@prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
@prefix owl: <http://www.w3.org/2002/07/owl#> .
@prefix dcterms: <http://purl.org/dc/terms/> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .
@prefix ex: <http://example.org/kg/entity/> .
@prefix kgclass: <http://example.org/kg/class/> .
@prefix kgprop: <http://example.org/kg/property/> .

<http://example.org/knowledgegraph> rdf:type owl:Ontology ;
    owl:versionInfo "2.0.0" ;
    dcterms:description "A knowledge graph representing concepts and relationships in Valuation, Risk Management, Macroeconomics, Technical Analysis, Emerging Trends, and LLM Optimization." ;
    dcterms:modified "2025-04-01T20:59:15Z"^^xsd:dateTime .

# Class Definitions
kgclass:Analysis_Tool rdf:type owl:Class ;
    rdfs:label "Analysis Tool" .
kgclass:Asset_Category rdf:type owl:Class ;
    rdfs:label "Asset Category" .
kgclass:Assessment rdf:type owl:Class ;
    rdfs:label "Assessment" .
kgclass:Assumption rdf:type owl:Class ;
    rdfs:label "Assumption" .
kgclass:Assumption_Parametric rdf:type owl:Class ;
    rdfs:label "Assumption (Parametric)" .
kgclass:Balance_Sheet_Item rdf:type owl:Class ;
    rdfs:label "Balance Sheet Item" .
kgclass:Calculated_Flow rdf:type owl:Class ;
    rdfs:label "Calculated Flow" .
kgclass:Calculated_Rate rdf:type owl:Class ;
    rdfs:label "Calculated Rate" .
kgclass:Calculated_Value rdf:type owl:Class ;
    rdfs:label "Calculated Value" .
kgclass:Cash_Flow_Item rdf:type owl:Class ;
    rdfs:label "Cash Flow Item" .
kgclass:Classification rdf:type owl:Class ;
    rdfs:label "Classification" .
kgclass:Company rdf:type owl:Class ;
    rdfs:label "Company" .
kgclass:Company_Set rdf:type owl:Class ;
    rdfs:label "Company Set" .
kgclass:Consensus_Mechanism rdf:type owl:Class ;
    rdfs:label "Consensus Mechanism" .
kgclass:Core_Technology rdf:type owl:Class ;
    rdfs:label "Core Technology" .
kgclass:Coverage_Ratio rdf:type owl:Class ;
    rdfs:label "Coverage Ratio" .
kgclass:Credit_Derivative rdf:type owl:Class ;
    rdfs:label "Credit Derivative" .
kgclass:Credit_Model_Category rdf:type owl:Class ;
    rdfs:label "Credit Model Category" .
kgclass:Credit_Risk_Metric rdf:type owl:Class ;
    rdfs:label "Credit Risk Metric" .
kgclass:Credit_Risk_Mitigation rdf:type owl:Class ;
    rdfs:label "Credit Risk Mitigation" .
kgclass:Cryptocurrency_Category rdf:type owl:Class ;
    rdfs:label "Cryptocurrency Category" .
kgclass:Cryptocurrency_Proof_or_Stake rdf:type owl:Class ;
    rdfs:label "Cryptocurrency (Proof-of-Stake)" .
kgclass:Cryptocurrency_Proof_or_Work rdf:type owl:Class ;
    rdfs:label "Cryptocurrency (Proof-of-Work)" .
kgclass:Cryptocurrency_Type rdf:type owl:Class ;
    rdfs:label "Cryptocurrency Type" .
kgclass:Crypto_Exchange_Example rdf:type owl:Class ;
    rdfs:label "Crypto Exchange Example" .
kgclass:Data_Store_External_Memory rdf:type owl:Class ;
    rdfs:label "Data Store (External Memory)" .
kgclass:DeFi_Application rdf:type owl:Class ;
    rdfs:label "DeFi Application" .
kgclass:DeFi_Ecosystem rdf:type owl:Class ;
    rdfs:label "Financial Ecosystem" .
kgclass:DeFi_Mechanism rdf:type owl:Class ;
    rdfs:label "DeFi Mechanism" .
kgclass:DeFi_Risk rdf:type owl:Class ;
    rdfs:label "DeFi Risk" .
kgclass:DeFi_Strategy rdf:type owl:Class ;
    rdfs:label "DeFi Strategy" .
kgclass:DEX_Protocol_Example rdf:type owl:Class ;
    rdfs:label "DEX Protocol Example" .
kgclass:Empirical_Credit_Model rdf:type owl:Class ;
    rdfs:label "Empirical Credit Model" .
kgclass:Entity rdf:type owl:Class ;
    rdfs:label "Entity" .
kgclass:Equity_Data rdf:type owl:Class ;
    rdfs:label "Equity Data" .
kgclass:Equity_Metric rdf:type owl:Class ;
    rdfs:label "Equity Metric" .
kgclass:Equity_Multiple rdf:type owl:Class ;
    rdfs:label "Equity Multiple" .
kgclass:ESG_Pillar rdf:type owl:Class ;
    rdfs:label "ESG Pillar" .
kgclass:ESG_Rating_Agency_Example rdf:type owl:Class ;
    rdfs:label "ESG Rating Agency Example" .
kgclass:ESG_Reporting_Framework rdf:type owl:Class ;
    rdfs:label "ESG Reporting Framework" .
kgclass:Environmental_Factor rdf:type owl:Class ;
    rdfs:label "Environmental Factor" .
kgclass:EV_Multiple rdf:type owl:Class ;
    rdfs:label "EV Multiple" .
kgclass:Financial_Ecosystem rdf:type owl:Class ;
    rdfs:label "Financial Ecosystem" .
kgclass:Financial_Instrument rdf:type owl:Class ;
    rdfs:label "Financial Instrument" .
kgclass:Financial_Market rdf:type owl:Class ;
    rdfs:label "Financial Market" .
kgclass:Financial_Metric rdf:type owl:Class ;
    rdfs:label "Financial Metric" .
kgclass:Financial_Model rdf:type owl:Class ;
    rdfs:label "Financial Model" .
kgclass:Framework rdf:type owl:Class ;
    rdfs:label "Framework" .
kgclass:Funding_Category rdf:type owl:Class ;
    rdfs:label "Funding Category" .
kgclass:Funding_Need rdf:type owl:Class ;
    rdfs:label "Funding Need" .
kgclass:Governance_Factor rdf:type owl:Class ;
    rdfs:label "Governance Factor" .
kgclass:Hyperparameter rdf:type owl:Class ;
    rdfs:label "Hyperparameter" .
kgclass:Hyperparameter_Category rdf:type owl:Class ;
    rdfs:label "Hyperparameter Category" .
kgclass:Hyperparameter_Search_Method rdf:type owl:Class ;
    rdfs:label "Hyperparameter Search Method" .
kgclass:Income_Statement_Item rdf:type owl:Class ;
    rdfs:label "Income Statement Item" .
kgclass:Indicator_Signal rdf:type owl:Class ;
    rdfs:label "Indicator Signal" .
kgclass:Information_Management rdf:type owl:Class ;
    rdfs:label "Information Management" .
kgclass:Institution rdf:type owl:Class ;
    rdfs:label "Institution" .
kgclass:Intrinsic_Valuation_Method rdf:type owl:Class ;
    rdfs:label "Intrinsic Valuation Method" .
kgclass:Investment_Approach rdf:type owl:Class ;
    rdfs:label "Investment Approach" .
kgclass:LLM_Architecture rdf:type owl:Class ;
    rdfs:label "LLM Architecture" .
kgclass:LLM_Architecture_Component rdf:type owl:Class ;
    rdfs:label "LLM Architecture Component" .
kgclass:LLM_Capability_or_Challenge rdf:type owl:Class ;
    rdfs:label "LLM Capability/Challenge" .
kgclass:LLM_Constraint rdf:type owl:Class ;
