The article discusses a new physical activity recommendation system designed to enhance rehabilitation processes in healthcare. Utilizing a K-nearest neighbor (KNN) sampling strategy, the system aims to improve recommendation accuracy by integrating feedback collection modules. The study demonstrates significant improvements in initial recommendation accuracy, achieving 81.2% before optimization and 98.1% at K=7 cycles. The system's hybrid approach combines collaborative filtering for initial recommendations and explicit feedback for personalized adjustments, showing superior performance compared to traditional human-based methods. The research highlights the potential of such systems in personalized healthcare, particularly in addressing challenges like data sparsity and cold-start issues.

The upcoming legislative elections on Sunday have generated high expectations regarding the results, including which party will be the most voted and the distribution of parliamentary seats. The discussion revolves around the future governability and the potential formation of two or three political blocs. These elections were unexpected a few months ago when a single-party majority government was in full operation.

The article discusses the evolution and significance of image processing, which began in 1964 with lunar surface images. It defines image processing as a signal processing area focused on analyzing and manipulating digital images. The article highlights the shift from nonlearning-based methods to machine learning (ML) techniques in image processing. ML, a subset of AI, uses linear algebra on multidimensional arrays for tasks like natural language understanding and image recognition. The advancement of ML has notably impacted image processing, enabling complex tasks such as facial recognition and object detection. The application of ML in image processing benefits various sectors by optimizing processes, improving data analysis accuracy, and automating manual tasks. The article also notes a lack of studies on ML techniques applied to image processing across different areas, with most research focusing on medical imaging. It aims to review new techniques and challenges in the field, providing insight for future research.

Balde Branco, a publication with nearly 60 years of experience providing relevant information on dairy production technologies, management, nutrition, health, genetic improvement, management, milk quality, and market, is a candidate for the Agroleite Trophy in the Media category. The text encourages readers involved in dairy production to vote for Balde Branco, emphasizing the importance of their vote for the motivation and improvement of the publication. Voting ends on May 31, and each person can vote once, with confirmation via email.

The upcoming Metal Gear Solid Delta: Snake Eater is a remake of the 2004 classic, overseen by Konami with assistance from Virtuous. The Delta symbol in the title signifies 'change' or 'difference' while maintaining the original structure. The game will feature the original voice cast, including David Hayter as Jack (Big Boss), and promises to stay true to the original experience with enhanced graphics and 3D audio. It will be available on PS5, Xbox Series, and PC.

Immortals of Aveum, a fantasy shooter game, showcased a new trailer during the PlayStation event, revealing new gameplay scenes and enemies. The game is a collaboration between EA Originals and Ascendent Studios, which includes industry veterans from the Call of Duty franchise. The trailer introduced enemies such as Sandrakk, Nightblade Brutes, Leylodons, Cronistas, and bugios. The protagonist, Jak, is a battle mage capable of using three variations of magic to create unique combat styles. Immortals of Aveum is set to release on July 17, 2023, for PS5, Xbox Series, and PC.

Konami announced the remake of Metal Gear Solid 3, titled Metal Gear Solid Delta: Snake Eater, which will be faithful to the original game's design and story. The game will feature enhanced visuals and user experience, and is set to release on PS5, Xbox Series, and PC. A collection including Metal Gear Solid 1, 2, and 3 is expected in the fall of 2023. The studio Virtuos is rumored to be leading the project, and the game will include high-end graphics and 3D audio.

Bungie revealed the first teaser for its next expansion, 'The Final Shape', during the PlayStation Showcase. The expansion will feature the return of Cayde-6 and more details will be shared at a global reveal event on August 22, 2023. Destiny 2 recently entered its second season, 'Season of the Depths', which takes Guardians to the depths of Titan's moon in search of 'The Witness' following the events of the 'Lightfall' expansion. The new season will include new episodes, costumes, weapons, and a fishing mechanic. 'Destiny 2: The Final Shape' is set to provide further details at the August event this year.

Haven Studios, led by Jade Raymond and recently acquired by Sony, announced its first game titled Fairgame during the PlayStation Showcase. Fairgame is described as a modern take on the heist genre, offering a competitive heist game where players join an underground movement to steal from the ultra-rich and rebalance the scales. The game is currently in development for PC and PS5, with no release date announced yet.

Metro: Exodus, released in 2019 by 4A Games, has sold approximately 8.5 million units and attracted over 10 million players. The Embracer Group reported a significant increase in revenue and half a million units sold in the last quarter alone. The success of Exodus has given 4A Games the confidence to develop a new title for the Metro franchise, which is currently being influenced by the war in Ukraine. There is no release date or platform information available for the upcoming game yet.