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On Fri, 11 Apr, 4:03 PM UTC
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[1]
AI only just beginning to revolutionize the NBA game
New York (AFP) - It's not a scene out of the future, but a reality on the hard courts of today. Using artificial intelligence, a top basketball team found the right defensive strategy that made the difference to win the NBA championship. Data specialist Rajiv Maheswaran declines to name the outfit that leveraged AI analysis to victory, saying in a corporate video only that it happened several years ago. That was "the moment that sealed it," added the co-founder of tech startup Second Spectrum, which provides the league with swathes of player positioning data gathered during crucial games. Analytics have transformed the NBA over the past decade, with AI and other breakthroughs still ramping up. Embryonic in the early 2000s, the revolution truly took hold with motion-capture cameras installed in every venue in 2013. Ten years later, new tech upgraded renderings of the court from 2D to 3D, unlocking even more precious data. Each player wears 29 markers "so you know not just where they are, but you know where their elbow is, and you know where their knee is," said Ben Alamar, a sports analytics writer and consultant. "You're actually able to see, yes, that was a high quality (defensive) closeout," said Tom Ryan, head of Basketball Research and Development at the NBA, describing an often-used manouvre. "It's adding more context to that metric." "Now all 30 teams are doing significant analysis with varying levels of success," said Alamar. Houston, Golden State and Oklahoma City were often cited among early adopters at the turn of the 2010s. This season, Oklahoma City is on top of regular season standings, "and they play different," said ESPN Analytics Group founder Dean Oliver. "They force turnovers, and they have very few turnovers themselves. So there are definitely advantages to be gained." "It's not going to turn a 25-win team into a 70-win team during the season, but it can turn a 50-win team into a 55, 56-win team," according to Alamar. AI allows for "strategic insights" like "understanding matchups, finding the situations where players perform well, what combinations of players," he added. 'Optimizing shots' None of the dozen teams contacted by AFP agreed to discuss their work on analytics. "Teams are (understandably) secretive," Oliver confirmed. Even before 3D, motion capture data was already shifting the game, taking basketball from a more controlled pace to something looser and faster, he added. The data showed that faster play secures more open looks and a higher percentage of shots -- a development that some criticize. On average, three-point shot attempts have doubled over the last 15 years. "As a league now, we look deep into analytics," Milwaukee point guard Damian Lillard noted at February's All-Star Game. While it perhaps "takes away the originality of the game... you've got to get in line with what's working to win." The league is taking the issue seriously enough that Commissioner Adam Silver recently mentioned that "some adjustments" could be made to address it. Even now, AI has "plenty of upside" yet to emerge, said Oliver. "The data is massive, but converting that into information, into knowledge that can be conveyed to players, that they can absorb, all of those steps are yet to be done." 'Get calls right' The league itself is pursuing several analytics and AI projects, including for real-time refereeing. "The ROI (return on investment) is very clear," said Ryan. "It's about getting more calls right, faster and in a transparent way to our fans." "We would love a world where if a ball goes out of bounds and you're not sure who it went off of, rather than going to replay you look at high frame rate video in real time with 99.9 percent accuracy... That's really our North Star." Spatial data can also extend the fan experience, shown off during the recent "Dunk the Halls" Christmas game between San Antonio and New York. An alternative telecast rendered the game in video game-style real-time display, with avatars replacing live action images. "We want to experiment with all different types of immersive media," says Ryan. "We just want to be able to sell our game and present it in compelling ways."