    rdfs:label "LLM Constraint" .
kgclass:LLM_Parameter rdf:type owl:Class ;
    rdfs:label "LLM Parameter" .
kgclass:LLM_Process rdf:type owl:Class ;
    rdfs:label "LLM Process" .
kgclass:Lending_Protocol_Example rdf:type owl:Class ;
    rdfs:label "Lending Protocol Example" .
kgclass:Leverage_Ratio rdf:type owl:Class ;
    rdfs:label "Leverage Ratio" .
kgclass:Liquidity_Ratio rdf:type owl:Class ;
    rdfs:label "Liquidity Ratio" .
kgclass:Liquidity_Risk_Type rdf:type owl:Class ;
    rdfs:label "Liquidity Risk Type" .
kgclass:Macroeconomic_Policy rdf:type owl:Class ;
    rdfs:label "Macroeconomic Policy" .
kgclass:Market_Data rdf:type owl:Class ;
    rdfs:label "Market Data" .
kgclass:Market_Expectation rdf:type owl:Class ;
    rdfs:label "Market Expectation" .
kgclass:Market_Factor rdf:type owl:Class ;
    rdfs:label "Market Factor" .
kgclass:Market_Liquidity_Indicator rdf:type owl:Class ;
    rdfs:label "Market Liquidity Indicator" .
kgclass:Market_or_Estimated_Data rdf:type owl:Class ;
    rdfs:label "Market/Estimated Data" .
kgclass:Market_Rate rdf:type owl:Class ;
    rdfs:label "Market Rate" .
kgclass:Memory_Augmentation rdf:type owl:Class ;
    rdfs:label "External Memory" .
kgclass:Memory_Technique rdf:type owl:Class ;
    rdfs:label "Memory Technique" .
kgclass:Memory_Type rdf:type owl:Class ;
    rdfs:label "Memory Type" .
kgclass:Model_Configuration rdf:type owl:Class ;
    rdfs:label "Model Configuration" .
kgclass:Monetary_Policy_Tool rdf:type owl:Class ;
    rdfs:label "Monetary Policy Tool" .
kgclass:Momentum_Oscillator rdf:type owl:Class ;
    rdfs:label "Momentum Oscillator" .
kgclass:Moving_Average_Type rdf:type owl:Class ;
    rdfs:label "Moving Average Type" .
kgclass:Non_Cash_Expense rdf:type owl:Class ;
    rdfs:label "Non-Cash Expense" .
kgclass:Operational_Liquidity_Metric rdf:type owl:Class ;
    rdfs:label "Operational Liquidity Metric" .
kgclass:Optimization_Algorithm rdf:type owl:Class ;
    rdfs:label "Optimization Algorithm" .
kgclass:Optimization_Algorithm_Variant rdf:type owl:Class ;
    rdfs:label "Optimization Algorithm Variant" .
kgclass:Optimization_Process rdf:type owl:Class ;
    rdfs:label "Optimization Process" .
kgclass:Optimization_Technique rdf:type owl:Class ;
    rdfs:label "Optimization Technique" .
kgclass:Parameter rdf:type owl:Class ;
    rdfs:label "Parameter" .
kgclass:Parameter_Historical rdf:type owl:Class ;
    rdfs:label "Parameter (Historical)" .
kgclass:Parameter_Monte_Carlo rdf:type owl:Class ;
    rdfs:label "Parameter (Monte Carlo)" .
kgclass:Parameter_Reduced_Form rdf:type owl:Class ;
    rdfs:label "Parameter (Reduced Form)" .
kgclass:Policy_Objective rdf:type owl:Class ;
    rdfs:label "Policy Objective" .
kgclass:Policy_Stance rdf:type owl:Class ;
    rdfs:label "Policy Stance" .
kgclass:Portfolio_Credit_Model rdf:type owl:Class ;
    rdfs:label "Portfolio Credit Model" .
kgclass:Process rdf:type owl:Class ;
    rdfs:label "Process" .
kgclass:Process_PoS rdf:type owl:Class ;
    rdfs:label "Process (PoS)" .
kgclass:Process_PoW rdf:type owl:Class ;
    rdfs:label "Process (PoW)" .
kgclass:Rate rdf:type owl:Class ;
    rdfs:label "Rate" .
kgclass:Regulatory_Liquidity_Metric rdf:type owl:Class ;
    rdfs:label "Regulatory Liquidity Metric" .
kgclass:Relative_Valuation_Method rdf:type owl:Class ;
    rdfs:label "Relative Valuation Method" .
kgclass:Representation_Technique rdf:type owl:Class ;
    rdfs:label "Representation Technique" .
kgclass:Risk_Assessment_Method rdf:type owl:Class ;
    rdfs:label "Risk Assessment Method" .
kgclass:Risk_Category rdf:type owl:Class ;
    rdfs:label "Risk Category" .
kgclass:Risk_Challenge rdf:type owl:Class ;
    rdfs:label "Risk/Challenge" .
kgclass:Risk_Concept rdf:type owl:Class ;
    rdfs:label "Risk Concept" .
kgclass:Risk_Metric rdf:type owl:Class ;
    rdfs:label "Risk Metric" .
kgclass:SRI_Screening_Type rdf:type owl:Class ;
    rdfs:label "SRI Screening Type" .
kgclass:Social_Factor rdf:type owl:Class ;
    rdfs:label "Social Factor" .
kgclass:Stablecoin_Example rdf:type owl:Class ;
    rdfs:label "Stablecoin Example" .
kgclass:Statistical_Concept rdf:type owl:Class ;
    rdfs:label "Statistical Concept" .
kgclass:Storage_Method rdf:type owl:Class ;
    rdfs:label "Storage Method" .
kgclass:Structural_Credit_Model rdf:type owl:Class ;
    rdfs:label "Structural Credit Model" .
kgclass:Supply_Mechanism_Event rdf:type owl:Class ;
    rdfs:label "Supply Mechanism Event" .
kgclass:Support_or_Resistance_Tool rdf:type owl:Class ;
    rdfs:label "Support/Resistance Tool" .
kgclass:Sustainable_Strategy rdf:type owl:Class ;
    rdfs:label "Sustainable Strategy" .
kgclass:Technical_Analysis_Method rdf:type owl:Class ;
    rdfs:label "Technical Analysis Method" .
kgclass:Text_Unit rdf:type owl:Class ;
    rdfs:label "Token" .
kgclass:Token_Type rdf:type owl:Class ;
    rdfs:label "Token Type" .
kgclass:Trading_Phase rdf:type owl:Class ;
    rdfs:label "Training Phase" .
kgclass:Trading_Venue rdf:type owl:Class ;
    rdfs:label "Trading Venue" .
kgclass:Trend_Indicator rdf:type owl:Class ;
    rdfs:label "Trend Indicator" .
kgclass:Trend_or_Momentum_Indicator rdf:type owl:Class ;
    rdfs:label "Trend/Momentum Indicator" .
kgclass:Trend_Strength_Indicator rdf:type owl:Class ;
    rdfs:label "Trend Strength Indicator" .
kgclass:Unconventional_Tool rdf:type owl:Class ;
    rdfs:label "Unconventional Tool" .
kgclass:Validation_Method rdf:type owl:Class ;
    rdfs:label "Validation Method" .
kgclass:Valuation_Adjustment rdf:type owl:Class ;
    rdfs:label "Valuation Adjustment" .
kgclass:Valuation_Component rdf:type owl:Class ;
    rdfs:label "Valuation Component" .
kgclass:Valuation_Output rdf:type owl:Class ;
    rdfs:label "Valuation Output" .
kgclass:VaR_Method rdf:type owl:Class ;
    rdfs:label "VaR Method" .
kgclass:Volatility_Indicator rdf:type owl:Class ;
    rdfs:label "Volatility Indicator" .
kgclass:Volume_Indicator rdf:type owl:Class ;
    rdfs:label "Volume Indicator" .
kgclass:Wallet_Type rdf:type owl:Class ;
    rdfs:label "Wallet Type" .

