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Maximum Likelihood Rule Ensembles (MLRules) is a new rule induction algorithm for solving classification problems via probability estimation. The ensemble is built using boosting, by greedily minimizing the negative loglikelihood which results in estimating the class conditional probability distribution. The main advantage of decision rules is their simplicity and comprehensibility: they are logical statements of the form "if condition then decision", which is probably the easiest form of model to interpret. On the other hand, by exploiting a powerful statistical technique to induce the rules, the final ensemble has very high prediction accuracy. Fork of the original code located at: http://www.cs.put.poznan.pl/wkotlowski/software-mlrules.html

DefaultJ is a powerful Java library that provides default values for any class, offering multiple strategies for obtaining those values. It can be used as a dependency injection utility, similar to Guice. With 14 built-in strategies, DefaultJ can obtain default values through various means such as explicit bindings, annotations, enum values, factory methods, and more. It also supports custom annotations and offers annotation processors for validation. Available on Maven Central, DefaultJ can be easily integrated into Gradle and Maven projects. Contributions and selective usage of the library are encouraged.

The bit array data structure is implemented in Java as the BitSet class. Unfortunately, this fails to scale without compression. JavaEWAH is a word-aligned compressed variant of the Java bitset class. It uses a 64-bit run-length encoding (RLE) compression scheme. The goal of word-aligned compression is not to achieve the best compression, but rather to improve query processing time. Hence, we try to save CPU cycles, maybe at the expense of storage. However, the EWAH scheme we implemented is always more efficient storage-wise than an uncompressed bitmap (implemented in Java as the BitSet class). Unlike some alternatives, javaewah does not rely on a patented scheme.

Java implementation of the Ziggurat algorithm for generating Gaussian distributed pseudorandom numbers. The Ziggurat algorithm is significantly faster than the more commonly encountered Polar method, and has some other desirable statistical properties. The ZigguratGaussian class is a Java port of the GNU Scientific Library's C implementation (Voss, 2005) of the Ziggurat method. In porting to Java, we have made several optimizations, the details of which can be found in the source code comments, which highlights any differences between this Java implementation and the C implementation on which it is based. This package also includes an implementation of the Polar Method, included to enable comparing speed advantage of the Ziggurat algorithm.

This module contains library classes for accessing the ThreadFix REST API. The ThreadFix IDE plugins use this library to retrieve application and vulnerability marker information, and in the ThreadFix scanner plugins to get endpoint information and upload scans to ThreadFix applications. The easiest way to start using the library is with the PluginClient or ThreadFixRestClient classes. Both have constructors that take a PropertiesManager instance, which holds the ThreadFix API key and url information. The default PropertiesManager implementation stores these properties in threadfix.properties, but the ThreadFix plugins extend the default PropertiesManager class to override this behavior for the target platform.

Test Drop-in Framework for Selenium WebDriver 4.1.x This repository contains these major deliverables: a) the Test Drop-in Framework, b) a WebDriver implementation offering enhanced logging capabilities, and c) the @FindByJS annotation support Provides a thin abstraction layer between the test environment and the test class plus its helpers. This makes the test code independent of the test environment, thus allowing exchange of tests between organizations or even companies. It comes with an event firing WebDriver wrapper plus corresponding interface. This allows you to implement listeners to arbitrary WebDriver activities for various purposes such as logging. Offers support of JavaScript commands to find elements in a way similar to @FindBy used on fields in Page Object classes.

This project is a library for any POJO class to implement a toString method. Given a class name and instance, the project will use reflection from Java API to get the getter methods for the given instance and execute it to print the methodName = methodValue in an appended string with comma separated values. This is very generic implementation so anybody can use this code to write their toString implementation. The idea is to avoid implementing toString by writing your own implementation every time. Please put your thoughts on the implementation so we can evolve as a project which will help every Java Developer.

@Sumatera Model converter from ORM class to regular pojo class, the ORM term is a modelling class that doesn't like regular pojo, such like @Entity from JPA/Hibernate and so on. It can be used for mapping regular object, post data in request body where you cannot put ORM class directly in a parameter, or you cannot convert to json directly, or any other problem regarding it. You don't need anymore to create duplicate Dto / Pojo class which represent ORM class, just write your ORM class and annotate it with @Sumatera, then the regular pojo class would be generated for you.

This ApplicationProperties Java package provides a fast and easily configurable application.properties loader that mimics some key features of the Spring Boot application.properties loader. This package allows for multi-level overloading of properties based on a basename and optional suffix by searching the classpath, optional configurable file paths along with the JNDI server container context. The class [ApplicationPropertiesConfig](src/main/java/com/lyders/application-properties/ApplicationPropertiesConfig.java) controls the features of the overloading of properties such as the base name of the properties file, an optional suffix that allows for the loading of environment-specific or scenario-specific property files as needed. The following features are supported: * Names of properties files can be customized * Locations of properties files can be customized. The following path types are supported: * class path * file system paths * JNDI environment naming context (e.g., Servlet/JSP running under Tomcat) * Environment-specific property files can override the values in default properties files via a "suffix"

Nuun Kernel is a software kernel for framework creation. It brings a powerful plugin design plus a JSR 330 compliant injection mechanism backed by Guice. Plugin benefits from kernel capabilities by sending requests to it : - kernel params request : - Classpath scans request :on class by name, annotation, meta annotation or more generally Predicate - Binding Request : Nuun Kernel provides an SPI in order to bring IOC from other vendors. Nuun Kernel come with 2 plugins: - Configuration Plugin : a plugin that inject the good property based on @Property annotation. - Log plugin : a Log handler that inject the good Log implementation