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Artificial Intelligence

TDRU Grand Release: Unveiling the Uncertainty Data Revolution

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In the digital age, the impact of data is becoming increasingly profound. By the end of 2022, a myriad of big data artificial intelligence models had emerged with varying degrees of quality. The effectiveness of these models highly depends on the quality of the input data, thereby imposing higher standards for data quality. However, people’s understanding of the essence of data is still at a relatively primitive stage. This has led to three major issues in existing data processing techniques: The first issue is the ignorance of the inherent uncertainty present in data; the second is a lack of effective methods for predictions; and the third is overlooking the bias introduced by the human-data relationship.

To address these issues, on October 9, 2023, Mongoose Think Tank officially launched TDRU (Tools of Data Reconstruction on Uncertainty) – a tool based on the principle of uncertainty that aims to solve the aforementioned problems through data reconstruction.

Theoretical Background of TDRU
Over time, Mongoose Think Tank has researched the sources of uncertainty extensively. In the field of data science, in his 2023 article “Uncertainty and Data Reconstruction” published in the Chinese Banking Industry magazine, Mongoose Think Tank’s Academic Committee Chairman Zhu Xiaohuang deeply discussed the issue of uncertainty in data. Zhu believes the essence of the world is uncertainty, causing randomness in human society and behavior. As data reflects the objective world and human behavior, it also carries uncertainty.

In his article “A Human-Centric Perspective on Data”, Mongoose Think Tank’s expert Hu Benli argues that all data subjectively reflects humans’ perspective on the objective world. He describes an ongoing cycle where humans generate large amounts of data while simultaneously being influenced by it. This inherent bias in data, Hu states, provides the fundamental rationale for needing data governance.

To address these issues of uncertainty and human-data relationships, Mongoose Think Tank have designed and proposed a method for reconstructing data based on these principles. Our approach categorizes data into types including historical data and marginal data, natural data and behavioral data, as well as deterministic data and random data. Building upon the elimination of random data, it assigns different adjustment parameters and weights to different types of data. Subsequently, Mongoose Think Tank applied and refined this methodology in real-world scenarios, culminating in the development of TDRU (Tools for Data Reconstruction on Uncertainty) version 1.0.

Introduction to TDRU
TDRU operates through six core processes, two sets of parameters, and seven collaborative tools. It can address both types of problems arising from uncertainty and adjust biases between humans and data. TDRU is not just a methodology but also practical as a tool. Its uniqueness lies in being the first tool specifically designed to tackle issues of data uncertainty, marking a significant advance over existing data processing methods. TDRU can be widely applied to various scenarios for predicting and measuring the likelihood of future events, making it suitable for major financial institutions, commercial enterprises, and global economic forecasts by world organizations. Additionally, Mongoose Think Tank are in the process of developing a data reconstruction intelligent assistant software that integrates TDRU with large language models.

TDRU is a foundational data tool based on the principle of uncertainty, primarily aimed at the pre-analytical stage of data analysis, namely data cleansing. Due to its foundational nature, the range of its applications is extensive, covering sectors such as economics, finance, and energy, among many others that require heavy use of data for modeling, analysis, and future prediction. Consequently, its client base is diverse, encompassing enterprises, financial institutions, and international organizations across the globe that need to employ data for forecasting. Additionally, due to the high correlation between uncertainty and risk management, TDRU offers unique value in the field of risk management. Overall, TDRU is not only a multi-functional and cross-sectoral methodology with international applicability but also a potent tool capable of solving a myriad of data quality issues, thereby enhancing the accuracy of future predictions.

TDRU Application Cases
Mongoose Think Tank applied TDRU to a personal credit scorecard of a listed bank. From the perspective of model evaluation parameters, before using TDRU, the model’s AUC (Area Under Curve, which measures the authenticity of the detection method; the closer AUC is to 1.0, the higher the authenticity; at 0.5, it has the lowest authenticity and no application value) was approximately 0.84, and KS (Kolmogorov-Smirnov, which evaluates the model’s risk differentiation ability; the greater the cumulative difference between good and bad samples, the greater the KS value and the stronger the risk differentiation ability of the model) was about 0.57. After using TDRU, the AUC increased to 0.88, and KS increased to 0.59. Importantly, these effects have been corroborated across multiple product lines.

Future
Currently, TDRU Version 1.0 has matured into a valuable tool for applications in macroeconomic forecasting, risk profiling and more. It has already obtained a software copyright and submitted an application for a patent.

Today, Mongoose Think Tank sincerely present this practical tool to the community at large, hoping to collaborate with various parties to expand the boundaries and possibilities of TDRU. Currently, Mongoose Think Tank can provide corresponding services related to TDRU, including consultation, training, and data processing. Mongoose Think Tank welcome inquiries from data enterprises, financial institutions, consulting firms, or any interested organizations. Please stay tuned for the future launch of TDRU Intelligent Assistant.

