This article is a part of Overlooked, a collection of obituaries about exceptional folks whose deaths, starting in 1851, went unreported in The Times.
Unlike many of the 120,000 Japanese Americans detained in internment camps within the United States throughout World War II, James Sakoda had a mission: to doc the expertise of incarceration. He took about 1,800 pages of notes, largely in personal, lest he be accused of being a traitor or a spy.
Those notes would type the idea of his 1949 dissertation on the dynamics of people and teams at one in every of these camps, the Minidoka War Relocation Center in Idaho. Tucked into Appendix B of the paper was presumably the primary instance of what’s often called an “agent-based model” — a simulation of how particular person actions can add as much as large-scale patterns.
The device is crucial in all kinds of fields, and has helped social scientists, epidemiologists, monetary regulators, metropolis planners and wildlife specialists do their work. During the coronavirus pandemic, as an illustration, agent-based fashions had been important for forecasting the unfold of the virus and prioritizing vaccines for sure teams of individuals.
To develop the mannequin, Sakoda used the house computing know-how of the time: a checkerboard. Each checker was given a easy rule for motion, based mostly on its instant environment. By altering the principles even solely barely, Sakoda confirmed that the items may mingle freely, or they might shortly segregate by shade.
Ecologists and environmentalists have used agent-based fashions to analyze the interactions between delivery boats and beluga whales in Canada’s St. Lawrence River estuary; between people and elephants in Tanzania; and between scuba diving tourism and coral reefs in Thailand. Transportation businesses use the fashions to foretell how even minor adjustments, like increasing a bus cease, may have an effect on the circulation of visitors.
“James Sakoda was perhaps the first social scientist ever to apply computational modeling for unraveling the complexity of social processes,” Andreas Flache, a sociologist on the University of Groningen within the Netherlands, stated in an electronic mail.
Despite the widespread use of his mannequin, Sakoda didn’t get a lot credit score for his innovation.
James Minoru Sakoda, who was often called Jimmy, was born on April 21, 1916, on an alfalfa ranch in Lancaster, Calif., in northern Los Angeles County. His conservative Buddhist dad and mom, Kenichi and Tazu (Kihara) Sakoda, had been each from Japan.
After shifting across the Los Angeles space, his dad and mom took their 4 youngsters to Japan, the place James attended highschool for 3 years and Tokyo University for one more three.
With $100 in his pocket, Sakoda returned to California and enrolled on the University of California, Berkeley, the place he studied psychology. It was throughout his second yr there that the secretary of conflict established detention camps on the West Coast for Americans of Japanese heritage.
Sakoda was nonetheless at Berkeley when he started documenting Japanese-Americans’ reactions to the disaster. Through a classmate, he met Dorothy Swaine Thomas, a sociologist who was recruiting soon-to-be-incarcerated fieldworkers for a venture referred to as the Japanese American Evacuation and Resettlement Study.
All 4 Sakoda siblings had been again within the United States by the point they had been ordered to one in every of these camps; their dad and mom remained in Japan throughout the conflict. Sakoda, his brother, George, and his sisters, Ruby and May, had been initially incarcerated in 1942, on the Tulare Assembly Center within the San Joaquin Valley in central California.
“Soldiers stood watching with rifles and Tommy guns,” Sakoda wrote in his journal, noting that tall grass poked by the asphalt flooring of his barracks, and that the situation of the latrines was “open to criticism.”
He went on to chronicle each day camp life for Thomas’s venture, at all times in a indifferent, analytical method. “I never talked about this happening to us,” he instructed the historian Art Hansen in 1988. Instead, he stated, he checked out it as, “It happened to them.”
The examine “gave him a sense of purpose,” Hansen stated in a telephone interview. “He played a salvation sort of role for not only his community, but generally for American history.”
The Sakoda siblings had been later moved to the Tule Lake Relocation Center, close to California’s northern border, the place James taught psychology to detainees and met his future spouse, Hatsuye Kurose, who was often called Hattie — the “smartest girl in my class,” as he referred to as her in a letter to Thomas.
James and Hattie then spent two years on the Minidoka camp in Idaho, the place they married earlier than returning to Berkeley shortly earlier than the camp was closed in 1945.
