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German University of Technology in Oman

EducationMuscat, Oman
About: German University of Technology in Oman is a education organization based out in Muscat, Oman. It is known for research contribution in the topics: Geology & Number theory. The organization has 97 authors who have published 280 publications receiving 2897 citations. The organization is also known as: GUtech.


Papers
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Journal ArticleDOI
01 Jul 2010
TL;DR: In this article, support vector machines (SVM) have been used for the diagnosis of type 2 diabetes using an additional explanation module, which turns the "black box" model of an SVM into an intelligible representation of the SVM's diagnostic decision.
Abstract: Diabetes mellitus is a chronic disease and a major public health challenge worldwide. According to the International Diabetes Federation, there are currently 246 million diabetic people worldwide, and this number is expected to rise to 380 million by 2025. Furthermore, 3.8 million deaths are attributable to diabetes complications each year. It has been shown that 80% of type 2 diabetes complications can be prevented or delayed by early identification of people at risk. In this context, several data mining and machine learning methods have been used for the diagnosis, prognosis, and management of diabetes. In this paper, we propose utilizing support vector machines (SVMs) for the diagnosis of diabetes. In particular, we use an additional explanation module, which turns the “black box” model of an SVM into an intelligible representation of the SVM's diagnostic (classification) decision. Results on a real-life diabetes dataset show that intelligible SVMs provide a promising tool for the prediction of diabetes, where a comprehensible ruleset have been generated, with prediction accuracy of 94%, sensitivity of 93%, and specificity of 94%. Furthermore, the extracted rules are medically sound and agree with the outcome of relevant medical studies.

291 citations

Journal ArticleDOI
TL;DR: In this paper, a review of rule extraction from SVM classifiers is presented, and a comparison of the algorithms' salient features and relative performance as measured by a number of metrics is made.

202 citations

Journal ArticleDOI
TL;DR: In this paper, the authors presented the use of beachrock as a coastal deposit suitable for relative sea-level (RSL) observations in the far-field of the former ice sheets, where carbonate saturated meteoric and marine water mix and p CO 2 decreases.

135 citations

Journal ArticleDOI
TL;DR: In this article, a correlation between allochthonous units exposed in the NW Iberian Massif and the southern Armorican Massif is carried out based on lithological associations, structural position, age and geochemistry of protoliths and tectonometamorphic evolution.
Abstract: A correlation between allochthonous units exposed in the NW Iberian Massif and the southern Armorican Massif is carried out based on lithological associations, structural position, age and geochemistry of protoliths and tectonometamorphic evolution. The units on both sides of the Bay of Biscay are grouped into Upper, Middle and Lower allochthons, whereas an underlying allochthonous thrust sheet identified in both massifs is referred to as the Parautochthon. The Lower Allochthon represents a fragment of the outermost edge of Gondwana that underwent continental subduction shortly after the closure of a Palaeozoic ocean which, in turn, is represented by the Middle Allochthon. The latter consists of supra-subduction ophiolites and metasedimentary sequences alternating with basic, mid-ocean ridge basalt (MORB)-type volcanics, with inheritances suggesting the proximity of a continental domain. Seafloor spreading began at the Cambro-Ordovician boundary and oceanic crust was still formed during the Late Devonian, covering the lifetime of the Rheic Ocean, which is possibly represented by the Middle Allochthon. The opening of the oceanic domain was related to pulling apart the peri-Gondwanan continental magmatic arc, which is represented by the Upper Allochthon.

127 citations

Journal ArticleDOI
TL;DR: The COVID-19 brought the global tourism industry to a standstill as mentioned in this paper, and various tourism stakeholders adopted innovative approaches such as virtual tours (VTs) to keep their attractions firmly in...
Abstract: COVID-19 brought the global tourism industry to a standstill. In response, various tourism stakeholders adopted innovative approaches such as virtual tours (VTs) to keep their attractions firmly in...

114 citations


Authors
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Performance
Metrics
No. of papers from the Institution in previous years
YearPapers
20234
202210
202146
202035
201939
201831