Artificial Intelligence

Sendbird Unveils Easy-to-Use AI Chatbot Tailored for Small Businesses

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SEOUL, South Korea, Feb. 28, 2024 /PRNewswire/ — Sendbird, a leading communications platform for web and mobile apps, has launched its AI chatbot, designed for easy setup and tailored to help small-to-medium-sized businesses (SMBs)  in various customer-facing sectors like e-commerce and healthcare. This affordable, no-code solution aims to enhance customer engagement and support. Businesses can access an AI chatbot starter package offering features such as chatbot personas creation, knowledge enrichment, workflow integration, and performance tracking analytics, all without requiring technical skills.

Furthemore, Sendbird has unveiled a developer-centric Pro package, which simplifies mobile app integration and provides more workflows and function calls for third-party software connections. These connections empower the AI chatbot to expand its capabilities and improve the competitiveness. For instance, the AI chatbot can offer personalized recommendations for flights, accommodations, or products.
Sendbird’s no-code AI chatbot seamlessly integrates with Sendbird Desk, its in-app chat customer service solution, providing businesses with a unified sales or support desk. This integration boosts automated efficiency while maintaining a nuanced understanding of human support, leading to swifter, more accurate responses and increased customer satisfaction.
Built on a real-time communication platform trusted by industry leaders like Rakuten, Paytm, Traveloka, Carousell, PayPay, Yahoo, DoorDash, Krafton, Sendbird’s AI chatbot ensures seamless integration with both websites and mobile applications. This enables businesses to streamline support processes, save time, and allocate resources effectively, exceeding customer expectations.
Sendbird CEO and Co-founder John S. Kim emphasizes the importance of making AI accessible to SMBs, stating, “Today, large enterprises and consumer brands effectively use AI to engage with their customers. But there is no way for a small company to compete. What we aim to do with our no-code AI chatbot is to make that technology accessible to SMBs.”
To explore the benefits firsthand, businesses can access a free trial of Sendbird’s AI chat bot at sendbird.com/products/ai-chatbot. Additionally, to enhance superior customer support and engagement further, go to Sendbird Desk at sendbird.com/products/customer-support.
About Sendbird
Sendbird is the all-in-one communication platform empowering web and mobile applications with customizable user experiences. Sendbird’s cutting-edge APIs unlock the potential of AI-powered chatbots, one-way notification messages, chat, video calls and live streaming, tailored for use in commerce, marketing, and exceptional customer support. Trusted by industry leaders such as Rakuten, Paytm, Traveloka, Carousell, PayPay, Yahoo, DoorDash, and Krafton, Sendbird powers over 7 billion interactions monthly for over 4000+ applications worldwide.
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Artificial Intelligence

Vieworks Unveils Cutting-Edge X-ray Imaging Solutions at ECR 2024

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ANYANG, South Korea, Feb. 27, 2024 /PRNewswire/ — Vieworks, a leading provider of medical and industrial X-ray imaging solutions, is gearing up to showcase its innovative lineup at the European Congress of Radiology (ECR) 2024, scheduled from February 28 to March 3 in Vienna, Austria. Vieworks will introduce a range of groundbreaking solutions including the VXvue software with AI diagnostic support for both human and veterinary applications, alongside X-ray flat panel detectors (Hall X3, Booth 324).

At the exhibition, Vieworks will unveil a total of 19 products, featuring 15 static and dynamic flat panel detectors accompanied by dedicated image acquisition software. Particularly noteworthy will be the introduction of the enhanced VXvue software integrated with AI diagnostic support solutions. 
Vieworks’ large-format and large-area detector products (VIVIX-S 1751S, VIVIX-S 4747V) are designed to optimize full-spine, half-body, and large-area imaging, offering static image detectors capable of capturing wider area images in a single scan compared to conventional models, thereby reducing patient radiation exposure. With advantages such as high resolution and swift image acquisition, these detectors enable more efficient diagnosis.
In addition to these innovations, Vieworks will showcase a variety of its flagship products, including FPDs for general radiography (VIVIX-S V, VIVIX-S F series), portable C-arms and fluoroscopy applications (VIVIX-D series), and digital detectors for breast examination (VIVIX-M series).
Developed in-house by Vieworks, VXvue is a user-centric image processing software designed to post-process clinical images acquired through X-ray detectors. With recent enhancements, VXvue can analyze X-ray clinical images of animals such as dogs and cats, providing abnormal findings related to musculoskeletal and thoracic diseases within 15 seconds. By offering post-processing of images along with information on the location of ailments and their probability, VXvue is poised to significantly improve the diagnostic process for veterinarians.
VXvue also offers advanced solutions for human application, incorporating the ‘PureImpact™’ technology, a high-performance image processing algorithm that enhances image clarity, and AI. This enables detailed depiction of soft tissue and skeletal structures with minimal radiation exposure.
A Vieworks spokesperson stated, “This year, we will continue to invest in innovative technologies such as AI to advance our product diversification and technological sophistication. Through these efforts, we aim to secure loyalty from our key customers in North America and Europe and expand our market share.”
ECR, regarded as one of the world’s largest congresses alongside the Radiological Society of North America (RSNA), anticipates participation from over 240 companies representing 35 countries.
About Vieworks Co., Ltd.
As a global leader in digital imaging in various applications from medical x-ray imaging to industrial x-ray inspection, Vieworks offers the most advanced x-ray flat panel detectors and software as a solution to the world. Vieworks creates new standards in the imaging industry by providing professionals with the most valued and high-quality images and offering innovative vision and insight for all. For more information, please visit xrayimaging.vieworks.com.
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Artificial Intelligence

