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With the new constructor and the new accessors in place, Period is truly immutable No matter how malicious or incompetent a programmer, there is simply no way he can violate the invariant that the start of a period does not follow its end This is true because there is no way for any class other than Period itself to gain access to either of the mutable fields in a Period instance These fields are truly encapsulated within the object Note that the new accessors, unlike the new constructor, do use the clone method to make defensive copies his is acceptable (although not required), as we know with certainty that the class of Period's internal Date objects is javautilDate rather than some potentially untrusted subclass Defensive copying of parameters is not just for immutable classes Anytime you write a method or constructor that enters a client-provided object into an internal data structure, think about whether the client-provided object is potentially mutable If it is, think about whether your class could tolerate a change in the object after it was entered into the data structure If the answer is no, you must defensively copy the object and enter the copy into the data structure in place of the original For example, if you are considering using a client-provided object reference as an element in an internal Set instance or as a key in an internal Map instance, you should be aware that the invariants of the set or map would be destroyed if the object were modified after it were inserted The same is true for defensive copying of internal components prior to returning them to clients Whether or not your class is immutable, you should think twice before returning a reference to an internal component that is mutable Chances are you should be returning a defensive copy Also, it is critical to remember that nonzero-length arrays are always mutable Therefore you should always make a defensive copy of an internal array before returning it to a client Alternatively, you could return an immutable view of the array to the user Both of these techniques are shown in Item 12 Arguably, the real lesson in all of this is that you should, where possible, use immutable objects as components of your objects so that you that don't have to worry about defensive copying (Item 13) In the case of our Period example, it is worth pointing out that experienced programmers often use the primitive long returned by DategetTime() as an internal time representation rather than using a Date object reference They do this primarily because Date is mutable It is not always appropriate to make a defensive copy of a mutable parameter before integrating it into an object There are some methods and constructors whose invocation indicates an explicit handoff of the object referenced by a parameter When invoking such a method, the client promises that it will no longer modify the object directly A method or constructor that expects to take control of a client-provided mutable object must make this clear in its documentation.

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This chapter has presented a fuzzy-rough method to aid the classi cation of Web content, with romising results. In many text categorization problems, feature weights within datasets are real valued, posing a problem for many feature selection methods. FRFS can handle this type of data without the need for a discretizing step beforehand. In particular, while retaining fewer attributes than the conventional crisp rough set-based technique, the work resulted in an overall higher classi cation accuracy. Yet real-life problem domains usually lack generic and systematic expert rules for mapping feature patterns onto heir underlying classes. The present work aims to induce low-dimensionality rulesets from historical descriptions of domain features that are often of high dimensionality. In particular, a recent fuzzy rule induction algorithm (RIA), as rst reported in [51], is taken to act as the starting point for this. The premise attributes of the induced rules are represented by fuzzy variables, facilitating the modeling of the inherent uncertainty of the knowledge domain. It should be noted, however, that the exibility of the system discussed here allows the incorporation of almost any rule induction algorithm that uses. Code Creator In VB.NET Using Barcode maker for .NET .Related: UPC-A Generator Word , .NET WinForms Data Matrix Generation , .NET WinForms ITF-14 Generation

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For example, before HTTP 11, a Web browser had to wait for a response from the Web server before it could issue another request With the emergence of HTTP 11, this is no longer the case A Web browser can send requests in parallel, which saves bandwidth by not transmitting HTTP headers in each request This is likely to provide a performance boost at the end-user side because files requested in parallel will appear faster on the browser Simple, yet powerful file-based configuration: The Apache server does not come with a graphical user interface for administrators It comes with single primary configuration file called httpdconf that you can use to configure Apache to your liking All you need is your favorite text editor However, it is flexible enough to allow you spread out your virtual host configuration in multiple files so that a single httpdconf does not become too cumbersome to manage with many virtual server configurations Support for CGI (Common Gateway Interface): Apache supports CGI using the mod_cgi and mod_cgid modules It is CGI 11 compliant and offers extended features such as custom environment variables and debugging support that are hard to find in other Web servers See 12 for details Support for FastCGI: Not everyone writes their CGI in Perl, so how can they make their CGI applications faster Apache has a solution for that as well Use the mod_fcgi module to implement a FastCGI environment within Apache and make your FastCGI applications blazing fast See 14 for details Support for virtual hosts: Apache is also one of the first Web servers to support both IP-based and named virtual hosts See 6 for details Support for HTTP authentication: Web-based basic authentication is supported in Apache It is also ready for message-digest-based authentication, which is something the popular Web browsers have yet to implement Apache can implement basic authentication using either standard password files, DBMs, SQL calls, or calls to external authentication programs See 7 for details Integrated Perl: Perl has become the de facto standard for CGI script programming Apache is surely one of the factors that made Perl such a popular CGI programming language Apache is now more Perl-friendly then ever before Using its mod_perl module, you can load a Perl-based CGI script in memory and reuse it as many times as you want This process removes the start-up penalties that are often associated with an interpreted language like Perl See 16 for details Support for PHP scripting: This scripting language has become very widely used and Apache provides great support for PHP using the mod_php module See 15 for details Java Servlet support: Java servlets and Java Server Pages (JSP) are becoming very commonplace in dynamic Web sites You an run Java servlets using the award-wining Tomcat environment with Apache See 17 for details.

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This motivates the application of FRFS to the automatic categorization of user bookmarks/favorites and Web pages he results show that FRFS signi cantly reduces data dimensionality by several orders of magnitude with little resulting loss in classi cation accuracy 12: Applications III: Complex Systems Monitoring Complex application problems, such as reliable monitoring and diagnosis of industrial plants, are likely to present large numbers of features, many of which will be redundant for the task at hand With the use of FRFS, these extraneous features can be removed This not only makes resultant rulesets generated from such data much more concise and readable but can reduce the expense due to the monitoring of redundant features The monitoring system is applied to water treatment plant data, producing better classi cation accuracies than those resulting from the full feature set and several other reduction methods 13: Applications IV: Algae Population Estimation.

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Biologists need to identify and isolate the chemical parameters of rapid algae population uctuations in order to limit their detrimental effect on the environment This chapter describes an estimator of algae populations, a hybrid system involving FRFS that approximates, given certain water characteristics, the size of algae populations The system signi cantly reduces computer time and space requirements through the use of feature selection The results show that estimators using a fuzzy-rough feature selection step produce more accurate predictions of algae populations in general 14: Applications V: Forensic Glass Analysis The evaluation of glass evidence in forensic science is an important issue Traditionally this Second, the possibility of universal reducts is proposed as a way of generating more useful feature subsets Third, fuzzy decision tree induction based on the fuzzy-rough metric developed in this book is proposed Other proposed areas of interest include fuzzy-rough clustering and fuzzy-rough fuzzi cation optimization.

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