[2]
AI only just beginning to revolutionise the NBA game
NEW YORK (AFP) - It's not a scene out of the future, but a reality on the hard courts of today. Using artificial intelligence, a top basketball team found the right defensive strategy that made the difference to win the NBA championship. Data specialist Rajiv Maheswaran declines to name the outfit that leveraged AI analysis to victory, saying in a corporate video only that it happened several years ago. That was "the moment that sealed it," added the co-founder of tech startup Second Spectrum, which provides the league with swathes of player positioning data gathered during crucial games. Analytics have transformed the NBA over the past decade, with AI and other breakthroughs still ramping up. Embryonic in the early 2000s, the revolution truly took hold with motion-capture cameras installed in every venue in 2013. Ten years later, new tech upgraded renderings of the court from 2D to 3D, unlocking even more precious data. Each player wears 29 markers "so you know not just where they are, but you know where their elbow is, and you know where their knee is," said Ben Alamar, a sports analytics writer and consultant. "You're actually able to see, yes, that was a high quality (defensive) closeout," said Tom Ryan, head of Basketball Research and Development at the NBA, describing an often-used manouvre. "It's adding more context to that metric." "Now all 30 teams are doing significant analysis with varying levels of success," said Alamar. Houston, Golden State and Oklahoma City were often cited among early adopters at the turn of the 2010s. This season, Oklahoma City is on top of regular season standings, "and they play different," said ESPN Analytics Group founder Dean Oliver. "They force turnovers, and they have very few turnovers themselves. So there are definitely advantages to be gained." "It's not going to turn a 25-win team into a 70-win team during the season, but it can turn a 50-win team into a 55, 56-win team," according to Alamar. AI allows for "strategic insights" like "understanding matchups, finding the situations where players perform well, what combinations of players," he added. None of the dozen teams contacted by AFP agreed to discuss their work on analytics. "Teams are (understandably) secretive," Oliver confirmed. Even before 3D, motion capture data was already shifting the game, taking basketball from a more controlled pace to something looser and faster, he added. The data showed that faster play secures more open looks and a higher percentage of shots -- a development that some criticize. On average, three-point shot attempts have doubled over the last 15 years. "As a league now, we look deep into analytics," Milwaukee point guard Damian Lillard noted at February's All-Star Game. While it perhaps "takes away the originality of the game... you've got to get in line with what's working to win." The league is taking the issue seriously enough that Commissioner Adam Silver recently mentioned that "some adjustments" could be made to address it. Even now, AI has "plenty of upside" yet to emerge, said Oliver. "The data is massive, but converting that into information, into knowledge that can be conveyed to players, that they can absorb, all of those steps are yet to be done." The league itself is pursuing several analytics and AI projects, including for real-time refereeing. "The ROI (return on investment) is very clear," said Ryan. "It's about getting more calls right, faster and in a transparent way to our fans." "We would love a world where if a ball goes out of bounds and you're not sure who it went off of, rather than going to replay you look at high frame rate video in real time with 99.9 percent accuracy... That's really our North Star." Spatial data can also extend the fan experience, shown off during the recent "Dunk the Halls" Christmas game between San Antonio and New York. An alternative telecast rendered the game in video game-style real-time display, with avatars replacing live action images. "We want to experiment with all different types of immersive media," says Ryan. "We just want to be able to sell our game and present it in compelling ways."
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Artificial Intelligence is transforming the NBA, from team strategies to refereeing and fan engagement. This article explores how AI and analytics are reshaping basketball at various levels.
Artificial Intelligence (AI) is revolutionizing the NBA, with one unnamed team reportedly leveraging AI analysis to secure an NBA championship. Rajiv Maheswaran, co-founder of tech startup Second Spectrum, describes this as "the moment that sealed it," highlighting the growing influence of AI in basketball strategy 12.
The integration of AI and analytics in the NBA has been a gradual process, gaining significant momentum over the past decade. A major breakthrough came in 2013 with the installation of motion-capture cameras in every NBA venue, followed by an upgrade to 3D court renderings ten years later 12.
The current technology allows for unprecedented levels of player tracking. Each player wears 29 markers, enabling detailed analysis of their movements, including elbow and knee positions. This granular data provides insights into player performance and strategy effectiveness 12.
Ben Alamar, a sports analytics expert, explains that all 30 NBA teams now employ significant analysis, albeit with varying degrees of success. Early adopters like Houston, Golden State, and Oklahoma City have seen notable benefits. This season, Oklahoma City leads the regular season standings, with ESPN Analytics Group founder Dean Oliver attributing their success to a distinct playing style that forces turnovers while minimizing their own 12.
AI's role extends beyond basic statistics, offering strategic insights such as understanding player matchups, identifying optimal player combinations, and recognizing situations where players excel. Alamar suggests that while AI may not dramatically transform a struggling team, it can provide a significant edge to competitive teams, potentially adding 5-6 wins to a 50-win team's season 12.
The influence of AI and analytics has led to noticeable changes in gameplay. Data analysis has encouraged a shift towards faster-paced play and an increase in three-point shot attempts, which have doubled over the last 15 years 12.
This evolution has sparked debate within the basketball community. Milwaukee point guard Damian Lillard acknowledges that while analytics might "take away the originality of the game," teams must adapt to remain competitive. The NBA is aware of these concerns, with Commissioner Adam Silver hinting at potential "adjustments" to address the issue 12.
Despite the progress, experts believe AI still has significant untapped potential in basketball. Dean Oliver points out that converting the massive amount of data into actionable knowledge for players remains a challenge 12.
The NBA is also exploring AI applications beyond team strategy. Tom Ryan, head of Basketball Research and Development at the NBA, discusses ongoing projects in real-time refereeing. The goal is to improve the accuracy and speed of calls, enhancing transparency for fans 12.
AI is also transforming the fan experience. During a recent "Dunk the Halls" Christmas game between San Antonio and New York, an alternative telecast rendered the game in a video game-style real-time display, replacing live action with avatars. This demonstrates the NBA's commitment to experimenting with immersive media to present the game in compelling ways 12.
As AI continues to evolve, its impact on the NBA is expected to grow, potentially reshaping everything from team strategies to fan engagement in the coming years.
Reference
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