# Property Definitions
kgprop:addressed_by rdf:type owl:ObjectProperty ;
    rdfs:label "addressed_by" .
kgprop:aims_for rdf:type owl:ObjectProperty ;
    rdfs:label "aims_for" .
kgprop:assessed_by rdf:type owl:ObjectProperty ;
    rdfs:label "assessed_by" .
kgprop:assigned_by rdf:type owl:ObjectProperty ;
    rdfs:label "assigned_by" .
kgprop:assumes rdf:type owl:ObjectProperty ;
    rdfs:label "assumes" .
kgprop:assumes_distribution_of rdf:type owl:ObjectProperty ;
    rdfs:label "assumes_distribution_of" .
kgprop:augmented_by rdf:type owl:ObjectProperty ;
    rdfs:label "augmented_by" .
kgprop:calculated_by rdf:type owl:ObjectProperty ;
    rdfs:label "calculated_by" .
kgprop:calculated_for rdf:type owl:ObjectProperty ;
    rdfs:label "calculated_for" .
kgprop:calculated_from rdf:type owl:ObjectProperty ;
    rdfs:label "calculated_from" .
kgprop:calculates rdf:type owl:ObjectProperty ;
    rdfs:label "calculates" .
kgprop:can_show rdf:type owl:ObjectProperty ;
    rdfs:label "can_show" .
kgprop:can_use rdf:type owl:ObjectProperty ;
    rdfs:label "can_use" .
kgprop:challenged_by rdf:type owl:ObjectProperty ;
    rdfs:label "challenged_by" .
kgprop:complement_of rdf:type owl:ObjectProperty ;
    rdfs:label "complement_of" .
kgprop:component_of rdf:type owl:ObjectProperty ;
    rdfs:label "component_of" .
kgprop:correlates_with rdf:type owl:ObjectProperty ;
    rdfs:label "correlates_with" .
kgprop:depends_on rdf:type owl:ObjectProperty ;
    rdfs:label "depends_on" .
kgprop:derives_from_historical rdf:type owl:ObjectProperty ;
    rdfs:label "derives_from_historical" .
kgprop:derived_by_subtracting rdf:type owl:ObjectProperty ;
    rdfs:label "derived_by_subtracting" .
kgprop:enabled_by rdf:type owl:ObjectProperty ;
    rdfs:label "enabled_by" .
kgprop:enables_strategy rdf:type owl:ObjectProperty ;
    rdfs:label "enables_strategy" .
kgprop:encoded_in rdf:type owl:ObjectProperty ;
    rdfs:label "encoded_in" .
kgprop:estimated_by rdf:type owl:ObjectProperty ;
    rdfs:label "estimated_by" .
kgprop:evaluated_by rdf:type owl:ObjectProperty ;
    rdfs:label "evaluated_by" .
kgprop:example_is rdf:type owl:ObjectProperty ;
    rdfs:label "example_is" .
kgprop:has_type rdf:type owl:ObjectProperty ;
    rdfs:label "has_type" .
kgprop:identifies_potential rdf:type owl:ObjectProperty ;
    rdfs:label "identifies_potential" .
kgprop:implemented_by rdf:type owl:ObjectProperty ;
    rdfs:label "implemented_by" .
kgprop:implemented_via rdf:type owl:ObjectProperty ;
    rdfs:label "implemented_via" .
kgprop:includes rdf:type owl:ObjectProperty ;
    rdfs:label "includes" .
kgprop:includes_application rdf:type owl:ObjectProperty ;
    rdfs:label "includes_application" .
kgprop:includes_asset rdf:type owl:ObjectProperty ;
    rdfs:label "includes_asset" .
kgprop:includes_category rdf:type owl:ObjectProperty ;
    rdfs:label "includes_category" .
kgprop:includes_phase rdf:type owl:ObjectProperty ;
    rdfs:label "includes_phase" .
kgprop:includes_type rdf:type owl:ObjectProperty ;
    rdfs:label "includes_type" .
kgprop:indicated_by rdf:type owl:ObjectProperty ;
    rdfs:label "indicated_by" .
kgprop:influenced_by rdf:type owl:ObjectProperty ;
    rdfs:label "influenced_by" .
kgprop:influences rdf:type owl:ObjectProperty ;
    rdfs:label "influences" .
kgprop:involves rdf:type owl:ObjectProperty ;
    rdfs:label "involves" .
kgprop:involves_lowering rdf:type owl:ObjectProperty ;
    rdfs:label "involves_lowering" .
kgprop:involves_raising rdf:type owl:ObjectProperty ;
    rdfs:label "involves_raising" .
kgprop:is_equivalent_to rdf:type owl:ObjectProperty ;
    rdfs:label "is_equivalent_to" .
kgprop:is_typically rdf:type owl:ObjectProperty ;
    rdfs:label "is_typically" .
kgprop:leads_to rdf:type owl:ObjectProperty ;
    rdfs:label "leads_to" .
kgprop:limited_by rdf:type owl:ObjectProperty ;
    rdfs:label "limited_by" .
kgprop:managed_by rdf:type owl:ObjectProperty ;
    rdfs:label "managed_by" .
kgprop:may_involve rdf:type owl:ObjectProperty ;
    rdfs:label "may_involve" .
kgprop:may_use_framework rdf:type owl:ObjectProperty ;
    rdfs:label "may_use_framework" .
kgprop:measured_by rdf:type owl:ObjectProperty ;
    rdfs:label "measured_by" .
kgprop:measured_in rdf:type owl:ObjectProperty ;
    rdfs:label "measured_in" .
kgprop:measures rdf:type owl:ObjectProperty ;
    rdfs:label "measures" .
kgprop:mitigated_by rdf:type owl:ObjectProperty ;
    rdfs:label "mitigated_by" .
kgprop:often_involves rdf:type owl:ObjectProperty ;
    rdfs:label "often_involves" .
kgprop:often_makes rdf:type owl:ObjectProperty ;
    rdfs:label "often_makes" .
kgprop:often_uses rdf:type owl:ObjectProperty ;
    rdfs:label "often_uses" .
kgprop:optimizes rdf:type owl:ObjectProperty ;
    rdfs:label "optimizes" .
kgprop:optimized_by rdf:type owl:ObjectProperty ;
    rdfs:label "optimized_by" .
kgprop:parameterized_by rdf:type owl:ObjectProperty ;
    rdfs:label "parameterized_by" .
kgprop:performs rdf:type owl:ObjectProperty ;
    rdfs:label "performs" .
kgprop:processed_by rdf:type owl:ObjectProperty ;
    rdfs:label "processed_by" .
kgprop:produced_by rdf:type owl:ObjectProperty ;
    rdfs:label "produced_by" .
kgprop:reflects rdf:type owl:ObjectProperty ;
    rdfs:label "reflects" .
kgprop:related_to rdf:type owl:ObjectProperty ;
    rdfs:label "related_to" .
kgprop:requires rdf:type owl:ObjectProperty ;
    rdfs:label "requires" .
kgprop:requires_data_from rdf:type owl:ObjectProperty ;
    rdfs:label "requires_data_from" .
kgprop:runs_on rdf:type owl:ObjectProperty ;
    rdfs:label "runs_on" .
kgprop:selected_based_on rdf:type owl:ObjectProperty ;
    rdfs:label "selected_based_on" .
kgprop:signals rdf:type owl:ObjectProperty ;
    rdfs:label "signals" .
kgprop:simulates rdf:type owl:ObjectProperty ;
    rdfs:label "simulates" .
kgprop:stored_in rdf:type owl:ObjectProperty ;
    rdfs:label "stored_in" .
kgprop:stores rdf:type owl:ObjectProperty ;
    rdfs:label "stores" .
kgprop:subject_to rdf:type owl:ObjectProperty ;
    rdfs:label "subject_to" .
kgprop:subject_to_risk_of rdf:type owl:ObjectProperty ;
    rdfs:label "subject_to_risk_of" .
kgprop:sum_of rdf:type owl:ObjectProperty ;
    rdfs:label "sum_of" .
kgprop:traded_on rdf:type owl:ObjectProperty ;
    rdfs:label "traded_on" .
kgprop:underestimates rdf:type owl:ObjectProperty ;
    rdfs:label "underestimates" .
kgprop:uses rdf:type owl:ObjectProperty ;
    rdfs:label "uses" .
kgprop:uses_consensus rdf:type owl:ObjectProperty ;
    rdfs:label "uses_consensus" .
kgprop:uses_data_from rdf:type owl:ObjectProperty ;
    rdfs:label "uses_data_from" .
kgprop:uses_hyperparameter rdf:type owl:ObjectProperty ;
    rdfs:label "uses_hyperparameter" .
kgprop:uses_method rdf:type owl:ObjectProperty ;
    rdfs:label "uses_method" .
kgprop:uses_storage rdf:type owl:ObjectProperty ;
    rdfs:label "uses_storage" .
kgprop:uses_tool rdf:type owl:ObjectProperty ;
    rdfs:label "uses_tool" .
kgprop:uses_weight_of rdf:type owl:ObjectProperty ;
    rdfs:label "uses_weight_of" .
kgprop:values rdf:type owl:ObjectProperty ;
    rdfs:label "values" .
kgprop:variant_is rdf:type owl:ObjectProperty ;
    rdfs:label "variant_is" .

