Abstract：
:An exponential rise has been observed in the data volume over the time when considering a real time environment. A phenomenal feature termed as 'Predictability' helps in predicting and portraying related data to the user according to their needs. Moreover, classification of Big Data is usually a tedious and lengthy task. The technique of MapReduce Framework performs the data processing that being paralleled by data distribution in small chunks through the clusters. This Map Reduce technique is being proposed which is employed to process heterogeneous data items. Few issues that are being targeted in the existing paper include associating climatologically and meteorological information with large variety of farming decisions. Using the well-known MapReduce framework the above issues and challenges can be resolved. The existing paper proposes empirical techniques of climate classification and prediction by adopting Co-EANFS (Co-Effective and Adaptive Neuro-Fuzzy System) approach for data handling. Furthermore, the paper examines association rule mining too, which is being implemented for examining the best crop production by relying upon the soil and weather condition. Lastly, a technique is proposed for managing various levels such as preprocessing, clustering, classification and prediction. First, the weather dataset is being collected which undergoes processing; thereafter the proposed model is implemented which results in formation of cluster data sets linked to each season. For evaluating the performance, accuracy predictions generated by Co-EANFS is used which being formulated with varying no: of inputs and variables. The proposed framework acquires least execution time.
journal_name
J Med Systjournal_title
Journal of medical systemsauthors
Meena K,Sujatha Jdoi
10.1007/s10916-019-1369-3subject
Has Abstractpub_date
2019-06-19 00:00:00pages
239issue
8eissn
0148-5598issn
1573-689Xpii
10.1007/s10916-019-1369-3journal_volume
43pub_type
杂志文章abstract：:Wireless body area networks (WBANs) have become a prospective technology for the next generation healthcare services, in which tiny sensors are placed either on the skin or in the body of human to transmit real-time monitored data to the medical service provider (MSP). In order to protect the transmitted data from lea...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/s10916-020-01598-3
更新日期：2020-06-15 00:00:00
abstract：:The newly drafted IEEE 802.15.6 standard for Wireless Body Area Networks (WBAN) has been concentrating on a numerous medical and non-medical applications. Such short range wireless communication standard offers ultra-low power consumption with variable data rates from few Kbps to Mbps in, on or around the proximity of...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/s10916-016-0638-7
更新日期：2016-12-01 00:00:00
abstract：:The aim of this paper is to introduce the soft systemic approach to medical information system design, called metaparadigm. The metaparadigm is a metadesign paradigm. Using it we first design an IS design paradigm and it is our deep belief that metaparadigms employment can enhance many conventional IS design weaknesse...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/BF01000586
更新日期：1993-02-01 00:00:00
abstract：:With the development of theories and technologies in medical imaging, most of the tumors can be detected in the early stage. However, the nature of ovarian cysts lacks accurate judgement, leading to that many patients with benign nodules still need Fine Needle Aspiration (FNA) biopsies or surgeries, increasing the phy...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/s10916-019-1356-8
更新日期：2019-06-28 00:00:00
abstract：:Few studies have addressed the predictive value of arterial stiffness determined by pulse wave velocity (PWV) in a high-risk population with no prevalent cardiovascular disease and with obesity, hypertension, hyperglycemia, and preserved kidney function. This longitudinal, retrospective study enrolled 88 high-risk pat...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/s10916-019-1479-y
更新日期：2019-12-09 00:00:00
abstract：:Diabetic Retinopathy (DR) has been a leading cause of blindness in case of human beings falling between the ages of 20 and 74 years. This will have a major influence on both the patient and the society as it can normally influence the humans in their gainful years. An early DR detection is quite challenging as it may ...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/s10916-018-1055-x
更新日期：2018-09-12 00:00:00
abstract：UNLABELLED:An assessment of policy toward the care of seriously mentally ill (SMI) persons residing in a suburban Chicago community was undertaken. Results indicated the SMI population was classically "underserved." Few alternatives to a state inpatient hospital were being utilized. A policy change in SMI care was inst...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1023/a:1020578311537
