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| 1 | Adversarial Learning for Distant Supervised Relation Extraction显示文摘Recently,many researchers have concentrated on using neural networks to learn features for Distant Supervised Relation Extraction(DSRE).These approaches generally use a softmax classifier with cross-entropy loss,which inevitably brings the noise of artificial class NA into classification process.To address the shortcoming,the classifier with ranking loss is employed to DSRE.Uniformly randomly selecting a relation or heuristically selecting the highest score among all incorrect relations are two common methods for generating a negative class in the ranking loss function.However,the majority of the generated negative class can be easily discriminated from positive class and will contribute little towards the training.Inspired by Generative Adversarial Networks(GANs),we use a neural network as the negative class generator to assist the training of our desired model,which acts as the discriminator in GANs.Through the alternating optimization of generator and discriminator,the generator is learning to produce more and more discriminable negative classes and the discriminator has to become better as well.This framework is independent of the concrete form of generator and discriminator.In this paper,we use a two layers fully-connected neural network as the generator and the Piecewise Convolutional Neural Networks(PCNNs)as the discriminator.Experiment results show that our proposed GAN-based method is effective and performs better than state-of-the-art methods. | Daojian Zeng Yuan Dai Feng Li R.Simon Sherratt Jin Wang | 2018 | Computers, Materials & Continua2018，，4： | 4 |
| 2 | Optimal Coverage Multi-Path Scheduling Scheme with Multiple Mobile Sinks for WSNs显示文摘Wireless Sensor Networks(WSNs)are usually formed with many tiny sensors which are randomly deployed within sensing field for target monitoring.These sensors can transmit their monitored data to the sink in a multi-hop communication manner.However,the‘hot spots’problem will be caused since nodes near sink will consume more energy during forwarding.Recently,mobile sink based technology provides an alternative solution for the long-distance communication and sensor nodes only need to use single hop communication to the mobile sink during data transmission.Even though it is difficult to consider many network metrics such as sensor position,residual energy and coverage rate etc.,it is still very important to schedule a reasonable moving trajectory for the mobile sink.In this paper,a novel trajectory scheduling method based on coverage rate for multiple mobile sinks(TSCR-M)is presented especially for large-scale WSNs.An improved particle swarm optimization(PSO)combined with mutation operator is introduced to search the parking positions with optimal coverage rate.Then the genetic algorithm(GA)is adopted to schedule the moving trajectory for multiple mobile sinks.Extensive simulations are performed to validate the performance of our proposed method. | Jin Wang Yu Gao Chang Zhou R.Simon Sherratt Lei Wang | 2020 | Computers, Materials & Continua2020，，2： | 3 |
| 3 | Does defensive posture increase mimetic fidelity of caterpillars with eyespots to their putative snake models?显示文摘 | Thomas John HOSSIE Thomas N. SHERRATT | 2014 | Current Zoology2014，60，1： | 2 |
| 4 | An investigation of the differential performance of clones of the aphid Sitobion avenae on two host species显示文摘 | BARRO PJ de SHERRATT T N DAVID O | 1995 | Oecologia1995，104，3： | 1 |
| 5 | Elastic fibres显示文摘 | Sherratt MJ Shuttleworth CA | 2002 | J Cell Sci2002，115，： | 1 |
| 6 | Cells behaving badly:a theoretical model for the Fas/FasL system in tumour immunology显示文摘 | Webb SD Sherratt JA Fish RG | 2002 | Math Biosci2002，179，2： | 1 |
| 7 | A Dual QPSK Soft - demapper for Multiband OFDM exploiting Time - Domain Spreading and Guard Interval Diversity 显示文摘 | Sherratt R S Yang R | 2007 | IEEE Transactions on Consumer Electronics2007，53，1： | 1 |
| 8 | Regulatory mechanisms controlling gene expression mediated by the antioxidant response element显示文摘 | Nguyen T Sherratt PJ Pickett CB | 2003 | Annu Rev Pharmacol Toxicol2003，43，： | 1 |
| 9 | The carboxy-terminal Neh3 domain of Nrf2 is required for transcriptional activation 显示文摘 | Nioi P Nguyen T Sherratt PJ | 2005 | Mol Cell Biol2005，25，10： | 1 |
| 10 | The carboxy-terminal Neh3 domain of Nrf2 is required for transcriptional activation 显示文摘 | Nioi P Nguyen T Sherratt PJ | 2005 | Mol Cell Biol2005，25，10： | 1 |
| 11 | Dystrophin in frameshift deletion patients with Becker muscular dystrophy 显示文摘 | Gangopadhyay SB Sherratt TG Heckmatt JZ | 1992 | Am J Hum Genet1992，51，3： | 1 |
| 12 | Elastic fibres显示文摘 | Kielty CM Sherratt MJ Shuttleworth CA | | 0，，14： | 1 |
| 13 | A metapopulation approach to modeling the long-term impact of pesticides on ivertebrates显示文摘 | Sherratt T N | 1993 | J Appl Ecol1993，30，： | 1 |
| 14 | Models to assist the evaluation of the impact of avermectins on dung insect populations显示文摘 | SHERRATT T N MACDOUGALL A D WRATTEN S D | 1998 | Ecological Modelling1998，110，2： | 1 |
| 15 | The carboxy-terminal Neh3 domain of Nrf2 is required for transcriptional activation 显示文摘 | Nioi P Nguyen T Sherratt PJ | 2005 | Mol Cell Biol2005，25，10： | 1 |
| 16 | Nrf2 controls constitutive and inducible expression of ARE-driven genes through a dynamic pathway involving nucleocytoplasmic shuttling by Keapl显示文摘 | Nguyen T Sherratt PJ Nioi P | 2005 | J Biol Chem2005，280，32： | 1 |
| 17 | Regulatory mechanisms controlling gene expression mediated by the antloxidant response element显示文摘 | Nguyen T Sherratt P J Pickett C B | 2003 | Annu Rev Pharmacol Taxicol2003，43，： | 1 |
| 18 | Nrf2 controls constitutive and inducible expression of ARE-driven genes through a dynamic pathway involving nucleocytoplasmic shuttling by Keapl 显示文摘 | Nguyen T Sherratt PJ Nioi P | 2005 | J Biol Chem2005，280，32： | 1 |
| 19 | Regulatory mechanisms controlling gene expression mediated by the antioxidant response element 显示文摘 | Nguyen T Sherratt PJ Pickett CB | 2003 | Annu Rev Pharmacol Toxicol2003，43，： | 1 |
| 20 | Applying elastic fibre biology in vascular tissue engineering显示文摘 | Kielty CM Stephan S Sherratt MJ | 2008 | Philos Trans R Soc Lond B Biol Sci2008，362，1484： | 1 |
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