# Individuals and their Properties
ex:dcf
    rdf:type kgclass:Intrinsic_Valuation_Method ;
    rdfs:label "Discounted Cash Flow (DCF)" .

ex:ufcf
    rdf:type kgclass:Financial_Metric ;
    rdfs:label "Unlevered Free Cash Flow (UFCF)" .

ex:discount_rate
    rdf:type kgclass:Rate ;
    rdfs:label "Discount Rate" .

ex:wacc
    rdf:type kgclass:Calculated_Rate ;
    rdfs:label "Weighted Average Cost of Capital (WACC)" .

ex:terminal_value
    rdf:type kgclass:Valuation_Component ;
    rdfs:label "Terminal Value" .

ex:present_value
    rdf:type kgclass:Calculated_Value ;
    rdfs:label "Present Value" .

ex:enterprise_value
    rdf:type kgclass:Valuation_Output ;
    rdfs:label "Enterprise Value (EV)" .

ex:equity_value
    rdf:type kgclass:Valuation_Output ;
    rdfs:label "Equity Value" .

ex:implied_share_price
    rdf:type kgclass:Valuation_Output ;
    rdfs:label "Implied Share Price" .

ex:net_debt
    rdf:type kgclass:Balance_Sheet_Item ;
    rdfs:label "Net Debt" .

ex:shares_outstanding
    rdf:type kgclass:Equity_Data ;
    rdfs:label "Shares Outstanding" .

ex:ebit
    rdf:type kgclass:Income_Statement_Item ;
    rdfs:label "Earnings Before Interest & Taxes (EBIT)" .

ex:tax_rate
    rdf:type kgclass:Parameter ;
    rdfs:label "Tax Rate" .

ex:d_And_a
    rdf:type kgclass:Non_Cash_Expense ;
    rdfs:label "Depreciation & Amortization" .

ex:capex
    rdf:type kgclass:Cash_Flow_Item ;
    rdfs:label "Capital Expenditures" .

ex:change_nwc
    rdf:type kgclass:Cash_Flow_Item ;
    rdfs:label "Change in Net Working Capital" .

ex:terminal_growth_rate
    rdf:type kgclass:Assumption ;
    rdfs:label "Terminal Growth Rate" .

ex:exit_multiple
    rdf:type kgclass:Assumption ;
    rdfs:label "Exit Multiple" .

ex:cost_of_equity
    rdf:type kgclass:Calculated_Rate ;
    rdfs:label "Cost of Equity (Re)" .

ex:cost_of_debt
    rdf:type kgclass:Rate ;
    rdfs:label "Cost of Debt (Rd)" .

ex:market_value_equity
    rdf:type kgclass:Market_Data ;
    rdfs:label "Market Value of Equity (E)" .

ex:market_value_debt
    rdf:type kgclass:Market_or_Estimated_Data ;
    rdfs:label "Market Value of Debt (D)" .

ex:total_capital
    rdf:type kgclass:Calculated_Value ;
    rdfs:label "Total Capital (V = E+D)" .

ex:capm
    rdf:type kgclass:Financial_Model ;
    rdfs:label "Capital Asset Pricing Model (CAPM)" .

ex:risk_free_rate
    rdf:type kgclass:Market_Rate ;
    rdfs:label "Risk-Free Rate (Rf)" .

ex:beta
    rdf:type kgclass:Risk_Metric ;
    rdfs:label "Beta (β)" .

ex:market_risk_premium
    rdf:type kgclass:Market_Expectation ;
    rdfs:label "Market Risk Premium (MRP)" .

ex:comparables
    rdf:type kgclass:Relative_Valuation_Method ;
    rdfs:label "Comparable Company Analysis (CCA)" .

ex:precedent_transactions
    rdf:type kgclass:Relative_Valuation_Method ;
    rdfs:label "Precedent Transaction Analysis" .

ex:pe_ratio
    rdf:type kgclass:Equity_Multiple ;
    rdfs:label "Price-to-Earnings Ratio (P/E)" .

ex:ev_ebitda
    rdf:type kgclass:EV_Multiple ;
    rdfs:label "Enterprise Value to EBITDA" .

ex:ev_sales
    rdf:type kgclass:EV_Multiple ;
    rdfs:label "Enterprise Value to Sales" .

ex:price_to_book
    rdf:type kgclass:Equity_Multiple ;
    rdfs:label "Price-to-Book Ratio (P/B)" .

ex:price_to_sales
    rdf:type kgclass:Equity_Multiple ;
    rdfs:label "Price-to-Sales Ratio (P/S)" .

ex:dividend_yield
    rdf:type kgclass:Equity_Metric ;
    rdfs:label "Dividend Yield" .

ex:peer_group
    rdf:type kgclass:Company_Set ;
    rdfs:label "Peer Group" .

ex:target_company
    rdf:type kgclass:Company ;
    rdfs:label "Target Company" .

ex:industry_sector
    rdf:type kgclass:Classification ;
    rdfs:label "Industry Sector" .

ex:market_sentiment
    rdf:type kgclass:Market_Factor ;
    rdfs:label "Market Sentiment" .

ex:control_premium
    rdf:type kgclass:Valuation_Adjustment ;
    rdfs:label "Control Premium" .

ex:financial_ratios
    rdf:type kgclass:Analysis_Tool ;
    rdfs:label "Financial Ratios" .

ex:debt_to_equity
    rdf:type kgclass:Leverage_Ratio ;
    rdfs:label "Debt-to-Equity Ratio" .

ex:interest_coverage_ratio
    rdf:type kgclass:Coverage_Ratio ;
    rdfs:label "Interest Coverage Ratio (ICR)" .

ex:debt_to_ebitda
    rdf:type kgclass:Leverage_Ratio ;
    rdfs:label "Debt-to-EBITDA Ratio" .

ex:net_debt_to_ebitda
    rdf:type kgclass:Leverage_Ratio ;
    rdfs:label "Net Debt-to-EBITDA Ratio" .

ex:current_ratio
    rdf:type kgclass:Liquidity_Ratio ;
    rdfs:label "Current Ratio" .

ex:quick_ratio
    rdf:type kgclass:Liquidity_Ratio ;
    rdfs:label "Quick Ratio (Acid Test)" .

ex:cash_ratio
    rdf:type kgclass:Liquidity_Ratio ;
    rdfs:label "Cash Ratio" .

ex:debt_to_assets
    rdf:type kgclass:Leverage_Ratio ;
    rdfs:label "Debt-to-Assets Ratio" .

ex:total_debt
    rdf:type kgclass:Balance_Sheet_Item ;
    rdfs:label "Total Debt" .

ex:total_equity
    rdf:type kgclass:Balance_Sheet_Item ;
    rdfs:label "Total Equity" .

ex:interest_expense
    rdf:type kgclass:Income_Statement_Item ;
    rdfs:label "Interest Expense" .

ex:ebitda
    rdf:type kgclass:Financial_Metric ;
    rdfs:label "EBITDA" .

ex:current_assets
    rdf:type kgclass:Balance_Sheet_Item ;
    rdfs:label "Current Assets" .

ex:current_liabilities
    rdf:type kgclass:Balance_Sheet_Item ;
    rdfs:label "Current Liabilities" .

ex:inventories
    rdf:type kgclass:Balance_Sheet_Item ;
    rdfs:label "Inventories" .

ex:cash_equivalents
    rdf:type kgclass:Balance_Sheet_Item ;
    rdfs:label "Cash & Cash Equivalents" .

ex:total_assets
    rdf:type kgclass:Balance_Sheet_Item ;
    rdfs:label "Total Assets" .

ex:var
    rdf:type kgclass:Risk_Metric ;
    rdfs:label "Value at Risk (VaR)" .

ex:historical_simulation_var
    rdf:type kgclass:VaR_Method ;
    rdfs:label "Historical Simulation VaR" .

ex:monte_carlo_var
    rdf:type kgclass:VaR_Method ;
    rdfs:label "Monte Carlo Simulation VaR" .

ex:parametric_var
    rdf:type kgclass:VaR_Method ;
    rdfs:label "Parametric VaR" .

ex:confidence_level
    rdf:type kgclass:Parameter ;
    rdfs:label "Confidence Level" .

ex:time_horizon
    rdf:type kgclass:Parameter ;
    rdfs:label "Time Horizon" .

ex:lookback_period
    rdf:type kgclass:Parameter_Historical ;
    rdfs:label "Lookback Period" .

ex:num_simulations
    rdf:type kgclass:Parameter_Monte_Carlo ;
    rdfs:label "Number of Simulations" .

ex:portfolio_return_dist
    rdf:type kgclass:Statistical_Concept ;
    rdfs:label "Portfolio Return Distribution" .

ex:normality_assumption
    rdf:type kgclass:Assumption_Parametric ;
    rdfs:label "Normality Assumption" .

ex:cvar
    rdf:type kgclass:Risk_Metric ;
    rdfs:label "Conditional VaR (Expected Shortfall)" .

ex:tail_risk
    rdf:type kgclass:Risk_Concept ;
    rdfs:label "Tail Risk" .

ex:backtesting
    rdf:type kgclass:Validation_Method ;
    rdfs:label "VaR Backtesting" .

ex:credit_risk
    rdf:type kgclass:Risk_Category ;
    rdfs:label "Credit Risk" .

ex:pd
    rdf:type kgclass:Credit_Risk_Metric ;
    rdfs:label "Probability of Default (PD)" .