更新日期：1999-08-01 00:00:00
abstract：:In recent years, human activity recognition from body sensor data or wearable sensor data has become a considerable research attention from academia and health industry. This research can be useful for various e-health applications such as monitoring elderly and physical impaired people at Smart home to improve their ...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/s10916-018-0948-z
更新日期：2018-04-16 00:00:00
abstract：:Cardiovascular disease is the leading cause of death in the world, and its early detection is a key to improving long-term health outcomes. The auscultation of the heart is still an important method in the medical process because it is very simple and cheap. To detect possible heart anomalies at an early stage, an aut...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/s10916-019-1286-5
更新日期：2019-05-06 00:00:00
abstract：:This study evaluates trends in efficiency among American hospital markets. A total of 6010 hospitals were identified for use in the analysis from the American Hospital Association's Annual Surveys for 1989 and 1993. Using data envelopment analysis (DEA), a longitudinal study of hospital efficiency was conducted on all...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1023/a:1020585118381
更新日期：1999-04-01 00:00:00
abstract：:It is often impossible to determine the presence of the fetal QRS waves from leads on the maternal abdomen because the amplitude is small or noise interferes. Yet, clinically, confirmation is highly necessary. Clinicians face a great difficulty when the fetal QRS waves are not identifiable: when, for example, they are...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/BF00992433
更新日期：1986-08-01 00:00:00
abstract：:In recent decades the understanding of the diagnosis and treatment of community acquired pneumonia (CAP) has increased within the medical scientific community. The challenge remains how best to disseminate new information to the practicing clinician to facilitate improved outcomes and cost-effective care. To accomplis...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1023/a:1005544309314
更新日期：2000-10-01 00:00:00
abstract：:We studied the survival rates and the prognostic variables that corresponded to death during hospitalization in 312 AIDS CDC group IV patients in São Paulo. Discriminant analysis proved to be a good tool to perform the exploratory data analysis that guided the survival analysis groups. It selected nine variables that ...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/BF00996941
更新日期：1993-08-01 00:00:00
abstract：:Virtual Reality is becoming widespread in our society within very different areas, from industry to entertainment. It has many advantages in education as well, since it allows visualizing almost any object or going anywhere in a unique way. We will be focusing on medical education, and more specifically anatomy, where...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/s10916-017-0723-6
更新日期：2017-05-01 00:00:00
abstract：:Curve and surface thinning are widely-used skeletonization techniques for modeling objects in three dimensions. In the case of disordered porous media analysis, however, neither is really efficient since the internal geometry of the object is usually composed of both rod and plate shapes. This paper presents an altern...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/s10916-010-9495-y
更新日期：2012-04-01 00:00:00
abstract：:The current research aimed to analyze psychophysiological, body composition, biomechanical and autonomic modifications in an ultraendurance mountain race. We analyzed 11 finisher voluntary athletes that participated in a 51.2 km ultraendurance mountain race. We measured before and after the mountain ultraendurance eve...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/s10916-017-0889-y
更新日期：2018-01-05 00:00:00
abstract：:Although careful planning of surgical approach is a key for success of surgery, conventional planning and simulation tools cannot support detailed discussion. This issue is derived from the difficulty of estimating complex physical behavior of soft tissues provided by a series of surgical procedures like cutting and d...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/s10916-006-9021-4
更新日期：2006-10-01 00:00:00
abstract：:Attention Deficit Hyperactivity Disorder (ADHD) is a brain disorder marked by an ongoing pattern of inattention and/or hyperactivity-impulsivity that affects with development or functioning. It affects 3-5% of all American and European children. The objective of this paper is to develop and test a dual system for the ...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/s10916-017-0757-9
更新日期：2017-07-01 00:00:00
abstract：:Radiology tests, such as MRI, CT-scan, X-ray and ultrasound, are cost intensive and insurance pre-approvals are necessary to get reimbursement. In some cases, tests may be denied for payments by insurance companies due to lack of pre-approvals, inaccurate or missing necessary information. This can lead to substantial ...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/s10916-009-9366-6
