# Financial Data Mining ⎊ Area ⎊ Resource 1 --- ## What is the Algorithm of Financial Data Mining? Financial data mining, within cryptocurrency, options, and derivatives, leverages computational methods to discern patterns and predict future movements from complex datasets. These algorithms frequently employ time series analysis, machine learning, and statistical modeling to identify arbitrage opportunities and assess risk exposures. The application of these techniques extends to high-frequency trading strategies and the optimization of portfolio construction, particularly in volatile digital asset markets. Effective algorithm design necessitates robust backtesting and continuous recalibration to maintain predictive accuracy and adapt to evolving market dynamics. ## What is the Analysis of Financial Data Mining? The core of financial data mining involves a detailed examination of market microstructure, order book dynamics, and transaction histories to uncover latent relationships. This analysis extends beyond traditional technical indicators to incorporate alternative data sources, such as social media sentiment and blockchain network activity, to improve forecasting capabilities. Derivatives pricing models are refined through data-driven insights, enabling more accurate valuation and hedging strategies. Consequently, a comprehensive analytical approach is crucial for navigating the complexities of crypto derivatives and managing associated risks. ## What is the Prediction of Financial Data Mining? Financial data mining in these contexts focuses on predictive modeling to anticipate price fluctuations and inform trading decisions. Machine learning models, including recurrent neural networks and gradient boosting machines, are employed to forecast volatility and identify potential market anomalies. Accurate prediction is paramount for options pricing, risk management, and the development of automated trading systems. The efficacy of these predictive models relies heavily on the quality and granularity of the underlying data, as well as the sophistication of the analytical techniques applied. --- ## [Financial Engineering](https://term.greeks.live/definition/financial-engineering/) The application of math and technology to create innovative financial products and solve complex risk problems. ⎊ Definition ## [Financial Primitives](https://term.greeks.live/term/financial-primitives/) Meaning ⎊ Financial primitives are the core, programmable building blocks of decentralized finance, enabling the transparent and trustless construction of complex derivatives for efficient risk transfer across markets. ⎊ Definition ## [Financial Modeling](https://term.greeks.live/term/financial-modeling/) Meaning ⎊ Financial modeling provides the mathematical framework for understanding value and risk in derivatives, essential for establishing a reliable market where participants can transfer and hedge risk without a centralized counterparty. ⎊ Definition ## [Financial Architecture](https://term.greeks.live/term/financial-architecture/) Meaning ⎊ Decentralized Volatility Protocols represent a financial architecture that automates options pricing and risk management, transforming volatility into a tradable, non-custodial asset class. ⎊ Definition ## [Financial Innovation](https://term.greeks.live/term/financial-innovation/) Meaning ⎊ Decentralized Options Vaults automate complex options writing strategies to generate passive yield, transforming high-friction derivatives trading into capital-efficient, accessible products for decentralized markets. ⎊ Definition ## [Financial History](https://term.greeks.live/definition/financial-history/) The study of past market cycles and crises to gain perspective on current financial trends and behaviors. ⎊ Definition ## [Financial History Parallels](https://term.greeks.live/definition/financial-history-parallels/) Past market cycles and human behavior patterns that repeat within digital asset markets to signal future trends. ⎊ Definition ## [Financial Instruments](https://term.greeks.live/term/financial-instruments/) Meaning ⎊ Crypto options are non-linear financial instruments essential for precise risk management and volatility hedging within decentralized markets. ⎊ Definition ## [Financial Systems Architecture](https://term.greeks.live/term/financial-systems-architecture/) Meaning ⎊ Automated Market Maker options systems re-architect risk transfer by replacing traditional order books with algorithmic liquidity pools. ⎊ Definition ## [Financial History Lessons](https://term.greeks.live/term/financial-history-lessons/) Meaning ⎊ The LTCM Rhyme describes how high-leverage derivatives positions create systemic risk when correlations unexpectedly spike during market stress events. ⎊ Definition ## [Financial Derivatives](https://term.greeks.live/definition/financial-derivatives/) Contracts deriving value from underlying assets to enable speculation, hedging, and leverage in financial markets. ⎊ Definition ## [Financial System Resilience](https://term.greeks.live/term/financial-system-resilience/) Meaning ⎊ Financial system resilience in crypto options protocols relies on automated collateralization and liquidation mechanisms designed to prevent systemic contagion in decentralized markets. ⎊ Definition ## [Liquidity Mining](https://term.greeks.live/definition/liquidity-mining/) A process where users earn rewards by providing liquidity to decentralized platforms, fostering ecosystem growth. ⎊ Definition ## [Financial Systems Resilience](https://term.greeks.live/term/financial-systems-resilience/) Meaning ⎊ Financial Systems Resilience in crypto options is the architectural capacity of decentralized protocols to manage systemic risk and maintain solvency under extreme market stress. ⎊ Definition ## [Financial Systems Design](https://term.greeks.live/term/financial-systems-design/) Meaning ⎊ Dynamic Volatility Surface Construction is a financial system design for decentralized options AMMs that algorithmically generates implied volatility parameters based on internal liquidity dynamics and risk exposure. ⎊ Definition ## [Financial Strategies](https://term.greeks.live/term/financial-strategies/) Meaning ⎊ Financial strategies for crypto options enable non-linear risk management and capital efficiency by constructing precise payoff profiles based on volatility and time decay. ⎊ Definition ## [Financial Resilience](https://term.greeks.live/term/financial-resilience/) Meaning ⎊ Financial resilience in crypto options is the systemic capacity to absorb volatility and maintain market function during stress events. ⎊ Definition ## [Financial Primitive](https://term.greeks.live/term/financial-primitive/) Meaning ⎊ Options vaults automate complex options strategies, pooling capital to generate yield from selling premiums while managing risk through smart contract logic. ⎊ Definition ## [Financial Systems](https://term.greeks.live/term/financial-systems/) Meaning ⎊ Decentralized options protocols are automated financial systems that enable transparent, capital-efficient risk transfer and volatility trading via smart contracts. ⎊ Definition ## [Financial Game Theory](https://term.greeks.live/term/financial-game-theory/) Meaning ⎊ Financial game theory in crypto options analyzes strategic interactions between liquidity providers and arbitrageurs exploiting volatility mispricing and systemic risks. ⎊ Definition ## [Financial Systems Engineering](https://term.greeks.live/term/financial-systems-engineering/) Meaning ⎊ Financial Systems Engineering applies rigorous design principles to create resilient, transparent, and capital-efficient options protocols on decentralized blockchain infrastructure. ⎊ Definition ## [Financial Settlement](https://term.greeks.live/term/financial-settlement/) Meaning ⎊ Financial settlement in crypto options ensures the automated and trustless transfer of value at contract expiration, eliminating counterparty risk through smart contract execution. ⎊ Definition ## [Liquidity Mining Incentives](https://term.greeks.live/definition/liquidity-mining-incentives/) Reward programs distributing tokens to liquidity providers to bootstrap protocol depth and encourage user participation. ⎊ Definition ## [Financial Data Integrity](https://term.greeks.live/term/financial-data-integrity/) Meaning ⎊ Financial data integrity in crypto options ensures accurate pricing and risk management by validating data inputs against manipulation in decentralized markets. ⎊ Definition ## [Mining Capital Efficiency](https://term.greeks.live/term/mining-capital-efficiency/) Meaning ⎊ Mining Capital Efficiency optimizes a miner's return on invested capital by using derivatives to transform volatile revenue streams into predictable cash flows, thereby reducing the cost of capital. ⎊ Definition ## [Data Feed Real-Time Data](https://term.greeks.live/term/data-feed-real-time-data/) Meaning ⎊ Real-time data feeds are the critical infrastructure for crypto options markets, providing the dynamic pricing and risk management inputs necessary for efficient settlement. ⎊ Definition ## [Data Feed Order Book Data](https://term.greeks.live/term/data-feed-order-book-data/) Meaning ⎊ The Decentralized Options Liquidity Depth Stream is the real-time, aggregated data structure detailing open options limit orders, essential for calculating risk and execution costs. ⎊ Definition ## [Order Book Signatures](https://term.greeks.live/term/order-book-signatures/) Meaning ⎊ Order Book Signatures are statistically significant patterns in limit order book dynamics that reveal the intent of sophisticated traders and predict short-term price action. ⎊ Definition ## [Order Book Data Mining Tools](https://term.greeks.live/term/order-book-data-mining-tools/) Meaning ⎊ Order Book Data Mining Tools provide high-fidelity structural analysis of market liquidity and intent to mitigate risk in adversarial environments. ⎊ Definition ## [Order Book Data Mining