ex:lgd
    rdf:type kgclass:Credit_Risk_Metric ;
    rdfs:label "Loss Given Default (LGD)" .

ex:ead
    rdf:type kgclass:Credit_Risk_Metric ;
    rdfs:label "Exposure at Default (EAD)" .

ex:expected_loss
    rdf:type kgclass:Credit_Risk_Metric ;
    rdfs:label "Expected Loss (EL)" .

ex:unexpected_loss
    rdf:type kgclass:Credit_Risk_Metric ;
    rdfs:label "Unexpected Loss (UL)" .

ex:credit_var
    rdf:type kgclass:Risk_Metric ;
    rdfs:label "Credit VaR" .

ex:recovery_rate
    rdf:type kgclass:Credit_Risk_Metric ;
    rdfs:label "Recovery Rate (RR)" .

ex:merton_model
    rdf:type kgclass:Structural_Credit_Model ;
    rdfs:label "Merton Model" .

ex:kmv_model
    rdf:type kgclass:Structural_Credit_Model ;
    rdfs:label "KMV Model" .

ex:altman_z_score
    rdf:type kgclass:Empirical_Credit_Model ;
    rdfs:label "Altman Z-Score" .

ex:creditmetrics_model
    rdf:type kgclass:Portfolio_Credit_Model ;
    rdfs:label "CreditMetrics™ Model" .

ex:logistic_regression_scoring
    rdf:type kgclass:Empirical_Credit_Model ;
    rdfs:label "Logistic Regression Scoring" .

ex:reduced_form_model
    rdf:type kgclass:Credit_Model_Category ;
    rdfs:label "Reduced Form Credit Model" .

ex:hazard_rate
    rdf:type kgclass:Parameter_Reduced_Form ;
    rdfs:label "Hazard Rate" .

ex:credit_rating
    rdf:type kgclass:Assessment ;
    rdfs:label "Credit Rating" .

ex:rating_agency
    rdf:type kgclass:Entity ;
    rdfs:label "Rating Agency (S&P, Moody's, Fitch)" .

ex:collateral
    rdf:type kgclass:Credit_Risk_Mitigation ;
    rdfs:label "Collateral" .

ex:covenants
    rdf:type kgclass:Credit_Risk_Mitigation ;
    rdfs:label "Covenants" .

ex:credit_derivatives
    rdf:type kgclass:Financial_Instrument ;
    rdfs:label "Credit Derivatives" .

ex:cds
    rdf:type kgclass:Credit_Derivative ;
    rdfs:label "Credit Default Swap (CDS)" .

ex:liquidity_risk
    rdf:type kgclass:Risk_Category ;
    rdfs:label "Liquidity Risk" .

ex:funding_liquidity_risk
    rdf:type kgclass:Liquidity_Risk_Type ;
    rdfs:label "Funding Liquidity Risk" .

ex:market_liquidity_risk
    rdf:type kgclass:Liquidity_Risk_Type ;
    rdfs:label "Market Liquidity Risk" .

ex:lcr
    rdf:type kgclass:Regulatory_Liquidity_Metric ;
    rdfs:label "Liquidity Coverage Ratio (LCR)" .

ex:nsfr
    rdf:type kgclass:Regulatory_Liquidity_Metric ;
    rdfs:label "Net Stable Funding Ratio (NSFR)" .

ex:hqla
    rdf:type kgclass:Asset_Category ;
    rdfs:label "High-Quality Liquid Assets (HQLA)" .

ex:net_cash_outflows_30d
    rdf:type kgclass:Calculated_Flow ;
    rdfs:label "Net Cash Outflows (30-day stress)" .

ex:available_stable_funding
    rdf:type kgclass:Funding_Category ;
    rdfs:label "Available Stable Funding (ASF)" .

ex:required_stable_funding
    rdf:type kgclass:Funding_Need ;
    rdfs:label "Required Stable Funding (RSF)" .

ex:cash_conversion_cycle
    rdf:type kgclass:Operational_Liquidity_Metric ;
    rdfs:label "Cash Conversion Cycle" .

ex:bid_ask_spread
    rdf:type kgclass:Market_Liquidity_Indicator ;
    rdfs:label "Bid-Ask Spread" .

ex:market_depth
    rdf:type kgclass:Market_Liquidity_Indicator ;
    rdfs:label "Market Depth" .

ex:trading_volume
    rdf:type kgclass:Market_Liquidity_Indicator ;
    rdfs:label "Trading Volume" .

ex:liquidity_stress_testing
    rdf:type kgclass:Risk_Assessment_Method ;
    rdfs:label "Liquidity Stress Testing" .

ex:monetary_policy
    rdf:type kgclass:Macroeconomic_Policy ;
    rdfs:label "Monetary Policy" .

ex:central_bank
    rdf:type kgclass:Institution ;
    rdfs:label "Central Bank" .

ex:policy_interest_rate
    rdf:type kgclass:Monetary_Policy_Tool ;
    rdfs:label "Policy Interest Rate" .

ex:reserve_requirements
    rdf:type kgclass:Monetary_Policy_Tool ;
    rdfs:label "Reserve Requirements" .

ex:omo
    rdf:type kgclass:Monetary_Policy_Tool ;
    rdfs:label "Open Market Operations (OMO)" .

ex:qe
    rdf:type kgclass:Unconventional_Tool ;
    rdfs:label "Quantitative Easing (QE)" .

ex:qt
    rdf:type kgclass:Unconventional_Tool ;
    rdfs:label "Quantitative Tightening (QT)" .

ex:forward_guidance
    rdf:type kgclass:Unconventional_Tool ;
    rdfs:label "Forward Guidance" .

ex:inflation_target
    rdf:type kgclass:Policy_Objective ;
    rdfs:label "Inflation Target" .

ex:employment_mandate
    rdf:type kgclass:Policy_Objective ;
    rdfs:label "Employment Mandate" .

ex:expansionary_stance
    rdf:type kgclass:Policy_Stance ;
    rdfs:label "Expansionary Stance" .

ex:contractionary_stance
    rdf:type kgclass:Policy_Stance ;
    rdfs:label "Contractionary Stance" .

ex:technical_indicators
    rdf:type kgclass:Technical_Analysis_Method ;
    rdfs:label "Technical Indicators" .

ex:ma
    rdf:type kgclass:Trend_Indicator ;
    rdfs:label "Moving Average (MA)" .

ex:sma
    rdf:type kgclass:Moving_Average_Type ;
    rdfs:label "Simple Moving Average (SMA)" .

ex:ema
    rdf:type kgclass:Moving_Average_Type ;
    rdfs:label "Exponential Moving Average (EMA)" .

ex:macd
    rdf:type kgclass:Trend_or_Momentum_Indicator ;
    rdfs:label "MACD" .

ex:rsi
    rdf:type kgclass:Momentum_Oscillator ;
    rdfs:label "Relative Strength Index (RSI)" .

ex:bollinger_bands
    rdf:type kgclass:Volatility_Indicator ;
    rdfs:label "Bollinger Bands" .

ex:stochastic_oscillator
    rdf:type kgclass:Momentum_Oscillator ;
    rdfs:label "Stochastic Oscillator" .

ex:adx
    rdf:type kgclass:Trend_Strength_Indicator ;
    rdfs:label "Average Directional Index (ADX)" .

ex:obv
    rdf:type kgclass:Volume_Indicator ;
    rdfs:label "On-Balance Volume (OBV)" .

ex:fibonacci_retracements
    rdf:type kgclass:Support_or_Resistance_Tool ;
    rdfs:label "Fibonacci Retracements" .

ex:overbought
    rdf:type kgclass:Indicator_Signal ;
    rdfs:label "Overbought Condition" .

ex:oversold
    rdf:type kgclass:Indicator_Signal ;
    rdfs:label "Oversold Condition" .

ex:divergence
    rdf:type kgclass:Indicator_Signal ;
    rdfs:label "Divergence" .

ex:defi
    rdf:type kgclass:Financial_Ecosystem ;
    rdfs:label "Decentralized Finance (DeFi)" .

ex:blockchain
    rdf:type kgclass:Core_Technology ;
    rdfs:label "Blockchain" .

ex:smart_contract
    rdf:type kgclass:Core_Technology ;
    rdfs:label "Smart Contract" .

ex:dex
    rdf:type kgclass:DeFi_Application ;
    rdfs:label "Decentralized Exchange (DEX)" .

ex:uniswap
    rdf:type kgclass:DEX_Protocol_Example ;
    rdfs:label "Uniswap" .

ex:lending_protocol
    rdf:type kgclass:DeFi_Application ;
    rdfs:label "DeFi Lending Protocol" .