更新日期：2011-06-01 00:00:00
abstract：:This paper describes the development of statistical classifiers to help diagnose meningococcal meningitis, i.e. the most sever, infectious and deadliest type of this disease. The goal is to find a mechanism able to determine whether a patient has this type of meningitis from a set of symptoms that can be directly obse...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/s10916-017-0785-5
更新日期：2017-08-11 00:00:00
abstract：:As changes in the medical environment and policies on national health insurance coverage have triggered tremendous impacts on the business performance and financial management of medical institutions, effective management becomes increasingly crucial for hospitals to enhance competitiveness and to strive for sustainab...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/s10916-010-9598-5
更新日期：2011-10-01 00:00:00
abstract：:Although theoretical studies on Anesthesia Information Management Systems (AIMS) have proved their benefits, much less attention has been paid to researching the actual adoption of AIMS. Only a few studies from the USA and Western Europe have been published up to now. The purpose of this article is to assess the adopt...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/s10916-020-1545-5
更新日期：2020-02-19 00:00:00
abstract：:Preparatory sensory information (PSI) has been found to have significant effects in reducing distress, tension, restlessness, negative moods, and anxiety, and also in reducing length of postoperative hospitalization during various threatening medical events, but no evidence has demonstrated the effect of PSI on a pati...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1023/a:1021869112673
更新日期：2003-04-01 00:00:00
abstract：:Employing software engineering to build an integrated, standardized, and scalable solution is closely associated with the healthcare domain. Furthermore, new diagnostic techniques have been developed to obtain better results in less time, saving costs, and bringing services closer to the most unprotected areas. This p...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/s10916-020-01575-w
更新日期：2020-04-22 00:00:00
abstract：:Decision support systems (DSSs) which are able to automatically supervise and control physical exercise training of patients affected by chronic obstructive pulmonary disease (COPD) are regarded as a novel method to promote rehabilitation. The objective of our research work for this paper was to evaluate the feasibili...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/s10916-014-0150-x
更新日期：2015-01-01 00:00:00
abstract：:In recent years interest in the application of Wireless Body Area Network (WBAN) for patient monitoring applications has grown significantly. A WBAN can be used to develop patient monitoring systems which offer flexibility to medical staff and mobility to patients. Patients monitoring could involve a range of activiti...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/s10916-010-9605-x
更新日期：2012-06-01 00:00:00
abstract：:Due to frequent occurrences of information security event, the secure cryptographic techniques have attracted much attention in recent years. Image sharing is a secure and fault-tolerant method for protecting digital images, which can reduce the risk of information loss. In this paper, a new visual sharing method is p...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/s10916-012-9900-9
更新日期：2013-02-01 00:00:00
abstract：:Modern medical systems undertaking the task of surveillance of patients are safety-critical systems steered by software. Such systems will bring man's life into hazard if they fail to meet patients' requirements; so, adequate reliability of the algorithms and computations used by software of such systems is a matter o...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/s10916-010-9547-3
更新日期：2012-04-01 00:00:00
abstract：:Millions of people are diagnosed every year with a chest disease in the world. Chronic obstructive pulmonary and pneumonia diseases are two of the most important chest diseases. And these are very common illnesses in Turkey. In this paper, a comparative study on chronic obstructive pulmonary and pneumonia diseases dia...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/s10916-008-9209-x
更新日期：2009-12-01 00:00:00
abstract：:Medical Markup Language (MML) is a standard for the exchange of medical data among different medical institutions. It was developed in Japan in 1995. Since version 2.21, MML has used eXtensible Markup Language (XML) as a meta-language. The latest version, 3.0, conforms to HL7 Clinical Document Architecture (CDA) and c...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/s10916-005-6111-7
更新日期：2005-10-01 00:00:00
