Meanwhile, at the Jedi Praxeum, his fellow Jedi trainees Jacen, Jaina, Raynar Thul and Tenel Ka travel to Ryloth to discover the Diversity Alliance's true purpose. There, they discover that the Diversity Alliance is preparing to launch a war on the Human species. However, they are captured and are sent to work in the ryll mines. Lowbacca had never been told about their presence though when he found out, the Wookiee turned against the Diversity Alliance and helped them to escape the planet. But will they be able to convince the New Republic to take action against the Diversity Alliance? Or will they not?
Zekk and Raynar find and rescue Raynar's father Bornan Thul. He is in the crossfire of two bounty hunters. Boba Fett slices into the Bornan's navicomputer because Bornan had been to the Emperor's Storehouse 5 days earlier. The other bounty hunter boards Bornan's ship after he had escaped in an escape pod. She is blown up when the ship self-destructs. As Zekk and Raynar rescue Bornan and his secret, Boba Fett fires on Zekk's ship, The Lightning Rod. Then Jaina, Jacen, Lowie, and Tenel Ka appear out of hyperspace and fire on Slave IV. As Boba already had the info he needed, he fled towards Ryloth to give Nolaa Tarkona the location of the Emperor's Plague. Tenel Ka's Hapan ship, Rock Dragon had followed Zekk despite his plea to Jaina not to follow. But he was grateful. They make it back to Coruscant to explain there adventures. Then they tell the Senate of the Diversity Alliance. Meanwhile, on Ryloth, the evil Twi'lek Diversity Alliance leader, Nolaa Tarkona, had paid Boba Fett for the info he had sliced out of Bornan's ship. The Senate is skeptical of the Young Jedi Knights' stories. So, Leia organizes an investigation of the Diversity Alliance. Luke, Lowie's sister Sirra, a Sentaur companion of the young Jedi Knights' named Lusa, and some senators as well as Kur, an exiled Twi'lek rescued by the Jedi Knights on Ryloth were sent to investigate. Meanwhile, the young Jedi Knights had left with Bornan Thul to visit the Imperial Storehouse. While there they decide to destroy it. They send an encrypted message to Raynar's mom requesting help. As the young Jedi plant explosives, the Diversity Alliance shows up with a small armada. The rest of them as well as a general of Nolaa's had been left behind to handle Luke and his investigators. Then, General Solo shows up with a New Republic fleet and begins to battle the Diversity Alliance in space over the asteroid. Nolaa and guards are already on the asteroid while Lowie's close friend and Diversity Alliance member Raaba leads the armada against the New Republic. The investigators find nothing unusual on Ryloth. But then Sirra exposes a "food crate" that stored blaster ammo. They engage in a battle until Kur calms them and takes over Ryloth's government. The Diversity Alliance realizes they were wrong and join Kur. At the asteroid the Jedi have set explosives. Lowie battles and kills Corsk, the Trandoshan general that he had injured on Ryloth while attempting to flee. Then, Bornan attempts to kill Nolaa. Her guards shoot and miss releasing several other plagues targeting various species including Twi'leks as well as the human attacking plague. Bornan dies in the plague chamber, assuring a worried Raynar that he was proud of him. IG-88 appears having been reprogrammed to protect Bornan. He protects Raynar but unable to avoid programming turns toward Bornan but is destroyed. Zekk, Lowie, and Raynar attempt to flee in the Lighting Rod as their companions had already left in the Rock Dragon. But some of Nolaa's guards stop them. Then Boba Fett appears. Having been paid by Raynar's uncle Tyko Thul to save them. The Diversity Alliance soldiers cheer thinking that he is there to help them but he turns around and kills them. He leaves in Slave IV while the others make it out in the Lightning Rod. Raaba had taken her ship the Rising Star down to rescue Nolaa. They escape. The asteroid begins to explode but Nolaa got her samples. But she is sick and Raaba had caught the Wookie plague. They realize they have lost. Even though the Diversity Alliance attempted to charge General Solo's ships, Aryn Dro Thul and Tyko Thul appeared out of hyperspace with the Bornaryn Fleet to aid the New Republic. Raaba flees to a barren planet. Nolaa dies. Raaba buries her and the plague. Raaba heals. She had sent Lowie a message saying that if she survived, she would find him. The Diversity Alliance is defeated and the young Jedi Knights return to Yavin 4 after healing on Coruscant for a celebration on the jungle moon. Raynar has constructed a pewter lightsaber. Lusa, having always been Force sensitive join Luke's Praxeum to study to become a Jedi. Zekk also join Luke's school. Tenel Ka kisses Jacen as the book ends with them all laughing and talking of the future.
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La creciente producción de datos temporales, especialmente de series de tiempo, ha motivado la extracción analítica de conocimiento valioso para comprender fenómenos o para la toma de decisiones. A medida que aumenta la disponibilidad de algoritmos para procesar datos, el problema de elegir el más adecuado se vuelve más frecuente. Este problema se conoce como la Selección del Modelo Completo (SMC), que consiste en encontrar un conjunto apropiado de métodos y la optimización de hiperparámetros para realizar un conjunto de tareas estructuradas como una tubería. Se han propuesto múltiples enfoques (basados en metaheurísticas) para abordar este problema, en los que se construyen tuberías automatizadas para realizar múltiples tareas sin mucha dependencia del conocimiento del usuario. La mayoría de estos enfoques proponen tuberías para procesar datos no temporales. Motivado por esto, este artículo propone una arquitectura para encontrar tuberías optimizadas para tareas de series de tiempo. El algoritmo de micro-Evolución Diferencial (,u-ED, metaheurística basada en población) con diferentes variantes y codificación continua, es comparado contra una búsqueda local (BL, búsqueda de un solo punto) con codificación binaria y mixta. Se realizan múltiples experimentos para analizar el rendimiento de cada enfoque en diez bases de datos de series de tiempo. Los resultados finales sugieren que el enfoque de ,u-ED con la variante rand/1/bin es útil para encontrar tuberías competitivas sin sacrificar el rendimiento, mientras que la BL con codificación binaria logra las tasas de error de clasificación incorrecta más bajas, pero tiene el costo computacional más alto durante la etapa de entrenamiento. 2ff7e9595c
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