ex:aave
    rdf:type kgclass:Lending_Protocol_Example ;
    rdfs:label "Aave" .

ex:compound
    rdf:type kgclass:Lending_Protocol_Example ;
    rdfs:label "Compound" .

ex:stablecoin
    rdf:type kgclass:Cryptocurrency_Type ;
    rdfs:label "Stablecoin" .

ex:usdc
    rdf:type kgclass:Stablecoin_Example ;
    rdfs:label "USD Coin (USDC)" .

ex:yield_farming
    rdf:type kgclass:DeFi_Strategy ;
    rdfs:label "Yield Farming" .

ex:liquidity_pool
    rdf:type kgclass:DeFi_Mechanism ;
    rdfs:label "Liquidity Pool" .

ex:impermanent_loss
    rdf:type kgclass:DeFi_Risk ;
    rdfs:label "Impermanent Loss" .

ex:defi_governance
    rdf:type kgclass:Process ;
    rdfs:label "DeFi Governance" .

ex:governance_token
    rdf:type kgclass:Token_Type ;
    rdfs:label "Governance Token" .

ex:crypto_markets
    rdf:type kgclass:Financial_Market ;
    rdfs:label "Cryptocurrency Markets" .

ex:bitcoin
    rdf:type kgclass:Cryptocurrency_Proof_or_Work ;
    rdfs:label "Bitcoin (BTC)" .

ex:ethereum
    rdf:type kgclass:Cryptocurrency_Proof_or_Stake ;
    rdfs:label "Ethereum (ETH)" .

ex:altcoin
    rdf:type kgclass:Cryptocurrency_Category ;
    rdfs:label "Altcoin" .

ex:proof_of_work
    rdf:type kgclass:Consensus_Mechanism ;
    rdfs:label "Proof-of-Work (PoW)" .

ex:proof_of_stake
    rdf:type kgclass:Consensus_Mechanism ;
    rdfs:label "Proof-of-Stake (PoS)" .

ex:crypto_exchange
    rdf:type kgclass:Trading_Venue ;
    rdfs:label "Cryptocurrency Exchange" .

ex:coinbase
    rdf:type kgclass:Crypto_Exchange_Example ;
    rdfs:label "Coinbase" .

ex:binance
    rdf:type kgclass:Crypto_Exchange_Example ;
    rdfs:label "Binance" .

ex:crypto_wallet
    rdf:type kgclass:Storage_Method ;
    rdfs:label "Cryptocurrency Wallet" .

ex:hot_wallet
    rdf:type kgclass:Wallet_Type ;
    rdfs:label "Hot Wallet" .

ex:cold_wallet
    rdf:type kgclass:Wallet_Type ;
    rdfs:label "Cold Wallet (Hardware Wallet)" .

ex:mining
    rdf:type kgclass:Process_PoW ;
    rdfs:label "Cryptocurrency Mining" .

ex:staking
    rdf:type kgclass:Process_PoS ;
    rdfs:label "Cryptocurrency Staking" .

ex:halving
    rdf:type kgclass:Supply_Mechanism_Event ;
    rdfs:label "Bitcoin Halving" .

ex:sustainable_investing
    rdf:type kgclass:Investment_Approach ;
    rdfs:label "Sustainable Investing" .

ex:esg_criteria
    rdf:type kgclass:Framework ;
    rdfs:label "ESG Criteria" .

ex:environmental_factors
    rdf:type kgclass:ESG_Pillar ;
    rdfs:label "Environmental Factors" .

ex:social_factors
    rdf:type kgclass:ESG_Pillar ;
    rdfs:label "Social Factors" .

ex:governance_factors
    rdf:type kgclass:ESG_Pillar ;
    rdfs:label "Governance Factors" .

ex:climate_change
    rdf:type kgclass:Environmental_Factor ;
    rdfs:label "Climate Change" .

ex:labor_practices
    rdf:type kgclass:Social_Factor ;
    rdfs:label "Labor Practices" .

ex:board_diversity
    rdf:type kgclass:Governance_Factor ;
    rdfs:label "Board Diversity" .

ex:esg_integration
    rdf:type kgclass:Sustainable_Strategy ;
    rdfs:label "ESG Integration" .

ex:sri_screening
    rdf:type kgclass:Sustainable_Strategy ;
    rdfs:label "Socially Responsible Investing (SRI) Screening" .

ex:negative_screening
    rdf:type kgclass:SRI_Screening_Type ;
    rdfs:label "Negative Screening" .

ex:positive_screening
    rdf:type kgclass:SRI_Screening_Type ;
    rdfs:label "Positive Screening (Best-in-Class)" .

ex:impact_investing
    rdf:type kgclass:Sustainable_Strategy ;
    rdfs:label "Impact Investing" .

ex:esg_rating_agency
    rdf:type kgclass:Entity ;
    rdfs:label "ESG Rating Agency" .

ex:msci_esg
    rdf:type kgclass:ESG_Rating_Agency_Example ;
    rdfs:label "MSCI ESG" .

ex:sustainalytics
    rdf:type kgclass:ESG_Rating_Agency_Example ;
    rdfs:label "Sustainalytics" .

ex:sasb
    rdf:type kgclass:ESG_Reporting_Framework ;
    rdfs:label "SASB Standards" .

ex:gri
    rdf:type kgclass:ESG_Reporting_Framework ;
    rdfs:label "GRI Standards" .

ex:greenwashing
    rdf:type kgclass:Risk_Challenge ;
    rdfs:label "Greenwashing" .

ex:context_window
    rdf:type kgclass:LLM_Constraint ;
    rdfs:label "LLM Context Window" .

ex:token
    rdf:type kgclass:Text_Unit ;
    rdfs:label "Token" .

ex:tokenization
    rdf:type kgclass:LLM_Process ;
    rdfs:label "Tokenization" .

ex:attention_mechanism
    rdf:type kgclass:LLM_Architecture_Component ;
    rdfs:label "Attention Mechanism" .

ex:transformer_model
    rdf:type kgclass:LLM_Architecture ;
    rdfs:label "Transformer Model" .

ex:context_length_limit
    rdf:type kgclass:LLM_Parameter ;
    rdfs:label "Context Length Limit" .

ex:sliding_window_attn
    rdf:type kgclass:Context_Extension_Technique ;
    rdfs:label "Sliding Window Attention" .

ex:sparse_attention
    rdf:type kgclass:Context_Extension_Technique ;
    rdfs:label "Sparse Attention" .

ex:context_retrieval
    rdf:type kgclass:Information_Management ;
    rdfs:label "Context Retrieval" .

ex:llm_memory
    rdf:type kgclass:LLM_Capability_or_Challenge ;
    rdfs:label "LLM Memory" .

ex:short_term_memory
    rdf:type kgclass:Memory_Type ;
    rdfs:label "Short-Term Memory (Context Window)" .

ex:long_term_memory
    rdf:type kgclass:Memory_Type ;
    rdfs:label "Long-Term Memory (Parametric Knowledge)" .

ex:external_memory
    rdf:type kgclass:Memory_Augmentation ;
    rdfs:label "External Memory" .

ex:rag
    rdf:type kgclass:Memory_Technique ;
    rdfs:label "Retrieval-Augmented Generation (RAG)" .

ex:vector_database
    rdf:type kgclass:Data_Store_External_Memory ;
    rdfs:label "Vector Database" .

ex:knowledge_graph_kg
    rdf:type kgclass:Data_Store_External_Memory ;
    rdfs:label "Knowledge Graph" .

ex:embedding
    rdf:type kgclass:Representation_Technique ;
    rdfs:label "Text Embedding" .

ex:information_retrieval
    rdf:type kgclass:Process ;
    rdfs:label "Information Retrieval" .

ex:memory_compression
    rdf:type kgclass:Optimization_Technique ;
    rdfs:label "Memory Compression" .

ex:parameter_tuning
    rdf:type kgclass:Optimization_Process ;
    rdfs:label "LLM Parameter Tuning" .

ex:hyperparameter
    rdf:type kgclass:Model_Configuration ;
    rdfs:label "Hyperparameter" .

ex:learning_rate
    rdf:type kgclass:Hyperparameter ;
    rdfs:label "Learning Rate" .

ex:batch_size
    rdf:type kgclass:Hyperparameter ;
    rdfs:label "Batch Size" .

ex:num_epochs
    rdf:type kgclass:Hyperparameter ;
    rdfs:label "Number of Epochs" .

ex:model_architecture_params
    rdf:type kgclass:Hyperparameter_Category ;
    rdfs:label "Model Architecture Parameters" .

ex:regularization_params
    rdf:type kgclass:Hyperparameter_Category ;
    rdfs:label "Regularization Parameters" .

ex:gradient_descent
    rdf:type kgclass:Optimization_Algorithm ;
    rdfs:label "Gradient Descent" .

ex:adam_optimizer
    rdf:type kgclass:Optimization_Algorithm_Variant ;
    rdfs:label "Adam Optimizer" .

ex:grid_search
    rdf:type kgclass:Hyperparameter_Search_Method ;
    rdfs:label "Grid Search" .

ex:random_search
    rdf:type kgclass:Hyperparameter_Search_Method ;
    rdfs:label "Random Search" .

ex:bayesian_optimization
    rdf:type kgclass:Hyperparameter_Search_Method ;
    rdfs:label "Bayesian Optimization" .

ex:fine_tuning
    rdf:type kgclass:Training_Phase ;
    rdfs:label "Fine-Tuning" .

ex:pre_training
    rdf:type kgclass:Training_Phase ;
    rdfs:label "Pre-Training" .


