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The CLP taxonomy described in the previous section is just one possible approach we can use to categorize MLs and DMs used to capture the schema details for DBs there are also other categorizations that can be used As we mentioned in 1, the American National Standards Institute s Standards Planning and Requirements Committee (ANSI SPARC) de ned an architectural model for databases with three different levels (the external, conceptual, and internal levels) [SPARC75] [SPARC76] [SPARC77] For the sake of brevity, we will simply refer to it as the three-level model (3LM) In the 3LM approach, each DM in the external level is a public interface to the data, while each DM in the conceptual level contains all the design details, and each DM in the internal level contains the implementation and deployment details Although this sounds similar to the CLP taxonomy, neither the taxonomies nor their levels are equivalent.

In order to avoid confusion, we will refer to the DMs for each level in the 3LM taxonomy as schemas in this discussion rather than DMs but in any other context the terms model and schema are usually considered to be equivalent Using the 3LM taxonomy, a single DB can have several external schemas, but only a single conceptual schema and only a single internal schema This is quite different from the CLP taxonomy, where we explicitly said that one of its advantages was the ability to generate multiple DMs for the lower levels! The 3LM taxonomy allows us to create multiple schemas to capture the requirements for a DB, but all of the higher-level schemas refer to the same physical DB The 3LM taxonomy focuses on only one particular DB and only one particular DBE.

(7.90)

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By contrast, the CLP taxonomy focuses on the MLs used to create multiple lower-level DMs These lower-level DMs are used to design multiple renditions of same DB requirements and to con gure the deployment details for each DB instance and each (potentially different) DBE platform managing that instance Figure 102 shows how three different external schemas can be de ned for one conceptual schema (and its one internal schema) We could consider the schemas in Figure 102 to be a different way to categorize all the schema-level details for one deployment of one DB from Figure 101 Let s suppose this gure is.

The method of reading and writing text files discussed in this book is the traditional data channel approach. Another option is to use the object approach. The FileSystemObject object contains a TextStream object that can be used to read and write text files. The FileSystemObject object is part of the Windows Scripting Host. As I mentioned earlier, this scripting service is disabled on many systems due to the strong possibility of transferring a virus.

Here, the review is classi ed as positive with a 0.60 probability. These results agree with those reported by WEKA in Table 5.7, which also classi ed the review as positive. In fact, our hand-calculated probabilities match those reported by WEKA. Although the data set used for this example is rather small, it demonstrates the use of the naive Bayes classi er in WEKA when using separate training and test les. More important, our general understanding of the algorithm has increased as a result of computing the probabilities that led to an actual classi cation by the model.

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Principal component analysis (PCA), 231 232, 252 Factor V and, 237 generalized circumplex analysis and, 247 lexical axiom and, 235 person-centered approach and, 239 240 raw-scores, 238 239 varimax taxonomic model, 242 244 Principles, 189 Principlism, 477 478 Prisoner s Dilemma Game (PDG), 404, 476 Procedural Justice, 557 Project, personal, 186 Projection, 339 Prosocial behavior: altruism and, 473 478 amalgamated models, 471 472 attribution, 469 470 blaming the victim, 473 decisions made under pressure and, 472 473 determinants, 464 465 egoism and, 463, 474 478 esteem enhancement/maintenance, 470 exchange/equity, 469 moral reasoning, 470 471 motives, con ict and cooperation, 478 norms and roles, 467 predictors/predictions, 465 reasons for, 463 464 research, 478 479 social learning and, 465 466 tension reduction, 466 467 Psyche, 118 Psychoanalytic language, 125 Psychoanalytic metapsychology, 125 Psychodynamic theory: contemporary, interpersonal theory and, 209 maladaptive behavior and early-acquired beliefs, 166 167 early-acquired needs, 167 169 Psychokinisis, 143 The Psychological Assessment of Presidential Candidates, 604, 606 The Psychology of Politics, 600 Psychopathology and Politics, 600 Psychosexual stage model, 120 Psychosis, 127 Psychosynthesis, 176 Psychotherapy, CEST and, 176 181 Psychoticism, 97 102 PsycLit, 346 Punishment: biological bases of personality and, 85 capital, 313 just retribution and, 551 552 prosocial behavior and, 475 social in uence and, 384 385, 388 Q-sort methodology, 239, 240 241, 613 Quantitative trait loci (QTLs), 77 Racial group identity, 494 Racism, 485, 497 aversive, 512 513 dominative, 512 modern, 513 514 prosocial behavior and, 468

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