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customers who have responded. Although it is possible to proceed directly with the classi cation algorithms with this degree of imbalance, it is nevertheless recommended that balancing be applied so that the minority class contain at least 25% of the records, and perhaps at most 50%, depending on the speci c problem. In our case study, we apply balancing to achieve an approximate 50% 50% distribution for the response/nonresponse classes. To do this, we set the Clementine balance node to retain approximately 20% of the nonresponse records, randomly selected. The resulting balance is as follows: 3686 (50.5%) nonresponse records, and all of the 3611 response records (49.5%). The test data set should never be balanced. The test data set represents new data that the models have not yet seen. Certainly, the real world will not balance tomorrow s data for our classi cation models; therefore, the test data set itself should not be balanced. Note that all model evaluation will take place using the test data set, so that the evaluative measures will all be applied to unbalanced (real-world-like) data. In other words, tables showing comparative measures of candidate models are obtained using the data found in the test set.

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In addition, long before the so-called cognitive revolution in psychology, James introduced the idea that consciousness could control the direction of its own attention, thus setting the stage for later work in cognition and metacognition (Berliner, 1993; Hilgard, 1996; Wittrock & Farley, 1989) One of James s students, G Stanley Hall (1844 1924), earned the rst PhD in psychology awarded in America Although his degree was in psychology, Hall is most often remembered as an educator, a label he came by quite naturally Hall, as well as his mother and father, taught school for some time He went on to develop the rst research lab in America at Johns Hopkins, where he introduced another rst fellowships for graduate students (Berliner, 1993).

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Effective dashboard software must have a flexible alerts management system. As discussed in 5, alerts facilitate management by exception. Some of the key characteristics requiring evaluation within the area of alerts are the following: Rules engine Action and recipient Alert management

Figure 15-5

In Hall s lab at Clark University (where he also served as president), he and his students systematically researched and documented problems in higher education, thus establishing the rst formal graduate program specializing in education This program was designed to furnish leaders to what was called a new educational movement in America, a movement that would facilitate the study of and research in education for years to come (Berliner, 1993)..

In Excel 2002, any additional references that you add are also listed in your project outline in the Project Explorer window in the VBE. These references are listed under a node called References.

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Photopolymerization is a method to covalently cross-link polymer chains to form a hydrogel A photopolymerization occurs when a photoinitiator and polymer (with groups sensitive to the initiating species) are exposed to a light source speci c to the photoinitiator species The reaction is rapid, allowing for fast curing of a liquid to a cross-linked, water-swollen polymer network at room or body temperature This technique allows for enhanced control over the gelation process compared to gel formation by physical or ionic interactions Photoinduced gelation provides spatial and temporal control during scaffold formation, even permitting shape manipulation after injection and during gelation in vivo Photopolymerizing hydrogels have been used in a wide variety of biomedical applications and have the potential to create a signi cant impact in tissue engineering [Burdick et al, 2002].

Photopolymerizations are utilized in the eld of dentistry for applications ranging from sealants for caries prevention to root canal procedures and in the elds of drug delivery and tissue engineering [Tarle et al, 1998; Anseth et al, 1994] Photopolymerizing polymer networks with a range of physical and mechanical properties have been developed, and their function as tissue engineering scaffolds has been studied For example, Anseth and colleagues have examined photopolymerizing polyanhydrides for bone tissue engineering and polyvinyl alcohols and polyethylene oxide (PEO) for cartilage tissue engineering [Young et al, 2000; Poshusta and Anseth, 2001; Bryant et al, 1999; Burkoth and Anseth, 2000] Hubbell and colleagues developed novel degradable photopolymerizing hydrogels based on PEO [Sawhney et al, 1996] These polymers have been applied to drug delivery and cell encapsulation and have been studied as lung sealants and for the prevention of postoperative adhesions [Sawhney et al.

A chart sheet normally holds a single chart. Many users ignore chart sheets, preferring to store charts on the worksheet s draw layer. Using chart sheets is optional, but they make it a bit easier to print a chart on a page by itself, and they are especially useful for presentations.

, 1996; Lyman et al, 1996; Hill-West et al, 1994] Our research has demonstrated the feasibility of cell photoencapsulation for cartilage tissue engineering, and the key methods are presented in this chapter [Ye et al, 2000; Lyman et al, 1996; Elisseeff et al, 1999]..

read pdf in asp.net c#

Read a PDF file using C# .Net | The ASP . NET Forums
Hi, Is there any way to read a PDF file using C# . net ? I have already used third party tools like itextsharp and its dlls. But it is not worthy. Is there ...

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How to read pdf file and extract contents using iTextSharp in ASP ...
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