# Relationships (Edges)
ex:dcf kgprop:uses ex:ufcf .
ex:dcf kgprop:uses ex:discount_rate .
ex:dcf kgprop:calculates ex:terminal_value .
ex:ufcf kgprop:calculated_from ex:ebit .
ex:ufcf kgprop:calculated_from ex:tax_rate .
ex:ufcf kgprop:calculated_from ex:d_And_a .
ex:ufcf kgprop:calculated_from ex:capex .
ex:ufcf kgprop:calculated_from ex:change_nwc .
ex:discount_rate kgprop:is_typically ex:wacc .
ex:wacc kgprop:depends_on ex:cost_of_equity .
ex:wacc kgprop:depends_on ex:cost_of_debt .
ex:wacc kgprop:uses_weight_of ex:market_value_equity .
ex:wacc kgprop:uses_weight_of ex:market_value_debt .
ex:wacc kgprop:uses ex:tax_rate .
ex:market_value_equity kgprop:component_of ex:total_capital .
ex:market_value_debt kgprop:component_of ex:total_capital .
ex:cost_of_equity kgprop:calculated_by ex:capm .
ex:capm kgprop:uses ex:risk_free_rate .
ex:capm kgprop:uses ex:beta .
ex:capm kgprop:uses ex:market_risk_premium .
ex:terminal_value kgprop:can_use ex:terminal_growth_rate .
ex:terminal_value kgprop:can_use ex:exit_multiple .
ex:dcf kgprop:calculates ex:present_value .
ex:present_value kgprop:calculated_for ex:ufcf .
ex:present_value kgprop:calculated_for ex:terminal_value .
ex:present_value kgprop:uses ex:discount_rate .
ex:dcf kgprop:calculates ex:enterprise_value .
ex:enterprise_value kgprop:sum_of ex:present_value .
ex:enterprise_value kgprop:leads_to ex:equity_value .
ex:equity_value kgprop:derived_by_subtracting ex:net_debt .
ex:equity_value kgprop:leads_to ex:implied_share_price .
ex:implied_share_price kgprop:uses ex:shares_outstanding .
ex:comparables kgprop:uses ex:pe_ratio .
ex:comparables kgprop:uses ex:ev_ebitda .
ex:comparables kgprop:uses ex:ev_sales .
ex:comparables kgprop:uses ex:price_to_book .
ex:comparables kgprop:uses ex:price_to_sales .
ex:comparables kgprop:uses ex:dividend_yield .
ex:comparables kgprop:requires ex:peer_group .
ex:peer_group kgprop:selected_based_on ex:industry_sector .
ex:peer_group kgprop:compared_to ex:target_company .
ex:comparables kgprop:values ex:target_company .
ex:comparables kgprop:influenced_by ex:market_sentiment .
ex:precedent_transactions kgprop:uses ex:ev_ebitda .
ex:precedent_transactions kgprop:uses ex:ev_sales .
ex:precedent_transactions kgprop:requires_data_from ex:peer_group .
ex:precedent_transactions kgprop:reflects ex:control_premium .
ex:financial_ratios kgprop:includes ex:debt_to_equity .
ex:financial_ratios kgprop:includes ex:interest_coverage_ratio .
ex:financial_ratios kgprop:includes ex:debt_to_ebitda .
ex:financial_ratios kgprop:includes ex:net_debt_to_ebitda .
ex:financial_ratios kgprop:includes ex:current_ratio .
ex:financial_ratios kgprop:includes ex:quick_ratio .
ex:financial_ratios kgprop:includes ex:cash_ratio .
ex:financial_ratios kgprop:includes ex:debt_to_assets .
ex:debt_to_equity kgprop:calculated_from ex:total_debt .
ex:debt_to_equity kgprop:calculated_from ex:total_equity .
ex:interest_coverage_ratio kgprop:calculated_from ex:ebit .
ex:interest_coverage_ratio kgprop:calculated_from ex:interest_expense .
ex:debt_to_ebitda kgprop:calculated_from ex:total_debt .
ex:debt_to_ebitda kgprop:calculated_from ex:ebitda .
ex:net_debt_to_ebitda kgprop:calculated_from ex:total_debt .
ex:net_debt_to_ebitda kgprop:calculated_from ex:cash_equivalents .
ex:net_debt_to_ebitda kgprop:calculated_from ex:ebitda .
ex:current_ratio kgprop:calculated_from ex:current_assets .
ex:current_ratio kgprop:calculated_from ex:current_liabilities .
ex:quick_ratio kgprop:calculated_from ex:current_assets .
ex:quick_ratio kgprop:calculated_from ex:inventories .
ex:quick_ratio kgprop:calculated_from ex:current_liabilities .
ex:cash_ratio kgprop:calculated_from ex:cash_equivalents .
ex:cash_ratio kgprop:calculated_from ex:current_liabilities .
ex:debt_to_assets kgprop:calculated_from ex:total_debt .
ex:debt_to_assets kgprop:calculated_from ex:total_assets .
ex:var kgprop:calculated_by ex:historical_simulation_var .
ex:var kgprop:calculated_by ex:monte_carlo_var .
ex:var kgprop:calculated_by ex:parametric_var .
ex:var kgprop:parameterized_by ex:confidence_level .
ex:var kgprop:parameterized_by ex:time_horizon .
ex:historical_simulation_var kgprop:uses ex:lookback_period .
ex:historical_simulation_var kgprop:derives_from_historical ex:portfolio_return_dist .
ex:monte_carlo_var kgprop:uses ex:num_simulations .
ex:monte_carlo_var kgprop:simulates ex:portfolio_return_dist .
ex:parametric_var kgprop:assumes_distribution_of ex:portfolio_return_dist .
ex:parametric_var kgprop:often_makes ex:normality_assumption .
ex:var kgprop:related_to ex:cvar .
ex:cvar kgprop:measures ex:tail_risk .
ex:var kgprop:underestimates ex:tail_risk .
ex:var kgprop:evaluated_by ex:backtesting .
ex:credit_risk kgprop:component_of ex:pd .
ex:credit_risk kgprop:component_of ex:lgd .
ex:credit_risk kgprop:component_of ex:ead .
ex:credit_risk kgprop:measured_by ex:expected_loss .
ex:credit_risk kgprop:measured_by ex:unexpected_loss .
ex:expected_loss kgprop:calculated_from ex:pd .
ex:expected_loss kgprop:calculated_from ex:lgd .
ex:expected_loss kgprop:calculated_from ex:ead .
ex:lgd kgprop:complement_of ex:recovery_rate .
ex:unexpected_loss kgprop:related_to ex:credit_var .
ex:pd kgprop:estimated_by ex:merton_model .
ex:pd kgprop:estimated_by ex:kmv_model .
ex:pd kgprop:indicated_by ex:altman_z_score .
ex:pd kgprop:estimated_by ex:logistic_regression_scoring .
ex:pd kgprop:estimated_by ex:reduced_form_model .
ex:reduced_form_model kgprop:uses ex:hazard_rate .
ex:credit_risk kgprop:assessed_by ex:credit_rating .
ex:credit_rating kgprop:assigned_by ex:rating_agency .
ex:credit_rating kgprop:correlates_with ex:pd .
ex:credit_risk kgprop:mitigated_by ex:collateral .
ex:credit_risk kgprop:mitigated_by ex:covenants .
ex:credit_risk kgprop:mitigated_by ex:credit_derivatives .
ex:credit_derivatives kgprop:includes ex:cds .
ex:liquidity_risk kgprop:includes_type ex:funding_liquidity_risk .
ex:liquidity_risk kgprop:includes_type ex:market_liquidity_risk .
ex:liquidity_risk kgprop:measured_by ex:lcr .
ex:liquidity_risk kgprop:measured_by ex:nsfr .
ex:liquidity_risk kgprop:measured_by ex:cash_conversion_cycle .
ex:market_liquidity_risk kgprop:indicated_by ex:bid_ask_spread .
ex:market_liquidity_risk kgprop:indicated_by ex:market_depth .
ex:market_liquidity_risk kgprop:indicated_by ex:trading_volume .
ex:lcr kgprop:uses ex:hqla .
ex:lcr kgprop:uses ex:net_cash_outflows_30d .
ex:nsfr kgprop:uses ex:available_stable_funding .
ex:nsfr kgprop:uses ex:required_stable_funding .
ex:liquidity_risk kgprop:assessed_by ex:liquidity_stress_testing .