Techniques](https://term.greeks.live/term/order-book-data-mining-techniques/) Meaning ⎊ Order book data mining extracts structural signals from limit order distributions to quantify liquidity risks and predict short-term price movements. ⎊ Definition --- ## Raw Schema Data ```json { "@context": "https://schema.org", "@type": "BreadcrumbList", "itemListElement": [ { "@type": "ListItem", "position": 1, "name": "Home", "item": "https://term.greeks.live/" }, { "@type": "ListItem", "position": 2, "name": "Area", "item": "https://term.greeks.live/area/" }, { "@type": "ListItem", "position": 3, "name": "Financial Data Mining", "item": "https://term.greeks.live/area/financial-data-mining/" }, { "@type": "ListItem", "position": 4, "name": "Resource 1", "item": "https://term.greeks.live/area/financial-data-mining/resource/1/" } ] } ``` ```json { "@context": "https://schema.org", "@type": "FAQPage", "mainEntity": [ { "@type": "Question", "name": "What is the Algorithm of Financial Data Mining?", "acceptedAnswer": { "@type": "Answer", "text": "Financial data mining, within cryptocurrency, options, and derivatives, leverages computational methods to discern patterns and predict future movements from complex datasets. 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The inner structure displays complex flowing shapes in bright blue, cream, and green, creating an intricate layered design." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/financial-resilience/", "url": "https://term.greeks.live/term/financial-resilience/", "headline": "Financial Resilience", "description": "Meaning ⎊ Financial resilience in crypto options is the systemic capacity to absorb volatility and maintain market function during stress events. ⎊ Definition", "datePublished": "2025-12-14T10:47:49+00:00", "dateModified": "2026-01-04T14:00:41+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/abstract-visualization-of-multi-chain-interoperability-and-stacked-financial-instruments-in-defi-architectures.jpg", "width": 3850, "height": 2166, "caption": "A digital rendering presents a series of concentric, arched layers in various shades of blue, green, white, and dark navy. The layers stack on top of each other, creating a complex, flowing structure reminiscent of a financial system's intricate components." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/financial-primitive/", "url": "https://term.greeks.live/term/financial-primitive/", "headline": "Financial Primitive", "description": "Meaning ⎊ Options vaults automate complex options strategies, pooling capital to generate yield from selling premiums while managing risk through smart contract logic. ⎊ Definition", "datePublished": "2025-12-14T11:04:17+00:00", "dateModified": "2026-01-04T14:06:58+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/interconnected-financial-derivatives-pathways-representing-decentralized-collateralization-streams-and-options-contract-aggregation.jpg", "width": 3850, "height": 2166, "caption": "A complex, futuristic intersection features multiple channels of varying colors—dark blue, beige, and bright green—intertwining at a central junction against a dark background. The structure, rendered with sharp angles and smooth curves, suggests a sophisticated, high-tech infrastructure where different elements converge and continue their separate paths." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/financial-systems/", "url": "https://term.greeks.live/term/financial-systems/", "headline": "Financial Systems", "description": "Meaning ⎊ Decentralized options protocols are automated financial systems that enable transparent, capital-efficient risk transfer and volatility trading via smart contracts. ⎊ Definition", "datePublished": "2025-12-14T11:05:21+00:00", "dateModified": "2026-01-04T14:11:01+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/interconnected-financial-instruments-and-cross-chain-liquidity-dynamics-in-decentralized-derivative-markets.jpg", "width": 3850, "height": 2166, "caption": "A close-up view shows multiple smooth, glossy, abstract lines intertwining against a dark background. The lines vary in color, including dark blue, cream, and green, creating a complex, flowing pattern." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/financial-game-theory/", "url": "https://term.greeks.live/term/financial-game-theory/", "headline": "Financial Game Theory", "description": "Meaning ⎊ Financial game theory in crypto options analyzes strategic interactions between liquidity providers and arbitrageurs exploiting volatility mispricing and systemic risks. ⎊ Definition", "datePublished": "2025-12-15T08:02:33+00:00", "dateModified": "2025-12-15T08:02:33+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/visualizing-blockchain-interoperability-and-structured-financial-instruments-across-diverse-risk-tranches.jpg", "width": 3850, "height": 2166, "caption": "This abstract image features several multi-colored bands—including beige, green, and blue—intertwined around a series of large, dark, flowing cylindrical shapes. The composition creates a sense of layered complexity and dynamic movement, symbolizing intricate financial structures." