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“Data Island” Problem Can Be Solved by Combining Privacy Computing AI and Blockchain Technology

Published

4 years ago

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Platon Now Offers Breakthrough Solutions to Break the “Data Island” and Release the Value Potential

During the COVID-19 pandemic, medical networking services developed rapidly, and big data played a key role in the development. In the medical industry, new medical models and cutting-edge research also require a large number of patient data to verify. However, due to the lack of effective privacy protection, data cannot be shared, resulting in the “data island” phenomenon, which has become a big problem to be solved. At the same time, the widespread use of medical big data also triggered the issue of privacy leaks and data abuse, and raised social concerns about data security and privacy protection.

These problems exist not only in the medical industry, but also in other industries. Citing the protection of trade secrets and refusing to trade their own data, government departments are also reluctant to share data because of security, interests, technology, and other concerns. This exacerbates the “data Island” problem, which restricts the maximization of data value.

In the current data market, users produce new online data every day, but they do not own the data. Data is held in the hands of each independent collector, resulting in the compartmentalization of data ownership, which is referred to as “data Island.” The lack of data privacy protection and sharing mechanism is the main obstacle for data authentication.

Blockchain provides an opportunity for data validation. Blockchain is a distributed ledger technology designed to realize transaction accounting through the joint participation of multi-nodes, and each node account is complete and cannot be tampered with. This helps in integrating users into the three-party governing account for insusceptible and uninterrupted data production, data monopoly and data use.

Through node authorization, the final data income is shared among the parties in proportion to realizing the sharing of data ownership. Although transaction information is shared in this process, account information is highly encrypted. Therefore, zero-knowledge proof is an effective strategy to protect the privacy of accounts. Zero-knowledge proof is to make the verifier believe that he has certain knowledge or ability without providing any useful information to the verifier, for example, to realize the asset transfer without disclosing user identity.

Blockchain technology can be widely used in equipment authentication, communication encryption and other areas to provide a strong support for breaking the “data island” and promoting data transactions.

Privacy computing brings solutions

The realization of data sharing transaction and potential value release happens on the value chain of “property right confirmation – privacy protection – co-computing – value sharing.” The scheme, which is widely accepted by finance and blockchain industry, is based on the solution combining privacy computing and AI, which is a new way to solve security problems such as key management, by integrating multiple cryptography algorithms with frontier blockchain technology. Public chain PlatOn is the pioneer that set a precedence of multi-party secure computing (MPC) and other cryptographic algorithms into the key management system (KMS), which realizes the management of massive scale digital assets through cryptography, thereby effectively resolving the contradiction between data privacy protection, right ownership and data sharing, and improving the value and efficiency of data. The technology can be used in future scenarios such as digital wallets and inter-agency transactions.

PlatON has focused on the combination of privacy computing and big data AI. The open-sourced, community-based, blockchain ecosystem recently launched Tensorflow, the world’s first privacy AI framework that supports mainstream in-depth learning. PlatON’s series of innovative practices have provided an observable way to solve the problem of “data island” and data asset transaction.

Thanks to its rich industry experience, PlatON can fix the impasse and step forward. It is reported that PlatON’s core founding team has more than 15 years of experience in finance and communications, and strong software implementation capability too. These are exactly what the foundation for PlatON is built on to continuously and effectively promote R&D investment and business practice. At present, PlatON is focusing on R&D and solving the problem of data sharing step by step in the engineering and business world. Currently, PlatON’s leading network, Alaya, is focused on the financial sector, where data is highly standardized and financial institutions have a strong desire to address data privacy concerns.

PlatON’s Future Vision: Building a Data Transaction Infrastructure

PlatON has become a global leader in the field of privacy-protected computing. With the accumulation of finance and AI, PlatON has reached strategic cooperation with HashQuark, Keystore, HashKey Hub and other well-known platforms in the industry to jointly promote the implementation and application of cutting-edge technologies, such as KeyShard, so as to realize the new digital assets custody service in the world and better protect the security of digital assets.

PlatON’s vision is to build a peer-to-peer computing network that integrates verifiable computing, privacy computing, scalable computing, and dedicated computing hardware to provide open-source public infrastructure software development, consulting, and operational services to developers, data providers, as well as various communities, organizations, and individuals with computing needs around the world, and ultimately to support mass data asset transactions.

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Alex Jacob

Alex Jacob is a literature author. He was born in Chicago. Alex passion is writing news articles. He writes number of articles and published it.

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Rat Corpse Discovered at the Resident’s Property by Abal Environmental Services Ltd Operative

Published

6 hours ago

on

March 31, 2025

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Errol Baptiste the Northolt resident being visited by Abal Environmental Services Ltd Operative on February 19, 2025, also found evidence of rat corpse decomposing inside the property for 32 months since June 15, 2022, which explained the rancid odour. Rats has been accessing via hole in front way of the resident’s property and then accessing loft space via pipework in proximinty.