Sakoda was working towards a Ph.D. in psychology at Berkeley when a fellowship took him to Harvard. It was there that he developed his checkerboard mannequin, analyzing the interactions amongst numerous teams on the internment camps: the “clannish” Nisei; youngsters of Japanese immigrants; extra reclusive detainees; and camp directors.
After incomes his doctorate from Berkeley in 1949, he briefly taught at Brooklyn College, then joined the psychology school on the University of Connecticut. There he developed an curiosity within the potential of computing in finding out human conduct.
In the summer time of 1956, Sakoda realized to program on early IBM punch-card computer systems at M.I.T. Then, together with his spouse and their son, Bill, he moved to Providence, R.I., employed by Brown University, the place he grew to become the director of a social science pc laboratory.
At a time when the examine of human conduct was largely remoted from computing, Sakoda pushed for higher instruments with which to merge the 2; the checkerboard mannequin, which he taught to college students over the subsequent three many years, was simply one in every of them.
In 1963, he was invited to a summer time institute on the RAND Corporation in Santa Monica, Calif., to commerce concepts about modeling cognitive processes utilizing computer systems. While there, he started growing his personal computing toolbox for social scientists, calling it DYSTAL. A 1971 paper, “The Checkerboard Model of Social Interaction,” modernized his 1949 mannequin by computer-run simulations.
After retiring from Brown in 1981, Sakoda instructed Hansen, “I think the best thing I’ve done is the social interaction model, which solved the problem in social psychology of going from the individual level to the group level.”
But within the Nineteen Nineties and 2000s, as agent-based modeling grew to become basic to finding out infectious ailments and the actions of people on a big scale, a special origin story emerged.
Thomas Schelling, a well-connected Harvard economist and White House adviser, was on a aircraft sure for Boston when he began noodling with Xs and Os shifting alongside a line. It would finally develop into a checkerboard mannequin strikingly just like Sakoda’s. Schelling talked about it in a 1969 RAND analysis report and expanded it into an article in 1971, shortly after Sakoda had revealed his, in the identical journal.
Decades later, it was Schelling’s article that grew to become broadly credited as the primary by which the checkerboard mannequin appeared.
It is feasible that Schelling encountered the seed of the thought at RAND — he accomplished a residency there a yr after Sakoda visited. But when requested in a 2001 interview if the checkerboard mannequin devised by Sakoda had influenced him, Schelling replied, “I have never heard of him.”
In 2005, Schelling was awarded the Nobel Prize in economics, with Robert J. Aumann, for “having enhanced our understanding of conflict and cooperation through game-theory analysis.” In a biographical assertion accompanying the prize, Schelling wrote of the checkerboard mannequin, “Without knowing it I was pioneering a field of study that later became known as ‘agent-based computational modeling.’”
In his later years, in Barrington, R.I., Sakoda centered on gardening, his household and a longstanding mathematical aspect curiosity: origami. His e book “Modern Origami,” revealed in 1969 and nonetheless in print, showcases his personal designs and made him notable amongst fans. (He adorned his pc laboratory at Brown together with his origami.)
His nephew Jim Kurose stated in an interview that at household gatherings Sakoda “would usually go sit by himself quietly in the living room and take out his paper, and he’d start folding, and he would just keep kids absolutely entranced.”
He died on June 12, 2005. He was 89.
Sakoda’s agent-based modeling improvements are being rediscovered due to the analysis of Rainer Hegselmann, a thinker and social scientist on the Frankfurt School of Finance and Management in Germany. In a 2017 article within the Journal of Artificial Societies and Social Simulation, Hegselmann speculated that the timing of Sakoda’s retirement, in 1981, earlier than the private pc grew to become ubiquitous, might have led to the erasure of his achievement.
“Maybe that life punishes those that are late,” he wrote. “But sometimes it punishes those that are early as well.”
Sakoda, nevertheless, was “not much concerned with getting explicit credit for what he did,” his son, Bill, a pc scientist, stated in an interview.
Instead, he added in an electronic mail, “He worked magic for a lot of people very quietly.”
Source: www.nytimes.com