ki-Tech Solutions IEEE PROJECTS DEVELOPMENTS WE OFFER IEEE PROJECTS MCA FINAL YEAR STUDENT PROJECTS, ENGINEERING PROJECTS AND TRAINING, PHP PROJECTS, JAVA AND J2EE PROJECTS, ASP.NET PROJECTS, NS2 PROJECTS, MATLAB PROJECTS AND IPT TRAINING IN RAJAPALAYAM, VIRUDHUNAGAR DISTRICTS, AND TAMILNADU. CELL: +91 888-379-0633 | +91 979-000-9190 Mail to: [email protected] Advantages: o Our system refines patient specific rules from big data and simplifies the job of healthcare professionals by providing early detection of anomalous situations with good accuracy. o Our system is to classify a situation correctly to send proper alerts to the right RMS.