learning from labeled and unlabeled data using graph mincuts

... unlabeled data. In this algo- rithm, we build a word aligner by using both the labeled data and the unlabeled data. Then we build a pseudo reference set for the unlabeled data, and calculate ... with limited labeled data and large amounts of unlabeled data. In this algorithm, we built an in- terpolated model by using both the labeled data 919 and the unlabeled data. This interpolated ... the unlabeled data to improve alignment results. In fact, large amounts of unlabeled data are available without difficulty, while labeled data is costly to obtain. However, labeled data is...

Ngày tải lên: 08/03/2014, 02:21

... currently in the DataTable object. DataTable NewRow Creates a new DataRow object. DataTable.Rows Add Adds the DataRow object to the DataTable object. DataTable BeginLoadData Turns off the ... You can see the data being updated back to the server for the add and edit in the next step. 5.7 Add, Edit, and Delete Data Using the DataGrid Control The Table controls and DataRepeater are ... OnCancelCommand="dgRegion_CancelCommand" OnEditCommand="dgRegion_EditCommand" OnDeleteCommand="dgRegion_DeleteCommand" > <Columns> <asp:EditCommandColumn...

Ngày tải lên: 21/01/2014, 12:20

... analysis and partial isolation of membrane Fig. 4. PEN-2 and APH-1 expression in mouse and human tissues and detection in PS complex after 2D-complex analyis. (A) Membranes from tissues and cells ... conditions and SDS (Fig. 4D and E). PS1 NTF and CTF and PS2 CTF were detected robustly in these samples. Low levels of full-length PS1 were also detected with N-terminal antibody. NCT and PEN-2 ... electroelution and second-dimension analysis. Anterior pharynx defective-1 was detected as an 18-kDa form and 9-kDa C-terminal fragment by standard SDS/PAGE of mouse tissues, and as a predominant 36-kDa band...

Ngày tải lên: 16/03/2014, 16:20

... at RAND oversaw data management for the project including obtaining and processing military personnel records, writing analysis programs, and facilitating data transfer to and from DMDC and ... discrepancies between survey and administrative data include Goldman and Smith (2001), Denmead and Turek (2005), Hurd and Rohwedder (2006), Kapteyn and Ypma (2007), and Haider and Loughran (2008). ... SECURITY POPULATION AND AGING PUBLIC SAFETY SCIENCE AND TECHNOLOGY SUBSTANCE ABUSE TERRORISM AND HOMELAND SECURITY TRANSPORTATION AND INFRASTRUCTURE WORKFORCE AND WORKPLACE The RAND Corporation...

Ngày tải lên: 23/03/2014, 02:20

... classifier with robustness from noisy data (Ko and Seo, 2004). How can labeled training data be automatically created from unlabeled data and title words? Maybe unlabeled data don’t have any information ... for using unlabeled data in text categorization have two directions; One builds classifiers from a combination of labeled and unlabeled data (Nigam, 2001; Bennett and Demiriz, 1999), and ... A. McCallum, S. Thrun, and T. Mitchell, 1998, Learning to Classify Text from Labeled and Unlabeled Documents, In Proc. of AAAI-98. K. P. Nigam, 2001, Using Unlabeled Data to Improve Text Classification,...

Ngày tải lên: 20/02/2014, 16:20

... Oxford-UCLES system (Pulman and Sukkarieh, 2005) compares several machine learning techniques, including in- ductive logic programming, decision tree learning, and Bayesian learning, to the earlier ... own are the graph matching tech- niques proposed by Haghighi et al. (2005) and Rus et al. (2007). Both input texts are converted into a graph by using the dependency relations obtained from a parser. ... SVMRank and SVR sought to minimize the number of discordant pairs and the mean absolute error, respectively. Both SVM models are trained using a linear ker- nel. 11 Results from both the SVR and...

Ngày tải lên: 07/03/2014, 22:20

... using data- driven methods. The em- ployed database contains 438 items and is similar in retrieval ambiguity and structure to the one used in the WOZ experiment. The dialogue system used for learning ... (for training RL) from such limited data. The use of WOZ data has earlier been proposed in the context of RL. (Williams and Young, 2004) utilise WOZ data to discover the state and action space ... FP6 project “TALK: Talk and Look, Tools for Am- bient Linguistic Knowledge (IST 507802, www. talk-project.org), from the EPSRC, project no. EP/E019501/1, and from the IRTG Saarland University. 645 ...

Ngày tải lên: 23/03/2014, 17:20

... 1G-word unlabeled data 93.66 89.36 37M-word unlabeled data (Ando and Zhang, 2005) 93.15 89.31 27M-word unlabeled data (Florian et al., 2003) 93.87 88.76 own large gazetteers, 2M-word labeled data (Suzuki ... SSL when using as much labeled and unlabeled data as possible. This paper investigates this question, namely, the use of a large amount of unlabeled data in the presence of (fixed) large labeled data. To ... III data evaluated by label accuracy system test additional resources JESS-CM (CRF/HMM) 95.15 1G-word unlabeled data 94.67 15M-word unlabeled data (Ando and Zhang, 2005) 94.39 15M-word unlabeled...

