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| 1 | Relation Classification via Recurrent Neural Network with Attention and Tensor Layers显示文摘Relation classification is a crucial component in many Natural Language Processing(NLP) systems. In this paper, we propose a novel bidirectional recurrent neural network architecture(using Long Short-Term Memory,LSTM, cells) for relation classification, with an attention layer for organizing the context information on the word level and a tensor layer for detecting complex connections between two entities. The above two feature extraction operations are based on the LSTM networks and use their outputs. Our model allows end-to-end learning from the raw sentences in the dataset, without trimming or reconstructing them. Experiments on the SemEval-2010 Task 8dataset show that our model outperforms most state-of-the-art methods. | Runyan Zhang Fanrong Meng Yong Zhou Bing Liu | 2018 | Big Data Mining and Analytics2018，1，3： | 9 |
| 2 | Laser patterning for the study of MSC cardiogenic differentiation at the single-cell level显示文摘Mesenchymal stem cells(MSCs)have been cited as contributors to heart repair through cardiogenic differentiation and multiple cellular interactions,including the paracrine effect,cell fusion,and mechanical and electrical couplings.Due to heart–muscle complexity,progress in the development of knowledge concerning the role of MSCs in cardiac repair is heavily based on MSC–cardiomyocyte coculture.In conventional coculture systems,however,the in vivo cardiac muscle structure,in which rod-shaped cells are connected end-to-end,is not sustained;instead,irregularly shaped cells spread randomly,resulting in randomly distributed cell junctions.Consequently,contact-mediated cell–cell interactions(e.g.,the electrical triggering signal and the mechanical contraction wave that propagate through MSC–cardiomyocyte junctions)occur randomly.Thus,the data generated on the beneficial effects of MSCs may be irrelevant to in vivo biological processes.In this study,we explored whether cardiomyocyte alignment,the most important phenotype,is relevant to stem cell cardiogenic differentiation.Here,we report(i)the construction of a laser-patterned,biochip-based,stem cell–cardiomyocyte coculture model with controlled cell alignment;and(ii)single-cell-level data on stem cell cardiogenic differentiation under in vivo-like cardiomyocyte alignment conditions. | Zhen Ma Qiuying Liu Huaxiao Yang Raymond B Runyan Carol A Eisenberg Meifeng Xu Thomas K Borg Roger Markwald Yifei Wang Bruce Z Gao | 2013 | Light(Science & Applications)2013，2，1： | 2 |
| 3 | Channel relationship factors in cross-cultural contexts: Antecedents of satisfaction in a retail setting显示文摘 | Rodney C. Runyan Brenda Sternquist Jae-Eun Chung | 2009 | Journal of Business Research2009，，11： | 1 |
| 4 | Transforming growth factor beta signaling in adult cardiovas- cular diseases and repair显示文摘 | DOETSCHMAN T BARNETT J V RUNYAN R B | 2012 | Cell Tissue Res2012，347，1： | 1 |
| 5 | The phosphatidylinositol 3 kinase/ Akt pathway enhances Smad3 stimulated mesangial cell collagen I expression in response to transforming growth factor betal显示文摘 | RUNYAN C E SCHNAPER H W PONCELET A C | 2004 | J Biol Chem2004，279，4： | 1 |
| 6 | The effect of plasma treated polyethylene fiber on the fracture strength of polymethyl methaerylate显示文摘 | Ramols V Jr Runyan DA Christensen LC | 2001 | J Prosthet Dent2001，81，1： | 1 |
| 7 | Identification of child maltreatment with the parent-child conflict tactics scales:Development and psychometric data for a national sample of American parents显示文摘 | Straus MA Hamby SL Finkelhor D Moore DW Runyan D | | 0，，： | 1 |
| 8 | Role of SARA (SMAD anchor for receptor activation ) in maintenance of epithelial cell phenotype 显示文摘 | Runyan CE Hayashida T Hubchak S | 2009 | J Biol Chem2009，284，25： | 1 |
| 9 | An investigation on effect of certain types of structural nonlinearities on wing ann control surface flutter显示文摘 | Woolston D S Runyan H L Andrews R E | 1957 | Journal of the Aeronautical Sciences1957，24，： | 1 |
| 10 | The effect of plasm a-treated polyethylene fiber on the fracture strength of polym ethylm ethacrylate显示文摘 | Ramols VJ Runyan DA Christensen CC | 2001 | J Prosthet Dent2001，81，1： | 1 |
| 11 | Effects of Welding Parameters on Seam Strength of Thermoplastic Polyolefin TPO Roofing Membranes 显示文摘 | Simmons TR Runyan D Liu KK | 1999 | Proceedings of the North American Conference on Roofing Technology1999，，： | 1 |
| 12 | A Categorization of Small Retailer Research Streams: What Does It Portend for Future Research?显示文摘 | RODNEY C RUNYAN CORNELIA DROGE | 2008 | Journal of Retailing2008，84，1： | 1 |
| 13 | Vitrectomy for perforating eye injuries from shotgun pellets显示文摘 | Alfaro DV Tran VT Runyan T | 1992 | Am J Ophthalmol1992，114，： | 1 |
| 14 | The effect of plasma-treated polyethylene fiber on the fracture strength of polymethyl methacrylate显示文摘 | Ramols VJ Runyan DA Christenaen CC | | 0，，01： | 1 |
| 15 | Ecology and Tourism显示文摘 | Farrell B H D Runyan | 1991 | Annals of Tourism Research1991，18，1： | 1 |
| 16 | Vitrectomy for perforating eye in- juries from shotgun pellets显示文摘 | Alfaro DV TranVT Runyan T | 1992 | Am J Ophthalmol1992，114，1： | 1 |
| 17 | Endoglin and Alk5 regulate epithelial - mesenchymal transformation during cardiac valve formation 显示文摘 | MERCADO- PIMENTEL M E HUBBARD A D RUNYAN R B | 2007 | Dev Biol2007，304，1： | 1 |
| 18 | Division and subtraction by distinct cortical inhibitory networks in vivo显示文摘 | Wilson N R Runyan C A Wang F L | 2012 | Nature2012，488，7411： | 1 |
| 19 | Soy isoflavones radiosensitize lung cancer while mitigating normal tissue injury显示文摘 | Hillman GG Singh-Gupta V Runyan L | 2011 | Radiother Oncol2011，101，2： | 1 |
| 20 | Statement on hypertension in diabetes显示文摘 | Runyan JW Anderson TM Bild D | 1987 | Diabetes care1987，10，： | 1 |
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