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/financial-systems-engineering/", "url": "https://term.greeks.live/term/financial-systems-engineering/", "headline": "Financial Systems Engineering", "description": "Meaning ⎊ Financial Systems Engineering applies rigorous design principles to create resilient, transparent, and capital-efficient options protocols on decentralized blockchain infrastructure. ⎊ Definition", "datePublished": "2025-12-15T08:55:18+00:00", "dateModified": "2026-01-04T14:31:23+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/decentralized-finance-risk-management-algorithm-predictive-modeling-engine-for-options-market-volatility.jpg", "width": 3850, "height": 2166, "caption": "A futuristic device featuring a glowing green core and intricate mechanical components inside a cylindrical housing, set against a dark, minimalist background. The device's sleek, dark housing suggests advanced technology and precision engineering, mirroring the complexity of modern financial instruments." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/financial-settlement/", "url": "https://term.greeks.live/term/financial-settlement/", "headline": "Financial Settlement", "description": "Meaning ⎊ Financial settlement in crypto options ensures the automated and trustless transfer of value at contract expiration, eliminating counterparty risk through smart contract execution. ⎊ Definition", "datePublished": "2025-12-15T09:37:24+00:00", "dateModified": "2026-01-04T14:48:48+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/precision-interlocking-collateralization-mechanism-depicting-smart-contract-execution-for-financial-derivatives-and-options-settlement.jpg", "width": 3850, "height": 2166, "caption": "A stylized illustration shows two cylindrical components in a state of connection, revealing their inner workings and interlocking mechanism. The precise fit of the internal gears and latches symbolizes a sophisticated, automated system." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/liquidity-mining-incentives/", "url": "https://term.greeks.live/definition/liquidity-mining-incentives/", "headline": "Liquidity Mining Incentives", "description": "Reward programs distributing tokens to liquidity providers to bootstrap protocol depth and encourage user participation. ⎊ Definition", "datePublished": "2025-12-15T09:50:28+00:00", "dateModified": "2026-04-06T16:12:00+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/multi-layered-market-dynamics-and-implied-volatility-across-decentralized-finance-options-chain-architecture.jpg", "width": 3850, "height": 2166, "caption": "A composition of smooth, curving ribbons in various shades of dark blue, black, and light beige, with a prominent central teal-green band. The layers overlap and flow across the frame, creating a sense of dynamic motion against a dark blue background." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/financial-data-integrity/", "url": "https://term.greeks.live/term/financial-data-integrity/", "headline": "Financial Data Integrity", "description": "Meaning ⎊ Financial data integrity in crypto options ensures accurate pricing and risk management by validating data inputs against manipulation in decentralized markets. ⎊ Definition", "datePublished": "2025-12-16T10:23:42+00:00", "dateModified": "2025-12-16T10:23:42+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/decentralized-finance-protocol-smart-contract-execution-status-indicator-and-algorithmic-trading-mechanism-health.jpg", "width": 3850, "height": 2166, "caption": "A close-up shot captures a light gray, circular mechanism with segmented, neon green glowing lights, set within a larger, dark blue, high-tech housing. The smooth, contoured surfaces emphasize advanced industrial design and technological precision." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/mining-capital-efficiency/", "url": "https://term.greeks.live/term/mining-capital-efficiency/", "headline": "Mining Capital Efficiency", "description": "Meaning ⎊ Mining Capital Efficiency optimizes a miner's return on invested capital by using derivatives to transform volatile revenue streams into predictable cash flows, thereby reducing the cost of capital. ⎊ Definition", "datePublished": "2025-12-20T09:08:44+00:00", "dateModified": "2025-12-20T09:08:44+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/interwoven-architecture-of-multi-layered-derivatives-protocols-visualizing-defi-liquidity-flow-and-market-risk-tranches.jpg", "width": 3850, "height": 2166, "caption": "The image displays glossy, flowing structures of various colors, including deep blue, dark green, and light beige, against a dark background. Bright neon green and blue accents highlight certain parts of the structure." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/data-feed-real-time-data/", "url": "https://term.greeks.live/term/data-feed-real-time-data/", "headline": "Data Feed Real-Time Data", "description": "Meaning ⎊ Real-time data feeds are the critical infrastructure for crypto options markets, providing the dynamic pricing and risk management inputs necessary for efficient settlement. ⎊ Definition", "datePublished": "2025-12-21T09:09:06+00:00", "dateModified": "2025-12-21T09:09:06+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/algorithmic-execution-module-trigger-for-options-market-data-feed-and-decentralized-protocol-verification.jpg", "width": 3850, "height": 2166, "caption": "The image displays a high-tech, futuristic object, rendered in deep blue and light beige tones against a dark background. A prominent bright green glowing triangle illuminates the front-facing section, suggesting activation or data processing." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/data-feed-order-book-data/", "url": "https://term.greeks.live/term/data-feed-order-book-data/", "headline": "Data Feed Order Book Data", "description": "Meaning ⎊ The Decentralized Options Liquidity Depth Stream is the real-time, aggregated data structure detailing open options limit orders, essential for calculating risk and execution costs. ⎊ Definition", "datePublished": "2026-01-05T12:08:42+00:00", "dateModified": "2026-01-05T12:08:52+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/decentralized-oracle-data-flow-for-smart-contract-execution-and-financial-derivatives-protocol-linkage.jpg", "width": 3850, "height": 2166, "caption": "A high-tech rendering displays two large, symmetric components connected by a complex, twisted-strand pathway. The central focus highlights an automated linkage mechanism in a glowing teal color between the two components." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/order-book-signatures/", "url": "https://term.greeks.live/term/order-book-signatures/", "headline": "Order Book Signatures", "description": "Meaning ⎊ Order Book Signatures are statistically significant patterns in limit order book dynamics that reveal the intent of sophisticated traders and predict short-term price action. ⎊ Definition", "datePublished": "2026-02-06T13:03:08+00:00", "dateModified": "2026-02-06T13:05:19+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/dynamic-liquidity-pool-vortex-visualizing-perpetual-swaps-market-microstructure-and-hft-order-flow-dynamics.jpg", "width": 3850, "height": 2166, "caption": "A highly stylized 3D render depicts a circular vortex mechanism composed of multiple, colorful fins swirling inwards toward a central core. The blades feature a palette of deep blues, lighter blues, cream, and a contrasting bright green, set against a dark blue gradient background." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/order-book-data-mining-tools/", "url": "https://term.greeks.live/term/order-book-data-mining-tools/", "headline": "Order Book Data Mining Tools", "description": "Meaning ⎊ Order Book Data Mining Tools provide high-fidelity structural analysis of market liquidity and intent to mitigate risk in adversarial environments. ⎊ Definition", "datePublished": "2026-02-08T08:58:22+00:00", "dateModified": "2026-02-08T08:59:11+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/algorithmic-trading-liquidity-dynamics-visualization-across-layer-2-scaling-solutions-and-derivatives-market-depth.jpg", "width": 3850, "height": 2166, "caption": "A series of concentric rings in varying shades of blue, green, and white creates a visual tunnel effect, providing a dynamic perspective toward a central light source. This abstract composition represents the complex market microstructure and layered architecture of decentralized finance protocols." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/order-book-data-mining-techniques/", "url": "https://term.greeks.live/term/order-book-data-mining-techniques/", "headline": "Order Book Data Mining Techniques", "description": "Meaning ⎊ Order book data mining extracts structural signals from limit order distributions to quantify liquidity risks and predict short-term price movements. ⎊ Definition", "datePublished": "2026-02-08T14:05:13+00:00", "dateModified": "2026-02-08T14:06:13+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/multilayered-collateralization-structures-and-synthetic-asset-liquidity-provisioning-in-decentralized-finance.jpg", "width": 3850, "height": 2166, "caption": "An abstract digital artwork showcases a complex, flowing structure dominated by dark blue hues. A white element twists through the center, contrasting sharply with a vibrant green and blue gradient highlight on the inner surface of the folds." } } ], "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/algorithmic-arbitrage-engine-dynamic-hedging-strategy-implementation-crypto-options-market-efficiency-analysis.jpg" } } ``` --- **Original URL:** https://term.greeks.live/area/financial-data-mining/resource/1/