Access holes into the property have been blocked up with wire silicon solution and wire after more than 32 months which was reported to Ealing Council by Errol Baptiste the resident and his representative on June 15, 2022, on the rodent infestation. Ealing Council inadvertently failed by ignoring Mr Baptiste’s complaint on the rodent’s issue which was first reported to the Council confirmed evidence from Abel Environmental Services Ltd discovered a corpse of the dead rat on February 19, 2025.

Ealing Council ignored Errol Baptiste’s complaints for 32 months since June 15, 2022, about the rat infestation and he was abused by the Council which they never considered Mr Baptiste’s vulnerabilities on the comorbid and complex ill-health related to the resident’s disabilities breached the Data Protection Act 2018, Section 45, Section 94, and GDPR 2018, Article 15. Ealing Council inadvertently failed to do anything on the Rat Infestation until February 19, 2025, after 32 months delay never took Errol Baptiste’s complaints seriously and were very dismissive that was reported on June 15, 2022, breached the Prevention of Damage by Pests Act 1949.

https://www.ealingtoday.co.uk>page=ldrshousing016

https://harrowonline.org/2025/03/09/northolt-resident-says-council-don’t…

Video : https://www.youtube.com/watch?v=N2UCd-_fMG4

Media Contact: 

Northolt/Ealing
Middlesex
United Kingdom
07598782045
errolbaptiste1@gmail.com
www.youtube.com/@errolbaptiste

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Cloud PR Wire

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Choose YESMiner and move towards a future of daily stable income

Published

11 hours ago

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March 31, 2025

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YESMiner, a highly-watched blockchain mining platform, provides users with a low-cost entry point to Bitcoin mining. This move aims to lower the threshold for traditional mining and enable more users to participate in the digital currency ecosystem and benefit from it.

It is reported that one of YESMiner’s core services is cloud mining solutions. As a model that does not require users to directly purchase and maintain mining equipment, cloud mining has been favored by more and more investors in recent years. YESMiner predicts that by 2025, cloud mining will usher in rapid development and its market potential will be further released globally. The company said that it will provide users with a more efficient and sustainable mining experience through technical optimization and cost control.

In addition, YESMiner’s positioning in the blockchain economy has also attracted much attention. As a platform dedicated to promoting the popularization of blockchain technology, YESMiner is not only actively involved in the field of Bitcoin mining, but also exploring how to provide support for a wider range of blockchain application scenarios. This diversified development strategy helps to consolidate its competitive advantage in the industry.

It is worth mentioning that the YESMiner platform is strictly regulated by the UK Financial Conduct Authority (FCA). This compliance measure provides users with greater security and trust, and also reflects YESMiner’s commitment to industry standards and transparent operations.

Earn Profits with YESMiner Cloud Mining

1: Register now to get a $100 bonus ($1 for daily check-ins).

2: Choose a contract: After successfully registering, the next step is to choose a mining contract that suits your goals and budget. YESMiner offers a variety of contracts to meet different needs, whether you are a beginner or an experienced miner.

Choose the contract that suits your investment strategy:

 

3: Start making a profit: After selecting and activating a mining contract, you can sit back and let the system do the work for you. YESMiner’s advanced technology ensures that your mining operations run efficiently, thereby maximizing your potential earnings.

In the face of rapid changes in blockchain technology and the digital currency market, YESMiner said it will continue to uphold the concept of innovation and responsibility, provide users with high-quality services, and promote the healthy development of the entire industry.

About YESMiner:

YESMiner is an innovative company focusing on Bitcoin mining and blockchain technology applications, and is committed to providing users with efficient, secure, and low-cost digital asset management services. Through technological innovation and compliant operations, YESMiner has become one of the most trusted platforms in the industry.

Company name: YESMiner

Company website: https://yesminer.com/

Company email: cooperate@yes-miner.com

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Press Release

Vtrading Releases Trading Ecosystem Whitepaper: Redefining the Cognitive Revolution of Wealth in the Digital Era

Published

11 hours ago

on

March 31, 2025

By

Amid a global cryptocurrency market with a daily trading volume exceeding $50 billion, 82% of retail investors continue to struggle with persistent losses. This structural contradiction has become the key entry point for the next-generation trading platform Vtrading to disrupt the status quo. Recently, Vtrading officially released its Trading Ecosystem Whitepaper, unveiling the world’s first “Cognition-Decision-Execution” tripartite trading operating system. The platform aims to redefine wealth creation paradigms in the digital age through technological innovation.

I. Scientific Revolution in Trading Paradigms: From Empiricism to Cognitive Industrialization

Traditional trading markets suffer from systemic cognitive gaps. CoinMarketCap data reveals that 73% of users mechanically apply RSI indicators without understanding their mathematical essence, while 97% of investors fail to distinguish between market beta returns and personal alpha returns. This cognitive divide directly triggers behavioral biases: during the 2023 Pepe coin surge, 63% of retail buy orders clustered within 1 hour of price peaks, only 11% set stop-loss instructions, and average holding periods lasted just 27 minutes—far below institutional averages of 83 hours.