ex:monetary_policy kgprop:implemented_by ex:central_bank .
ex:monetary_policy kgprop:uses_tool ex:policy_interest_rate .
ex:monetary_policy kgprop:uses_tool ex:reserve_requirements .
ex:monetary_policy kgprop:uses_tool ex:omo .
ex:monetary_policy kgprop:uses_tool ex:qe .
ex:monetary_policy kgprop:uses_tool ex:qt .
ex:monetary_policy kgprop:uses_tool ex:forward_guidance .
ex:monetary_policy kgprop:aims_for ex:inflation_target .
ex:monetary_policy kgprop:aims_for ex:employment_mandate .
ex:expansionary_stance kgprop:involves_lowering ex:policy_interest_rate .
ex:expansionary_stance kgprop:may_involve ex:qe .
ex:contractionary_stance kgprop:involves_raising ex:policy_interest_rate .
ex:contractionary_stance kgprop:may_involve ex:qt .
ex:monetary_policy kgprop:influences ex:inflation .
ex:monetary_policy kgprop:influences ex:interest_rates .
ex:monetary_policy kgprop:influences ex:economic_growth .
ex:monetary_policy kgprop:influences ex:unemployment_rate .
ex:technical_indicators kgprop:includes ex:ma .
ex:technical_indicators kgprop:includes ex:macd .
ex:technical_indicators kgprop:includes ex:rsi .
ex:technical_indicators kgprop:includes ex:bollinger_bands .
ex:technical_indicators kgprop:includes ex:stochastic_oscillator .
ex:technical_indicators kgprop:includes ex:adx .
ex:technical_indicators kgprop:includes ex:obv .
ex:technical_indicators kgprop:includes ex:fibonacci_retracements .
ex:ma kgprop:has_type ex:sma .
ex:ma kgprop:has_type ex:ema .
ex:rsi kgprop:signals ex:overbought .
ex:rsi kgprop:signals ex:oversold .
ex:rsi kgprop:can_show ex:divergence .
ex:stochastic_oscillator kgprop:signals ex:overbought .
ex:stochastic_oscillator kgprop:signals ex:oversold .
ex:stochastic_oscillator kgprop:can_show ex:divergence .
ex:macd kgprop:can_show ex:divergence .
ex:bollinger_bands kgprop:measures ex:volatility .
ex:adx kgprop:measures ex:trend_strength .
ex:obv kgprop:uses ex:trading_volume .
ex:fibonacci_retracements kgprop:identifies_potential ex:support_level .
ex:fibonacci_retracements kgprop:identifies_potential ex:resistance_level .
ex:defi kgprop:runs_on ex:blockchain .
ex:defi kgprop:uses ex:smart_contract .
ex:defi kgprop:includes_application ex:dex .
ex:defi kgprop:includes_application ex:lending_protocol .
ex:defi kgprop:often_uses ex:stablecoin .
ex:dex kgprop:example_is ex:uniswap .
ex:lending_protocol kgprop:example_is ex:aave .
ex:lending_protocol kgprop:example_is ex:compound .
ex:stablecoin kgprop:example_is ex:usdc .
ex:defi kgprop:enables_strategy ex:yield_farming .
ex:yield_farming kgprop:often_involves ex:liquidity_pool .
ex:liquidity_pool kgprop:subject_to_risk_of ex:impermanent_loss .
ex:defi_protocol kgprop:managed_by ex:defi_governance .
ex:defi_governance kgprop:uses ex:governance_token .
ex:crypto_markets kgprop:includes_asset ex:bitcoin .
ex:crypto_markets kgprop:includes_asset ex:ethereum .
ex:crypto_markets kgprop:includes_category ex:altcoin .
ex:bitcoin kgprop:uses_consensus ex:proof_of_work .
ex:ethereum kgprop:uses_consensus ex:proof_of_stake .
ex:proof_of_work kgprop:involves ex:mining .
ex:proof_of_stake kgprop:involves ex:staking .
ex:crypto_markets kgprop:traded_on ex:crypto_exchange .
ex:crypto_exchange kgprop:example_is ex:coinbase .
ex:crypto_exchange kgprop:example_is ex:binance .
ex:bitcoin kgprop:stored_in ex:crypto_wallet .
ex:crypto_wallet kgprop:has_type ex:hot_wallet .
ex:crypto_wallet kgprop:has_type ex:cold_wallet .
ex:bitcoin kgprop:subject_to ex:halving .
ex:sustainable_investing kgprop:uses ex:esg_criteria .
ex:esg_criteria kgprop:includes ex:environmental_factors .
ex:esg_criteria kgprop:includes ex:social_factors .
ex:esg_criteria kgprop:includes ex:governance_factors .
ex:environmental_factors kgprop:includes ex:climate_change .
ex:social_factors kgprop:includes ex:labor_practices .
ex:governance_factors kgprop:includes ex:board_diversity .
ex:sustainable_investing kgprop:implemented_via ex:esg_integration .
ex:sustainable_investing kgprop:implemented_via ex:sri_screening .
ex:sustainable_investing kgprop:implemented_via ex:impact_investing .
ex:sri_screening kgprop:includes_type ex:negative_screening .
ex:sri_screening kgprop:includes_type ex:positive_screening .
ex:sustainable_investing kgprop:uses_data_from ex:esg_rating_agency .
ex:esg_rating_agency kgprop:example_is ex:msci_esg .
ex:esg_rating_agency kgprop:example_is ex:sustainalytics .
ex:sustainable_investing kgprop:may_use_framework ex:sasb .
ex:sustainable_investing kgprop:may_use_framework ex:gri .
ex:sustainable_investing kgprop:challenged_by ex:greenwashing .
ex:context_window kgprop:measured_in ex:token .
ex:token kgprop:produced_by ex:tokenization .
ex:context_window kgprop:processed_by ex:attention_mechanism .
ex:attention_mechanism kgprop:core_part_of ex:transformer_model .
ex:context_window kgprop:limited_by ex:context_length_limit .
ex:context_length_limit kgprop:addressed_by ex:sliding_window_attn .
ex:context_length_limit kgprop:addressed_by ex:sparse_attention .
ex:context_length_limit kgprop:mitigated_by ex:context_retrieval .
ex:llm_memory kgprop:includes_type ex:short_term_memory .
ex:llm_memory kgprop:includes_type ex:long_term_memory .
ex:short_term_memory kgprop:is_equivalent_to ex:context_window .
ex:long_term_memory kgprop:encoded_in ex:model_parameters .
ex:llm_memory kgprop:augmented_by ex:external_memory .
ex:external_memory kgprop:enabled_by ex:rag .
ex:rag kgprop:performs ex:information_retrieval .
ex:rag kgprop:uses_storage ex:vector_database .
ex:rag kgprop:uses_storage ex:knowledge_graph_kg .
ex:information_retrieval kgprop:uses ex:embedding .
ex:vector_database kgprop:stores ex:embedding .
ex:llm_memory kgprop:optimized_by ex:memory_compression .
ex:parameter_tuning kgprop:optimizes ex:hyperparameter .
ex:hyperparameter kgprop:includes ex:learning_rate .
ex:hyperparameter kgprop:includes ex:batch_size .
ex:hyperparameter kgprop:includes ex:num_epochs .
ex:hyperparameter kgprop:includes_category ex:model_architecture_params .
ex:hyperparameter kgprop:includes_category ex:regularization_params .
ex:parameter_tuning kgprop:uses_method ex:grid_search .
ex:parameter_tuning kgprop:uses_method ex:random_search .
ex:parameter_tuning kgprop:uses_method ex:bayesian_optimization .
ex:llm_training kgprop:uses_algorithm ex:gradient_descent .
ex:gradient_descent kgprop:variant_is ex:adam_optimizer .
ex:gradient_descent kgprop:uses_hyperparameter ex:learning_rate .
ex:llm_training kgprop:includes_phase ex:pre_training .
ex:llm_training kgprop:includes_phase ex:fine_tuning .
ex:fine_tuning kgprop:often_involves ex:parameter_tuning .
