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| 1 | Higher-Order Smoothing: A Novel Semantic Smoothing Method for Text Classification显示文摘It is known that latent semantic indexing(LSI) takes advantage of implicit higher-order(or latent) structure in the association of terms and documents. Higher-order relations in LSI capture 'latent semantics'. These findings have inspired a novel Bayesian framework for classification named Higher-Order Naive Bayes(HONB), which was introduced previously, that can explicitly make use of these higher-order relations. In this paper, we present a novel semantic smoothing method named Higher-Order Smoothing(HOS) for the Naive Bayes algorithm. HOS is built on a similar graph based data representation of the HONB which allows semantics in higher-order paths to be exploited. We take the concept one step further in HOS and exploit the relationships between instances of different classes. As a result, we move beyond not only instance boundaries, but also class boundaries to exploit the latent information in higher-order paths. This approach improves the parameter estimation when dealing with insufficient labeled data. Results of our extensive experiments demonstrate the value of HOS on several benchmark datasets. | Mitat Poyraz Zeynep Hilal Kilimci Murat Can Ganiz | 2014 | Journal of Computer Science & Technology2014，29，3： | 2 |
| 2 | Incremental effects of serum uric acid levels,autonomic dysfunction,and low-grade inflammation on nocturhal blood pressure in untreated hypertensive patients and normotensive individuals显示文摘 | Erden M Kocaman SA Poyraz F | | 0，，07： | 1 |
| 3 | A transmission line fault locator based on Elman recurrent networks显示文摘 | EKICI S YILDIRIM S POYRAZ M | 2009 | Applied Soft Computing2009，9，1： | 1 |
| 4 | Mesoporous Co3O4withcontrolled porosity: inverse micelle synthesis and high-performance catalytic CO oxidation at - 60 ℃ 显示文摘 | Song W Poyraz A S Meng Y | 2014 | ChemMater2014，26，： | 1 |
| 5 | Pedunculated solitary fibrous tumors arising from the pleura显示文摘 | Poyraz A Kilic D Hatipoglu A | 2006 | Monaldi Arch Chest Dis2006，65，3： | 1 |
| 6 | Incremental effects of serum uric acid levels,autonomic dysfunction,and low-grade inflammation on nocturnal blood pressure in untreated hypertensive patients and normotensive individuals显示文摘 | ERDEN M KOCAMAN SA POYRAZ F | 2011 | Turk Kardiyol Dern Ars2011，39，7： | 1 |
| 7 | Inverse relationship between serum total bilirubin levels and severity of disease in patients with stable coro- nary artery disease 显示文摘 | Turfan M Duran M Poyraz F | 2013 | Coron Artery Dis2013，24，1： | 1 |
| 8 | Synthesis,characterization and biological evaluation of a novel Cu(Ⅱ) complex with the mixed ligands 2,6-pyridinedicarboxylic acid and 2-aminopyridine显示文摘 | Yenikaya C Poyraz M Sari M | 2009 | Polyhedron2009，28，： | 1 |
| 9 | Pedunculated solitary fibrous tumours arising from the pleura 显示文摘 | Poyraz A Kilic D Hatipoglu A | 2006 | Monaldi Arch Chest Dis2006，65，3： | 1 |
| 10 | Vascular endothelial growth factor in benign and manlignant pleural effusions 显示文摘 | Kaya A Poyraz B Celik G | 2005 | Arch Bronconeumol2005，41，7： | 1 |
| 11 | Pressure andtemperature effects in micro-laser assisted machining (p,-LAM) of silicon carbide 显示文摘 | Shayan A R Poyraz H B Ravindra D Patten J A | 2009 | Transactions NAMRUSME2009，37，： | 1 |
| 12 | Semiquantitative strain elastography of liver masses显示文摘 | Onur MR Poyraz AK Ucak EE | 2012 | J Ultrasound Med2012，31，7： | 1 |
| 13 | Pedunculated solitary fibrous tumours arising from the pleura显示文摘 | Poyraz A Kilic D Hatipoglu A | 2006 | Monaldi Arch Chest Dis2006，65，3： | 1 |
| 14 | A transmission line fault locator based on Elman recurrent networks显示文摘 | Sami Ekici Selcuk Yildirim Mustafa Poyraz | 2008 | Applied Soft Computing Journal2008，，1： | 1 |
| 15 | Peduneulated solitary fibrous tumors arising from the pleura显示文摘 | Poyraz A Kilie D Hatipoglu A | 2006 | Monaldi Arch Chest Dis2006，65，3： | 1 |
| 16 | Clinical reviewof23 patients with tuberculous pertonit is:Presenting features anddiagnosis显示文摘 | Poyraz oglu OK Tim urkaan M Yalniz M | 2008 | J Dig Dis2008，9，3： | 1 |
| 17 | Expression of c-erbB-2oncoprotein in gastric carcinoma correlation with histopathologic characteristics and analysis of Ki-67显示文摘 | Dursun A Poyraz A Celik B | 1999 | Pathol Oncol Res1999，5，2： | 1 |
| 18 | Effect of periodontal treatment on IL-1beta,IL-1ra,and IL-10 levels in gingival crevicular fluid in patients with aggressive periodontitis 显示文摘 | Toker H Poyraz O Eren K | 2008 | J Clin Periodontol2008，35，6： | 1 |
| 19 | Application of Adaptive neuro-fuzzy Inference Sys-tern for Vigilance Level Estimation by Using Wavelet-en- tropy Feature Extraction显示文摘 | ABDUI ASIR YILDIZ MEHME'F AKIN MUSFAFA POYRAZ | 2009 | Expert Systems with Appli- cations2009，36，4： | 1 |
| 20 | Pedunculated solitary fibrous tumors arising from the pleura 显示文摘 | Poyraz A Kilic D Hatipoglu A | 2006 | Monaldi Arch Chest Dis2006，65，： | 1 |
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