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Loopy belief propagation for approximate inference: An empirical study. In:

by Kevin P Murphy , Yair Weiss , Michael I Jordan - Proceedings of Uncertainty in AI, , 1999
"... Abstract Recently, researchers have demonstrated that "loopy belief propagation" -the use of Pearl's polytree algorithm in a Bayesian network with loops -can perform well in the context of error-correcting codes. The most dramatic instance of this is the near Shannon-limit performanc ..."
Abstract - Cited by 676 (15 self) - Add to MetaCart
the parents of each symptom were a random subset of the diseases. terior marginals of all other nodes. Again we found that loopy belief propagation always converged with the average number of iterations equal to 14.55. The results presented up until now show that loopy propagation performs well for a variety

Modeling the Symptom-Disease Relationship by Using Rough Set Theory and Formal Concept Analysis

by Mert Bal, Hayri Sever, Oya Kalıpsız
"... sophisticated, intelligent systems that can provide inference due to lack of information and uncertainty. In such systems, to model the uncertainty various soft computing methods such as Bayesian networks, rough sets, artificial neural networks, fuzzy logic, inductive logic programming and genetic a ..."
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algorithms and hybrid methods that formed from the combination of the few mentioned methods are used. In this study, symptom-disease relationships are presented by a framework which is modeled with a formal concept analysis and theory, as diseases, objects and attributes of symptoms. After a concept lattice

Modeling the Symptom-Disease Relationship by Using Rough Set Theory and Formal Concept Analysis

by unknown authors
"... sophisticated, intelligent systems that can provide inference due to lack of information and uncertainty. In such systems, to model the uncertainty various soft computing methods such as Bayesian networks, rough sets, artificial neural networks, fuzzy logic, inductive logic programming and genetic a ..."
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algorithms and hybrid methods that formed from the combination of the few mentioned methods are used. In this study, symptom-disease relationships are presented by a framework which is modeled with a formal concept analysis and theory, as diseases, objects and attributes of symptoms. After a concept lattice

Symptoms

by Multidisciplinary Teams
"... The european parkinson’s disease sTandards of ..."
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The european parkinson’s disease sTandards of

Symptoms

by Medically Unexplained (somatic Symp
"... toms (MUS) refer to symptoms that are disproportionate to identifiable physical disease. The various terms that have been ..."
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toms (MUS) refer to symptoms that are disproportionate to identifiable physical disease. The various terms that have been

Symptoms

by unknown authors , 2008
"... Basal glume rot is a bacterial disease frequent in areas where high humidity conditions prevail at heading. The pathogen is seed born and is also naturally occurring on the plant surface (epiphyte). Controlling moisture at heading is the key to controlling the disease. ..."
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Basal glume rot is a bacterial disease frequent in areas where high humidity conditions prevail at heading. The pathogen is seed born and is also naturally occurring on the plant surface (epiphyte). Controlling moisture at heading is the key to controlling the disease.

Ageing and Parkinson's Disease: substantia nigra regional selectivity

by Julian M. Fearnley, Andrew J. Lees - Brain , 1991
"... The micro-architecture of the substantia nigra was studied in control cases of varying age and patients with parkinsonism. A single 7 p section stained with haematoxylin and eosin was examined at a specific level within the caudal nigra using strict criteria. The pars compacts was divided into a ven ..."
Abstract - Cited by 196 (0 self) - Add to MetaCart
spared (2.1 % loss per decade) compared with the medial ventral tier (5.4%) and the dorsal tier (6.9%). In 20 Parkinson's disease (PD) cases of varying disease duration there was an exponential loss of pigmented neurons with a 45 % loss in the first decade. Regionally, the pattern was opposite

Symptom

by Autosomal Recessive
"... Genetic Information Not a rare disease but incidence is unknown. No known population at increased risk. ETF alpha subunit: 15q23-25 ETF beta subunit 19q13.3 No known common mutations. OMIM # *231680; *130410; *231675; #231680 ..."
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Genetic Information Not a rare disease but incidence is unknown. No known population at increased risk. ETF alpha subunit: 15q23-25 ETF beta subunit 19q13.3 No known common mutations. OMIM # *231680; *130410; *231675; #231680

Symptoms

by Bonnie Mccall Senior
"... Quaking aspens, Populus tremuloides, are a widely used tree by many homeowners and professional landscapers. Aspens are fast growing and their ornamental beauty is sought after because of their white bark and leaves that shimmer and flutter in the slightest breeze. Unfortunately, aspens are prone to ..."
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to disease problems and as landscape maintenance professionals, it is important to recognize and be able to diagnose common problems associated with aspens. This report will address a problem commonly referred to as “black leaf spot ” on quaking aspens.

Symptoms

by Wheat Diseases D. Schultz, Tan Spotplpa-cit , 2013
"... Citrus Leprosis is a viral disease transmitted by a vector, the mite Brevipalpus spp, by feeding. The infection starts at the vector’s feeding site, and spreads to the surrounding areas, but remains localized. Symptoms can be found on leaves, fruits, and stems (Fig. 1 & 2). Lesions on leaves and ..."
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Citrus Leprosis is a viral disease transmitted by a vector, the mite Brevipalpus spp, by feeding. The infection starts at the vector’s feeding site, and spreads to the surrounding areas, but remains localized. Symptoms can be found on leaves, fruits, and stems (Fig. 1 & 2). Lesions on leaves
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