Tag: control

Human as the Ultimate Authority in Control

(Editor’s Note: This blog post is part of the Thematic Series Data Swarms Revisited) With the growing size of historical data available to researchers and industrial practitioners, developing algorithms for automating numerous aspects of everyday human life has become ever more dependent on data-driven techniques. Previous approaches relying on formal methods and global optimization no longer meet the increasing scalability requirements of modern applications. One of the most successful global optimization algorithms, such as Particle Swarm Optimization (PSO), continues to be employed in practice but more often as a part of more complex approaches, only being able to provide partial solutions to complex modern optimization problems. PSO was first introduced by Kennedy and Eberhart (1995) who were inspired by the most mesmerizing phenomenon in nature—bird flocking. As in any collective behavior, birds converge to an equilibrium formation that maximizes their benefits as individuals and as a society overall. V-Formation as (read more...)

Critiquing Big Data in China and Beyond

“I do think that the Internet truly makes us feel the world can become a smaller place,” an interlocutor, whom I will call Bo, told me in his parents’ home in Shijiazhuang, a city in China’s Hebei Province. It was late 2014, and he was studying to become a filmmaker in Beijing. During our conversation, he told me about discovering Google Earth when he was younger, recalling how, suddenly, he could “see any place in the world” from the comfort of his home. He could zoom in to explore a mountain village in Iceland, a house, and even a village dog, feeling that, without Google Earth, he would never have been able to visit such faraway places. The experience might have been virtual (xuni), he mused, but it had also been real (zhenshi). His account expressed a kind of enthusiasm for the digital that I often encountered during my ethnographic fieldwork on digital opportunity in China. However, his story was made especially compelling by the oppressive smog plaguing the city outside. While neighboring buildings disappeared in a toxic fog, he expressed his excitement about “seeing” a digitally mediated “Google Earth.” (read more...)