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Researchers Develop an Intelligent Observer for Esports

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Human game observers are a vital part of the Esports industry. They use extensive domain knowledge to decide what to show to the spectators. However, they may miss important events, necessitating the need for automatic observers. Researchers from South Korea have recently proposed a framework that utilises an object detection method, Mask R-CNN, and human observational data to find the ‘Region of Common Interest’ in StarCraft—a real-time strategy game.

Esports, already a billion-dollar industry, is growing, partly because of human game observers. They control the camera movement and show spectators the most engaging portions of the game screen. However, these observers might miss significant events occurring concurrently across multiple screens. They are also difficult to afford in small tournaments. Consequently, the demand for automatic observers has grown. Artificial observing methods can either be rule-based or learning-based. Both of them predefine events and their importance, necessitating extensive domain knowledge. Moreover, they cannot capture undefined events or discern changes in the significance of the events.

Recently, researchers from South Korea, led by Dr. Kyung-Jong Kim, Associate Professor in Gwangju Institute of Science and Technology, have proposed an approach to overcome these problems. “We have created an automatic observer using object detection algorithm, Mask R-CNN, to learn human spectating data,” explains Dr. Kim. Their findings were made available online on 10 October 2022 and published in Volume 213 Part B of Expert Systems with Applications journal.

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The novelty lies in defining the object as the two-dimensional spatial area viewed by the spectator. In contrast, conventional object detection treats a single unit, for instance, a worker or a building, as the object. In this study, the researchers first collected StarCraft in-game human observation data from 25 participants. Next, the viewports—areas viewed by the spectator—were identified and labeled as “one.” The rest of the screen was filled with “zeroes.” While the in-game features are used as input data, the human observations constituted the target information.

The researchers then fed the data into the convolution neural network (CNN), which learnt the patterns of the viewports to find the “region of common interest” (ROCI)—the most exciting area for the spectators to watch. They then compared the ROCI Mask R-CNN approach with other existing methods quantitatively and qualitatively. The former evaluation showed that CNN’s predicted viewports were similar to the collected human observational data. Additionally, the ROCI-based method outperformed others in the long run during the generalization test, which involved different matchup races, starting locations, and playing maps. The proposed observer was able to capture the scenes of interest to humans. In contrast, it could not be done by behavior cloning—an imitation learning technique.

Dr. Kim points out the future applications of their work. “The framework can be applied to other games representing some of the overall game state, not only StarCraft. As services such as multi-screen transmission continue to grow in Esports, the proposed automatic observer will play a role in these deliverables. It will also be actively used in additional content developed in the future.”

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SIS and Premier Greyhound Racing reveal improved greyhound race time schedule

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Sports Information Services (SIS), the leading multi-content supplier of 24/7 live betting services, and Premier Greyhound Racing (PGR), the media rights company supplier of greyhound racing to the betting industry and direct to viewers, have collaborated to offer a revised race time schedule starting from 20 May.

Designed to protect the long-term future of UK greyhound racing, the new schedule will see morning fixtures start slightly later – moving from 10.47 to 11.01 and 10.54 to 11.09. Additionally, there will also be a slightly later start time for some evening fixtures aimed at a retail audience, with the first evening fixture now starting at 18.08.

Commenting on the improved schedule, Terry Mahoney, Head of Business Development at ARC, said: “The new race times will help make it easier for customers to navigate busy racing schedules as well as improving operations trackside. We will continue to listen, monitor, and adapt schedules where and when needed as we move forward to deliver the best service possible for betting operators as well as punters.”

Paul Witten, Managing Director at SIS, added: “We are passionate about delivering a greyhound racing service that benefits all of the sport’s stakeholders. Together with Premier Greyhound Raxing, we have introduced a revised racing schedule that benefits operators and their customers.

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“Our approach to greyhound racing is grounded in sustainability and flexibility. This collaboration with fellow service providers allows everyone to enjoy all the high-quality action produced on a daily basis from tracks across the UK and Ireland.”

SIS has long-term agreements in place with bet365, William Hill, Paddy Power and Betfred to deliver its greyhound content across UK and Irish retail and digital channels. SIS also promotes this content across dozens of leading international operators, as well as through SISRacing.tv.

PGR offers greyhound action, cards, video replays, results, news and info on greyhounds.attheraces.com, and regular live broadcasts on Sky Sports Racing. Premier Greyhound Racing is a joint venture between Arena Racing (ARC) and Entain, the global sports betting, gaming and interactive entertainment group. Between them, the two companies own nine of the 20 licensed British greyhound tracks and ARC manage the media rights for five independent tracks.

The post SIS and Premier Greyhound Racing reveal improved greyhound race time schedule appeared first on European Gaming Industry News.

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The Importance of Data Quality Review Checks in the Gaming Industry

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By Lorenzo Nardini, Head of Technical Compliance and Maths Services

In the dynamic world of online gaming, data plays a pivotal role. Databases containing personal and financial information, often referred to as “Safe” databases, serve as the backbone of any gaming platform.

In this short article, I focus on control databases (CDBs) – that is how Safe databases are referred to in the Dutch landscape – and why it is important to ensure their completeness, accuracy, and consistency through continuous data quality review. In any case, the topics here covered apply to most regulated markets.

