Abstract：
:Decision tree induction, as well as other inductive learning methods, requires training data of high quality to be able to generate accurate and reliable classification models. Example cases should form a representative sample from the application area, and the attributes used to describe example cases should be relevant and adequate for the classification task to be solved. In this paper, measures of the strength of association and an entropy-based approach have been used to assess the quality of the training data. Studied classification tasks related to three otological data sets: a conscript data set, a vertigo data set, and a postoperative nausea and vomiting data set. The paper suggests that the studied approaches give some guidelines about the quality of the training data, but other approaches are also needed to guide training data building.
journal_name
J Med Systjournal_title
Journal of medical systemsauthors
Viikki K,Juhola M,Pyykkö I,Honkavaara Pdoi
10.1023/a:1005624715089subject
Has Abstractpub_date
2001-04-01 00:00:00pages
133-44issue
2eissn
0148-5598issn
1573-689Xjournal_volume
25pub_type
杂志文章abstract：:In this study, it is aimed to determine the degree of the development in emotional expression of full face transplant patients from photographs. Hence, a rehabilitation process can be planned according to the determination of degrees as a later work. As envisaged, in full face transplant cases, the determination of ex...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/s10916-018-0895-8
更新日期：2018-01-20 00:00:00
abstract：:A new fuzzy adaptive median filter is presented for the noise reduction of magnetic resonance images corrupted with heavy impulse (salt and pepper) noise. In this paper, we have proposed a Fuzzy Adaptive Median Filter with Adaptive Membership Parameters (FAMFAMP) for removing highly corrupted salt and pepper noise, wi...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/s10916-008-9127-y
更新日期：2008-06-01 00:00:00
abstract：:This study investigates the feasibility of cardiopulmonary coupling (CPC) using home sleep monitoring system. We have designed a system to measure respiratory signals and normal-to-normal (NN) interval series in a non-contact based on air mattress. Then, CPC analysis was conducted using extracted respiratory signals a...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/s10916-017-0824-2
更新日期：2017-09-26 00:00:00
abstract：:Cardiovascular disease is the first cause of death and disease and one of the leading causes of disability in developed countries. The prevalence of this disease is expected to increase in coming years although the death rate may be lower due to better treatment. To present the design and development of a technology s...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/s10916-017-0840-2
更新日期：2017-10-26 00:00:00
abstract：:Medication error can easily cause serious health damage to inpatients in hospital. Consequently, the whole society has to spend huge amount of extra resources for additional therapies and medication on those affected inpatients. In order to prevent medication errors, secure inpatient medication administration system i...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/s10916-011-9753-7
更新日期：2012-10-01 00:00:00
abstract：:An experiment is described in which a significant part of the INTERNIST knowledge base for diagnosis in internal medicine is translated into an EXPERT model. INTERNIST employs the largest and broadest knowledge base of all the medical consultation systems that have been developed in recent years. EXPERT is a general s...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/BF00994119
更新日期：1982-02-01 00:00:00
abstract：:Pathological brain detection has made notable stride in the past years, as a consequence many pathological brain detection systems (PBDSs) have been proposed. But, the accuracy of these systems still needs significant improvement in order to meet the necessity of real world diagnostic situations. In this paper, an eff...
journal_title：Journal of medical systems
pub_type： 杂志文章
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更新日期：2017-12-07 00:00:00
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journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/BF00999166
更新日期：1991-08-01 00:00:00
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journal_title：Journal of medical systems
pub_type： 杂志文章
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abstract：:Nuclei detection in histology images is an essential part of computer aided diagnosis of cancers and tumors. It is a challenging task due to diverse and complicated structures of cells. In this work, we present an automated technique for detection of cellular nuclei in hematoxylin and eosin stained histopathology imag...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/s10916-017-0863-8
更新日期：2017-11-21 00:00:00
abstract：:Blast-induced neurotrauma (BINT) is a common injury associated with the present military conflicts. Exposure to the shock-wave produced from exploding ordnances leads to significant neurological deficits throughout the brain and spinal cord. Prevention and treatment of this injury requires an appropriate understanding...
journal_title：Journal of medical systems
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更新日期：2011-10-01 00:00:00
abstract：:Distinguishing between awake and anesthetized states is one of the important problems in surgery. Vital signals contain valuable information that can be used in prediction of different levels of anesthesia. Some monitors based on electroencephalogram (EEG) such as the Bispectral (BIS) index have been proposed in recen...
journal_title：Journal of medical systems
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更新日期：2016-01-01 00:00:00
abstract：:Computer-assisted instruction holds promise for individualizing continuing education programs. This article describes how staff nurse educators are taught how to use the principles of instructional design to write clinical nursing simulations. At the conclusion of a 15-hour workshop participants have written, programm...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/BF00993120
更新日期：1986-04-01 00:00:00
abstract：:In this paper, a comprehensive review of articles published between 1997 and 2011 in the Journal of Medical Systems (JMS) on RFID technology is presented. A total of 22 papers are analyzed using a classification framework that has three dimensions: RFID-enabled healthcare applications, RFID-enabled healthcare issues, ...
journal_title：Journal of medical systems
pub_type： 杂志文章,评审
doi：10.1007/s10916-011-9807-x
更新日期：2012-12-01 00:00:00
abstract：:As massive collections of digital health data are becoming available, the opportunities for large-scale automated analysis increase. In particular, the widespread collection of detailed health information is expected to help realize a vision of evidence-based public health and patient-centric health care. Within such ...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/s10916-011-9685-2
更新日期：2011-10-01 00:00:00
abstract：:Mobile telephone systems using radio waves with very low power outputs rarely interfere with electronic medical equipment, which allows them to be safely installed in hospitals. The Personal Handy-phone System, PHS, which was developed and is widely used in Japan, is one such system. It has many useful functions inclu...
journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1023/a:1005528912346
更新日期：2000-04-01 00:00:00
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journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1023/a:1021013313813
更新日期：2003-02-01 00:00:00
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journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/s10916-010-9537-5
更新日期：2012-04-01 00:00:00
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journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/s10916-019-1265-x
更新日期：2019-05-22 00:00:00
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journal_title：Journal of medical systems
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journal_title：Journal of medical systems
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更新日期：2012-04-01 00:00:00
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journal_title：Journal of medical systems
pub_type： 杂志文章
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更新日期：2018-05-04 00:00:00
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journal_title：Journal of medical systems
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更新日期：2017-04-01 00:00:00
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journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/s10916-013-9954-3
更新日期：2013-08-01 00:00:00
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journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/s10916-017-0870-9
更新日期：2017-11-25 00:00:00
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journal_title：Journal of medical systems
pub_type： 杂志文章
doi：
更新日期：1984-12-01 00:00:00
abstract：:In a longitudinal panel study design, 80 hospitals in Virginia were selected for analysis to test the hypothesis that the introduction of the prospective payment system (PPS) in October 1983 had helped hospitals enhance their operational performance in technical efficiency. A non-parametric method called Data Envelopm...
journal_title：Journal of medical systems
pub_type： 杂志文章,多中心研究
doi：10.1023/a:1005542324990
更新日期：2000-06-01 00:00:00
abstract：:Education in biomedical and health informatics (BMHI) has been established in many countries throughout the world. For degree programs in BMHI we can distinguish between those that are completely stand-alone or dedicated to the discipline vs. those that are integrated within another program. After running integrated d...
journal_title：Journal of medical systems
pub_type： 杂志文章
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更新日期：2017-07-01 00:00:00
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journal_title：Journal of medical systems
pub_type： 杂志文章
doi：10.1007/s10916-011-9766-2
更新日期：2012-10-01 00:00:00
