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expressions of uncertainty about the technical issues to be faced in the elicitation. Common cognitive biases are discussed, and warm-up exercises involving probabilistic predictions are used to illustrate these biases. It is helpful if these exercises involve uncertain quantities of an engineering nature, such that the experts feel professionally engaged. A useful exercise is to have the experts explain retrospectively how unanticipated outcomes of an engineering project might have occurred; that is, If you know that an earth embankment settled excessively on what would otherwise appear to be a stable and homogeneous sand foundation, how might you explain that observation The bene t of such thought experiments is that they open up the range of considerations the experts might consider and illustrate how easily one can become overcon dent in assessing probabilities.

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By using this building-in-layers technique, you can start testing basic component functionality much sooner in the development phase. You can test the Employee component right now, for example, and determine whether everything works without the encumbrances of security authorization, access types, argument requirements, and so on. And because you eliminate as many details as possible until the last feasible moment, you avoid going into debug paralysis from hunting down lots of little annoyances. Remember that, as you linearly add complexities, you exponentially add difficulties. Now you re ready to finish up your Employee component. In actual practice, we always add locking mechanisms in one layer and the remaining function and argument attributes in another, but the publisher understandably has a page count within which we must stay so we re moving you along a little faster than normal and having you add both layers at the same time to complete your Employee component in Listing 23-7.

Transaction isolation is one of the most misunderstood concepts of transactions, possibly because it forces you to think in terms of multiple users executing various multitable transactions over time, and that isn t easy If you don t quite get it at first, that s okay don t be so hard on yourself Transaction isolation is the degree to which the effects of one transaction are isolated from those of other transactions that are also trying to execute at the same time Isolating the effects of one transaction from those of another is controlled through the database server s data-locking mechanisms, and these are, in turn, controlled through the SET TRANSACTION ISOLATION LEVEL command Transaction isolation is a balancing act between concurrency and consistency In other words, how many people can bang on it at once versus how accurate is the data at any given point in time.

Table 17.3. Classi cation Performance with Chest and Neck Data for Training and Testa Assay Locational Invariance

At one extreme, you can have everyone accessing data simultaneously (high concurrency) but at the cost of them working with data that may still be undergoing change as they access it (low consistency) At the other extreme, you can have each transaction absolutely separated from every other transaction such that everything appears to have been performed on a single-user machine (high consistency) but at the cost of considerably slowing down multi-user access (low concurrency) The key to a high performance database is executing each transaction with the minimum amount of locking possible to enable sufficiently consistent data Doing so enables your database to operate with the highest possibly concurrency while affording it the data consistency that it requires.

Heartbeats Classi ed 82% 79%

All in all, you have the following four levels of transaction isolation: Read Uncommitted Read Committed Repeatable Read Serializable Various database servers have various degrees of support for transaction isolation: Some support all four levels, some support none, and most serious database products support only two or three, so carefully read the documentation for both your database product and its driver before you attempt to set a transaction s isolation level The following sections describe what each of these levels mean..

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