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Control databases contain critical information related to player accounts, financial transactions, game rules, and security protocols. Essentially, they ensure the smooth functioning of the entire gaming ecosystem. It is no wonder that the Dutch regulator (KSA) enforces specific technical regulations on them and often perform audits on these systems that can result also in fines in cases errors are detected.

Data quality review checks

Data quality review checks play a pivotal role in maintaining the integrity of control databases, ensuring continuous compliance. Here are some key reasons why they are essential:

  1. Accuracy and Consistency: Control databases handle vast amounts of data, including player profiles, game logs, and financial records. Ensuring accurate and consistent data is crucial for fair gameplay, financial transparency, and regulatory compliance.
  2. Player Experience: Imagine a player losing progress due to a database glitch or loss of connectivity. Such incidents can lead to frustration and loss of trust. Data quality checks ensure that the control database is correctly functional, and the information therein contained can be used to handle such incomplete games, enhancing the overall player experience.
  3. Regulatory Compliance: Gaming companies must adhere to strict regulations regarding data privacy, security, and fairness. Regular reviews ensure compliance with industry standards and legal requirements.

Most importantly, regular reviews can help gaming companies reducing the risk of an unsuccessful audit that could typically lead to a fine and negative PR.

Ideally, data quality reviews should be ongoing. Real-time monitoring is crucial for identifying issues promptly. Additionally, scheduled audits—monthly or quarterly—help catch any long-term discrepancies or trends.

Key areas of data quality reviews

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When performing checks on the quality of CDBs, the following are the main areas to consider:

  1. Data Completeness: Ensure that all necessary fields are populated correctly. Missing or incomplete data can lead to errors downstream.
  2. Data Accuracy: Cross-check data against reliable sources. For example, player balances should match financial records.
  3. Data Consistency: Verify consistency across different databases and systems. Inconsistencies can cause confusion and operational inefficiencies.

Starting from the specific Dutch case and then expanding to other markets, here at ComplianceOne Group we have developed a data quality review service using our experience in dealing with this form of analysis. Leveraging feedback obtained directly from regulators, we created a testing procedure that performs the following:

  1. Tests on triggering reports from staging environment. We access the client’s staging environment with test accounts and perform actions that are aimed at triggering specific reports in the control database. We then check that these have been correctly generated and that they contain all necessary information, checking their accuracy against the back-office.
  2. Data quality tests on production environment. We download a large number of reports directly from production and run a battery of tests that we have designed and that is tailored specifically at checking completeness and consistency of the information contained in the control database.

All findings are promptly reported to the client and, if needed, we can assist with solving any issues found.

Conclusion

When I started being exposed to control databases, I understood that for many this is a very technical area and that maintaining this environment functioning correctly can be quite cumbersome. Nevertheless, a commitment to data quality is a necessary for ensuring continuous compliance of gaming platforms. If you are interested in running regular data quality reviews, or even just a one-time overall check, contact me and I will be happy to assist!

 

The post The Importance of Data Quality Review Checks in the Gaming Industry appeared first on European Gaming Industry News.

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7777 gaming signs a strategic iLottery content deal with Scientific Games

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7777 gaming, a leading provider of digital gaming solutions, has announced a significant strategic partnership with Scientific Games a global leader in retail and digital lottery games, technology, analytics and services, to deliver digital lottery games through the SG Content Hub Partner Program.

The SG Content Hub Partner Program is a unique platform and game content partnership program featuring an expanding, highly curated selection of iLottery games from best-in-class, game studios worldwide in a variety of play styles appealing to all player types in multiple languages, as well as access to select licensed properties from the largest licensed brands portfolio in the lottery industry. Scientific Games currently serves 150 lotteries in 50 countries.

 

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Elena Shaterova, Chief Commercial Officer at 7777 gaming, expressed enthusiasm about the partnership: “Partnering with Scientific Games represents a significant milestone for 7777 gaming, solidifying our position as a global leader in digital lottery solutions. Through this collaboration, we are poised to deliver unparalleled gaming experiences to players worldwide, driving innovation and growth in the lottery industry.”

 

Steve Hickson, VP of Digital Games at Scientific Games commented: “We are delighted to welcome yet another top-class lottery game studio to the SG Content Hub Partner Program. The addition of 7777 gaming and their fantastic games aligns perfectly with our goal to make a variety of digital lottery content available to existing and new Scientific Games customers. Our SG Content Hub Partner Program is developing at pace as we continue to provide our customers with frictionless access to the very best content in the industry.”

The SG Content Hub Partner Program offers a one-stop solution for accessing multiple iLottery game studios, seamlessly integrating with a lottery’s existing gaming systems and iLottery technology. It streamlines operations, simplifies tech integrations, and enhances data analytics to drive game development and iLottery portfolio management.

7777 gaming is renowned for its ability to deliver high-quality iLottery games tailored to the unique requirements of different lotteries. The company ensures that its game content meets stringent government regulations and operators’ expectations for customization. With custom-made lottery concepts, 7777 gaming guarantees enhanced player satisfaction and fosters a deeper sense of connection and loyalty to the brand.

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The post 7777 gaming signs a strategic iLottery content deal with Scientific Games appeared first on European Gaming Industry News.

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