Geotab Brings Conversational AI to Connected Transportation Solutions at Mobile World Congress

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Demonstrates Geotab Ace with AI capabilities to interpret complex data with natural-language processing – a game-changer in connected vehicle transformationEnables fleets to make faster data-driven decisions based on safety, route planning, maintenance schedules, sustainability, and moreVisit us for the Geotab Ace demo on the Ontario Canada exhibition in Hall 7, 7G61, Kiosk 11 at MWC
BARCELONA, Spain, Feb. 27, 2024 /CNW/ – Geotab Inc. (“Geotab”), a leading connected vehicle technology provider, will demonstrate its industry-first generative AI assistant for connected transportation, Geotab Ace, at Mobile World Congress. Geotab Ace is fueled by data-led AI processing capabilities analyzing more than 75 billion data points daily across global telecoms networks. Deeply integrated into MyGeotab, Geotab Ace instantly generates insights, while democratising and streamlining access to information to unlock new value from fleet data. 
Geotab Ace was launched earlier this month at Geotab Connect, with the first public demonstrations of the AI copilot being debuted at Mobile World Congress. Geotab Ace has access to an expansive array of insights, including predictive safety analytics, predictive maintenance, trip data, zone activity, electric vehicle statistics, exception events, GPS tracking, and more. This allows it to provide nuanced answers to a broad range of complex questions while remembering past interactions to improve future responses. Geotab Ace is built on privacy-by-design principles and keeps all customer telematics data within Geotab’s environment, never shared with any Large Language Model (LLM).
Enhancements to the user experience include tailored insights through intuitive dialogue with natural language processing – allowing organizations with fleets to extend on-demand insights in areas including safety, operations, maintenance, efficiency, and sustainability to assess the performance of their vehicles, assets, drivers, and more in simple, easy-to-understand terms.
Fleets can now significantly reduce the time taken to gain insights and access customized data reflections that are tailored to their specific needs, enhancing their capacity and expediency for making data-driven decisions.
“By bringing the intuitive simplicity of conversational AI directly into the Geotab platform, we are transforming the way fleets interact with their data, crafting a future where insights are immediate, intelligent, and instrumental to success,” said Edward Kulperger, Senior Vice President, Geotab EMEA. “It embodies our mission to simplify data analysis and unlock a world of trustworthy, insightful and actionable fleet intelligence.”
Geotab’s position as an industry trailblazer is reinforced by its 4 million globally connected vehicles, 50,000 customers across 160 countries, and an extensive telecoms carrier and partner network. This depth of expertise and global scale enables the company to develop unprecedented AI models, unlocking unmatched value and efficiency for fleets around the world.
Geotab Ace will be available to be experienced hands-on in the Ontario (Canada) Pavilion in Hall 7, 7G61, Kiosk 11 at Mobile World Congress from February 26 – 29, 2024.
To learn more about Geotab Ace, visit https://www.geotab.com/uk/ace/..
About GeotabGeotab is a global leader in connected transportation solutions. We provide telematics — vehicle and asset tracking — solutions to over 50,000 customers in 160 countries. For more than 20 years, we have invested in ground-breaking data research and innovation to enable partners and customers, including Fortune 500 and public sector organizations, to transform their fleets and operations. With over 4 million subscriptions and processing more than 75 billion data points a day, we help customers make better decisions, increase productivity, have safer fleets, and achieve their sustainability goals. Geotab’s open platform and Marketplace offers hundreds of third-party solution options. Backed by a team of industry-leading data scientists and AI experts, Geotab is unlocking the power of data to understand real-time and predictive analytics — solving for today’s challenges and tomorrow’s world. To learn more, visit www.geotab.com, follow @GEOTAB on Twitter and LinkedIn, or visit the Geotab Blog.

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