Ngày tải lên: 23/03/2014, 17:20

Ngày tải lên: 28/06/2014, 20:20

Ngày tải lên: 11/08/2014, 11:21

Ngày tải lên: 05/09/2013, 09:38

... iv CHAPTER 1 Data Center Overview — Integrating Security, Load Balancing, and SSL Services using Service Modules 1-1 Benefits of Building Data Centers 1-1 Data Centers in the Enterprise 1-2 Data Center ... failover 1-12 Data Center Networking: Securing Server Farms 956638 Chapter 1 Data Center Overview — Integrating Security, Load Balancing, and SSL Services using Service Modules Data Center Services Content ... requirement for data centers with multiple DMZs is to have the following traffic flow: ã From outside to DMZ1 (typically from clients to web servers) ã From DMZ1 to DMZ2 (typically from web servers...

Ngày tải lên: 10/12/2013, 16:16

... unlabeled data and the seeds were drawn in turn from each of the epochs; the graphic also shows the baseline backward training (varying the epoch of both the seeds and the unlabeled data ... amount of unlabeled data drawn from older sources. The experiments show that using contemporary unlabeled data is the best choice, outperforming most experiments with larger amounts of older unlabeled ... contempo- rary unlabeled data contributes to its correct clas- sification in the test set. 5.2 Is more older unlabeled data better? The second question we addressed was whether having more older unlabeled data...

Ngày tải lên: 20/02/2014, 09:20

... 18. Android – Reading XML Files XML Data 23 Example 3. Reading an XML file from the SD card (code) 24 18. Android – Reading XML Files XML Data 24 Example 3. Reading an XML file from ... 18. Android – Reading XML Files Reading XML Files 27 < Questions /> SAX Simple API for XML Android Reading XML Data Using SAX and W3C Parsers 18A Victor Matos Cleveland ... <LinearLayout xmlns:android="http://schemas.android.com/apk/res/android" android:layout_width="fill_parent" android:layout_height="fill_parent" android:orientation="vertical"...

Ngày tải lên: 16/03/2014, 23:40

... 125, 150, and 112 in 2003, 2004, 2005, 2006, and 2007, respectively. There are three advantages to using data from the JPSC. The biggest advantage of using the JPSC data is that this data set ... and X are economic and demographic household characteristics that affect loan supply and demand, and E are three dummy variables (1 st Enforcement Quartile, 2 nd Enforcement Quartile, and ... graduated from college (COLLEGE); (8) the logarithm of the sum of the value of financial assets (bank and postal deposits and investment securities) and the value of real assets (land and housing)...

Ngày tải lên: 22/03/2014, 20:20

... ẳ 10 5 and set ẳ 20 for all three cases. Considering that DTSVM and A- MKL can take advantage o f both labeled and unlabeled data by using the MMD criterion to measure the mismatch in data distributions ... d, ~ v m , b, and  i . DUAN ET AL.: VISUAL EVENT RECOGNITION IN VIDEOS BY LEARNING FROM WEB DATA 1671 [14] J. Hays and A.A. Efros, “Scene Completion Using Millions of Photographs,” ACM Trans. Graphics, ... samples) from the target domain and auxiliary domain are used to calculate h in (6). Note that all test samples are used as unlabeled data during the learning process. Table 3 reports the means and...

Ngày tải lên: 23/03/2014, 13:20

... 84.3 dpo3 (Grand+Sib) 93.21 44.8 89.6 86.9 dpo3 +Unlabeled (Edges) 93.12 43.6 85.3 87.0 dpo3 +Unlabeled (Sib) 93.15 43.7 85.5 86.8 dpo3 +Unlabeled (Grand) 93.55 46.1 90.6 87.5 dpo3 +Unlabeled (Grand+Sib) ... investigate the impact of unlabeled data on parsing accuracy using the two conversions and using each of the factorizations de- scribed in Section 3.1-3.4. 5.1 Unlabeled Data Feature Set Clusters: ... may not add some additional gains. 4 Using Unlabeled Data Effectively Associations from unlabeled data have the poten- tial to improve both conjunctions and prepositions. We predict that web...

Ngày tải lên: 23/03/2014, 14:20

... and use of land were shared with the temples and with those members of the nobility closest to the ruling monarch. Hence there were state lands and state income and temple lands and temple income. ... animals and working the land, could release a comparatively large part of the population to devote its time and energy to trade and commerce, to industry and transport, to the arts and sciences and ... by merchants and bankers who owned it and used it for their purposes. Accumulating wealth and money enabled the traders, merchants, bankers and manufacturers to out-buy and out-point landlords and churchmen. Politically,...

Ngày tải lên: 23/03/2014, 17:20

Ngày tải lên: 23/03/2014, 17:20

Ngày tải lên: 24/03/2014, 03:20