Vtrading champions the core philosophy that “cognition is capital,” breaking down trading competence into a quantifiable, trainable industrial system. Its AI architecture integrates three engines:

– Intelligent Strategy Generator: Combines natural language interaction and genetic algorithms, enabling users to generate code frameworks via inputs like “BTC intraday volatility strategy, max drawdown 3%.”

– Decision Enhancement Network: Deploys a millisecond-response Trading Sentinel system, monitoring 100+ candlestick patterns and 60+ technical indicators across timeframes.

– Cognitive Evolution Workshop: Dynamically integrates 1,200+ trading concepts via knowledge graphs, with a 21-day cognitive restructuring program that boosted trainees’ average returns by 220%.

Early results are striking: users leveraging smart alerts saw trade opportunity capture rates rise by 73%, holding periods extend from 6.2 to 38.7 hours, and risk-adjusted returns reverse from -12.3% to +9.8%.

II. Building an Assembly Line for Cognitive Evolution

Vtrading’s product matrix targets three pain points in traditional trading ecosystems:

1.Cognitive Infrastructure Layer (VTrading Academy)

– Dynamic Knowledge Graph: Links candlestick patterns, technical indicators, and on-chain data, unlocking tool access as users master concepts like RSI.

– Live Simulation Sandbox: Tests strategies against historical data and stress models.

– Competency Assessment Model: Generates a Cognitive Index (formula: 0.4test scores + 0.6strategy returns).

2.Decision Enhancement Layer (Intelligent Trading Sentinel)

– Multi-Dimensional Signal Engine: Monitors 1-minute signals and 4-hour trends, triggering app/SMS alerts for critical events.

– Scenario-Based Strategy Templates: Prebuilt setups like “Meme Coin Sniper (500% social media spike + on-chain whale activity).”

– AI Alert Network: Detects anomalous trades with 95% interception accuracy.

3.Value Closure Layer (AI Strategy Workshop)

– Natural Language Programming: Converts strategy descriptions into executable code.

– Personalized Parameter Tuning: Dynamically optimizes indicators (e.g., adjusting RSI periods from 12 to 9 days for aggressive users).

– Strategy Monetization: Top strategies earn 39.7% average annual returns in copy-trading ecosystems.

III. World-Class Security Architecture

Vtrading safeguards both assets and cognition:

– Asset Security Triad:

MPC-TSS 2.0 protocol uses (3,5) threshold signatures, with private key shards stored across 5 geonodes (cracking cost >$1 billion).

Real-time risk control (e.g., AnomalyDetector class in code) blocks suspicious transactions with <0.3% false positives.

Daily Merkle Tree reserves with zk-SNARKs verification.

– Cognitive Security:

GAN-simulated 2008/2018-level crashes eliminate 89% of overfitted strategies.

Credibility models filter 92% of fake news across 50+ sources.

Bias correction systems halt “double-down” behaviors via risk circuit-breakers.

IV. Pioneering Web3 Collaboration Networks

Vtrading’s three-dimensional ecosystem includes:

– Developer Ecosystem: Open SDKs (backtesting frameworks), Data Lake APIs (10TB+ on-chain data), and Oracle networks (30+ data feeds), rewarding contributors via token incentives.

– Institutional Collaboration: Federated learning for private data sharing, cross-chain atomic settlement protocols (with MIT) reducing清算 latency to milliseconds.

– Community Governance: Token holders vote on 70% of product updates. An on-chain reputation system quantifies trading skills and contributions as NFT credentials, granting access to metaverse terminals.

V. Vision: Defining a New Trading Civilization

By 2030, Vtrading aims to:

– Establish global competency standards (L1-L4 certification).

– Launch next-gen OS integrating AI, cross-chain protocols, and metaverse terminals.

– Reduce irrational trading losses by $21 billion annually and nurture 380,000 digital nomad developers.

Early network effects are evident: users completing the 21-day program reduced trading frequency by 54% but improved risk-reward ratios by 220%. A viral referral model (R(inviter)=Σ(1/2^(k-1)*BaseReward) and 120,000+ NFT credentials underscore rapid adoption.

In this cognitive revolution, Vtrading poses a fundamental question: As trading competence becomes a core digital-age literacy, do we need a holistic upgrade—from tools to mental models? Let’s find out at Vtrading.com

Disclaimer: The information provided in this press release is not a solicitation for investment, nor is it intended as investment advice, financial advice, or trading advice. It is strongly recommended you practice due diligence, including consultation with a professional financial advisor, before investing in or trading cryptocurrency and securities.

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Disclaimer: The views, suggestions, and opinions expressed here are the sole responsibility of the experts. No Digi Observer journalist was involved in the writing and production of this article.

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