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Dual Teaching: A Practical Semi-supervised Wrapper Method [article]

Fuqaing Liu, Chenwei Deng, Fukun Bi, Yiding Yang
2016 arXiv   pre-print
For practical use, this paper proposes a novel semi-supervised wrapper method, Dual Teaching, whose assumptions are easy to set up.  ...  Semi-supervised wrapper methods are concerned with building effective supervised classifiers from partially labeled data.  ...  Comparison with Classical Semi-supervised Wrapper Methods This part compares Dual Teaching (DT) with previous semi-supervised wrapper methods, Self-Training (ST) and Co-Training (CT).  ... 
arXiv:1611.03981v1 fatcat:xfxr27jmprdkjnw73wf3biuhn4

Language teaching

2006 Language Teaching  
for evaluating teaching with the online method.  ...  is that for quite some time project work has been a method of working that is more theoretically described than it is put into practice.  ...  Through their discursive practices, they give the legitimacy of power to a range of discursive strategies, including some conventionally regarded as feminine.  ... 
doi:10.1017/s0261444806213314 fatcat:c4kb7cauizfp7p6iankc7xuqbq

Pragmatics

2006 Language Teaching  
for evaluating teaching with the online method.  ...  is that for quite some time project work has been a method of working that is more theoretically described than it is put into practice.  ...  Through their discursive practices, they give the legitimacy of power to a range of discursive strategies, including some conventionally regarded as feminine.  ... 
doi:10.1017/s0261444806293315 fatcat:zabo34cn45fvpnzqvh5l5y4re4

Neurolinguistics

2006 Language Teaching  
for evaluating teaching with the online method.  ...  is that for quite some time project work has been a method of working that is more theoretically described than it is put into practice.  ...  Through their discursive practices, they give the legitimacy of power to a range of discursive strategies, including some conventionally regarded as feminine.  ... 
doi:10.1017/s026144480630331x fatcat:x2c2acvmlnf2baeaod5mem3tbm

Reading & writing

2006 Language Teaching  
for evaluating teaching with the online method.  ...  is that for quite some time project work has been a method of working that is more theoretically described than it is put into practice.  ...  Through their discursive practices, they give the legitimacy of power to a range of discursive strategies, including some conventionally regarded as feminine.  ... 
doi:10.1017/s0261444806233317 fatcat:gsvwprv2w5hbbe6zvrrfcwdbg4

Language testing

2006 Language Teaching  
for evaluating teaching with the online method.  ...  is that for quite some time project work has been a method of working that is more theoretically described than it is put into practice.  ...  Through their discursive practices, they give the legitimacy of power to a range of discursive strategies, including some conventionally regarded as feminine.  ... 
doi:10.1017/s0261444806243313 fatcat:7ayaupt5rna55p7x5dssq5zehe

Language learning

2006 Language Teaching  
for evaluating teaching with the online method.  ...  is that for quite some time project work has been a method of working that is more theoretically described than it is put into practice.  ...  Through their discursive practices, they give the legitimacy of power to a range of discursive strategies, including some conventionally regarded as feminine.  ... 
doi:10.1017/s0261444806223310 fatcat:co3my7t2prdwtckngwickqczga

Teacher education

2006 Language Teaching  
for evaluating teaching with the online method.  ...  is that for quite some time project work has been a method of working that is more theoretically described than it is put into practice.  ...  Through their discursive practices, they give the legitimacy of power to a range of discursive strategies, including some conventionally regarded as feminine.  ... 
doi:10.1017/s026144480625331x fatcat:zpdxiqphufdt3ehlelh2cqrbuu

Applied linguistics

2006 Language Teaching  
for evaluating teaching with the online method.  ...  is that for quite some time project work has been a method of working that is more theoretically described than it is put into practice.  ...  Through their discursive practices, they give the legitimacy of power to a range of discursive strategies, including some conventionally regarded as feminine.  ... 
doi:10.1017/s0261444806283319 fatcat:ncoy75f2orf6pkzmhrxuxkjoly

Bilingual education & bilingualism

2006 Language Teaching  
for evaluating teaching with the online method.  ...  is that for quite some time project work has been a method of working that is more theoretically described than it is put into practice.  ...  Through their discursive practices, they give the legitimacy of power to a range of discursive strategies, including some conventionally regarded as feminine.  ... 
doi:10.1017/s0261444806263316 fatcat:zoia7txbmzaaff3mivin4kfrsu

Semi-supervised Persian font recognition

Maryam Bahojb Imani, Mohamad Reza Keyvanpour, Reza Azmi
2011 Procedia Computer Science  
So many different semi-supervised learning methods have been studied recently.  ...  Classical supervised methods need lot of labeled data to train a classifier. Since it is very costly and time consuming to label large amounts of data, it is useful to use data sets without labels.  ...  These methods are wrapper methods, i.e. they allow supervised learning methods to be applied to a semi-supervised learning task.  ... 
doi:10.1016/j.procs.2010.12.057 fatcat:hsjonhfxqrfl3lpi5ihbnmxu3e

Identification of Blood Cell Subtypes from Images Using an Improved SSL Algorithm

Ioannis E Livieris
2018 Biomedical Journal of Scientific & Technical Research  
In this work, we evaluate the performance of an ensemble semi-supervised learning algorithm for the classification of blood cells subtypes.  ...  Nowadays, the classification of blood cell subtypes constitutes a typical method for diagnosing many diseases, infections and inflammations.  ...  On Semi-Supervised Self-Labeled Classification In this section, we present a brief description of semi-supervised classification and the most popular self-labeled algorithms proposed in the literature.  ... 
doi:10.26717/bjstr.2018.09.001755 fatcat:gzlxbs7n2rbkpiib3mbybz6hta

RECENT ADVANCES ON SUPPORT VECTOR MACHINES RESEARCH

Yingjie Tian, Yong Shi, Xiaohui Liu
2012 Technological and Economic Development of Economy  
Support vector machines (SVMs), with their roots in Statistical Learning Theory (SLT) and optimization methods, have become powerful tools for problem solution in machine learning.  ...  general optimization problems, such as integer programming, semi-infinite programming, bi-level programming and so on.  ...  Semi-supervised support vector machine In practice, labeled instances are often difficult, expensive, or time consuming to obtain, meanwhile unlabeled instance may be relatively easy to collect.  ... 
doi:10.3846/20294913.2012.661205 fatcat:vpno6pdnxjcalpsefmutch5qxq

Learning to extract information from large domain-specific websites using sequential models

Sunita Sarawagi, V. G. Vinod Vydiswaran
2004 SIGKDD Explorations  
databases of named entities in a unified probabilistic framework.  ...  An example of such a task is to find computer science publications starting from university root pages. We encode this as a sequential labeling problem solved using Conditional Random Fields (CRFs).  ...  EXPERIENCE AND SUMMARY We refer the reader to [12] for a detailed experimental study of the fully supervised case.  ... 
doi:10.1145/1046456.1046464 fatcat:2d6ilwop2jbjncufqpwvx43qyi

Machine Learning for Anomaly Detection: A Systematic Review

Ali Bou Nassif, Manar Abu Talib, Qassim Nasir, Fatima Mohamad Dakalbab
2021 IEEE Access  
, semi-supervised, or unsupervised anomaly detection methods.  ...  Semi-supervised techniques presume that training data have labeled instances for the normal class alone.  ... 
doi:10.1109/access.2021.3083060 fatcat:vv7qthbvqjdz7ksm3yosulk22q
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