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| 1 | Deep learning approach for microarray cancer data classification显示文摘Analysis of microarray data is a highly challenging problem due to the inherent complexity in the nature of the data associated with higher dimensionality,smaller sample size,imbalanced number of classes,noisy data-structure,and higher variance of feature values.This has led to lesser classification accuracy and over-fitting problem.In this work,the authors aimed to develop a deep feedforward method to classify the given microarray cancer data into a set of classes for subsequent diagnosis purposes.They have used a 7-layer deep neural network architecture having various parameters for each dataset.The small sample size and dimensionality problems are addressed by considering a well-known dimensionality reduction technique namely principal component analysis.The feature values are scaled using the Min-Max approach and the proposed approach is validated on eight standard microarray cancer datasets.To measure the loss,a binary cross-entropy is used and adaptive moment estimation is considered for optimisation.The performance of the proposed approach is evaluated using classification accuracy,precision,recall,f-measure,log-loss,receiver operating characteristic curve,and confusion matrix.A comparative analysis with state-of-the-art methods is carried out and the performance of the proposed approach exhibit better performance than many of the existing methods. | Hema Shekar Basavegowda Guesh Dagnew | 2020 | CAAI Transactions on Intelligence Technology2020，5，1： | 3 |
| 2 | Large sphenoid wing meningiomas involving the cavernous sinus:conservative surgical strategies for better functional outcomes显示文摘 | ABDEL-AZIZ K M FROELICH S C DAGNEW E | 2004 | Neurosurgery2004，54，6： | 1 |
| 3 | Large sphenoid wing meningiomas involving the cavernous sinus:conservative surgical strategies for better functional outcomes显示文摘 | Abdel-Aziz KM Froelieh SC Dagnew E | 2004 | Neurosurg2004，54，6： | 1 |
| 4 | Large Sphenoid wing meningiomas involving the cavernous sinus: conservative surgical strategies for better functional outcomes 显示文摘 | Abdel-Aziz KM Froelich SC Dagnew E | 2004 | Neurosurgery2004，54，6： | 1 |
| 5 | Acute foramen magnum syndrome caused by an acquired chiarimalform ation after lumbardrainage of cerebrospinal fiuid: report of three cases 显示文摘 | Dagnew E van Loveren H R Tew J M | 2002 | Neurosurgert2002，51，3： | 1 |
| 6 | Clinical experience with a shared-resource,intraoperative magnetic resonance imaging center for resection of intracranial neoplasms 显示文摘 | McPherson CM Bohinski RJ Dagnew E | 2002 | Tech Neurosurg2002，7，4： | 1 |
| 7 | Large sphe-noid wing meningiomas involving the cavernous sinus:con-servative surgical strategies for better functional outcomes显示文摘 | Abdel-Aziz KM Froelieh SC Dagnew E | 2004 | Neurosurgery2004，54，6： | 1 |
| 8 | Papillary tumors of the pineal region: case report 显示文摘 | Dagnew E Langford LA Lang FF | 2007 | Neurosurgery2007，60，5： | 1 |
| 9 | Acute Foramen Magnum Syndrome Caused by an Acquired Chiari Malformation after Lumbar Drainage of Cerebrospinal Fluid: Report of Three Cases显示文摘 | Elias Dagnew Harry R. van Loveren John M. Tew | 2002 | Neurosurgery2002，，3： | 1 |
| 10 | Large sphe noid wing meningiomas involving the cavernous sinus: conser vative surgical strategies for better functional out-comes 显示文摘 | Abdel-Aziz KM Froelich SC Dagnew E | 2004 | Neurosurgery2004，54，6： | 1 |
| 11 | Large sphe- noid wing meningiomas involving the cavernous sinus: con- servative surgical strategies for better functional outcomes 显示文摘 | Abdcl-aziz KM Froclich SC Dagnew E | 2004 | Neurosurgery2004，54，6： | 1 |
| 12 | Variation in reported neonatal group B streptococcal disease incidence in developing countries显示文摘 | Dagnew AF Cunnington MC Dube Q | | 0，，01： | 1 |
| 13 | Large sphenoi dwing meningiomas involving the cavernous sinus:conservative surgical strategies for better functional outcomes显示文摘 | FROELICH S C DAGNEW E | 2004 | Neurosurgery2004，54，6： | 1 |
| 14 | Large sphenoid wing meningio mas involving the cavernous sinus: conservative sur- gical strategies for better functional out comes 显示文摘 | Abdel Aziz KM Froelich SC Dagnew E | 2004 | Neurosurgery2004，54，6： | 1 |
| 15 | Tumor resection in a shared-resource magnetic resonance operating room:experience at the University of Cincinnati显示文摘 | Bohinski RJ Dagnew E | 2003 | Acta Neurochirurgica-Supplement2003，85，： | 1 |
| 16 | Facial nerve neuromas:report of 10 cases and review of the liter ature显示文摘 | Sherman JD Dagnew E Pensak ML | 2002 | Neurosurgery2002，50，3： | 1 |
| 17 | Large sphenoid wing meningiomas involving the cavernous sinus: conservative surgical strategies for better functional out- comes 显示文摘 | Abdel-Aziz KM Froelich SC Dagnew E | 2004 | Neurosurgery2004，54，6： | 1 |
| 18 | Large sphenoid wing meningiomas involving the cavernous si nus:conservative surgical strategies for better functional outcomes显示文摘 | Abdelaziz KM Froelich SC Dagnew E | 2004 | Neurosurgery2004，54，6： | 1 |
| 19 | Large sphenoid wing meningiomas involving the cavernous sinus:conservative surgical strategies for better functional outcomes显示文摘 | Abdel-Aziz KM Froelieh SC Dagnew E | 2004 | Neurosurgery2004，54，6： | 1 |
| 20 | Large sphenoid wing meningiomas involving the cavernous sinus :conservative surgical strategies for better functional outcomes显示文摘 | Abdel-Aziz KM Froelich SC Dagnew E | 2004 | Neurosurgery2004，54，6： | 1 |
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