Global EO and IR Gimbal Competitive Landscape Professional Research Report 2025
Description
Research Summary
An EO (Electro-Optical) and IR (Infrared) gimbal is a sophisticated device commonly used in surveillance, reconnaissance, and remote sensing systems, particularly in the fields of defense, aerospace, and security. This gimbal integrates both EO and IR sensors into a stabilized, movable platform, enabling the simultaneous capture of visual and thermal imagery. The EO component captures images in visible light, while the IR component records heat emissions to detect objects or individuals even in low-light or adverse weather conditions. The gimbal＇s stabilization technology allows for precise and steady tracking and imaging of targets, making it invaluable for applications like border security, search and rescue, and intelligence gathering, where the combination of visual and thermal information is essential for situational awareness and decision-making.
According to DIResearch's in-depth investigation and research, the global EO and IR Gimbal market size was valued at XX Million USD in 2024 and is projected to reach XX Million USD by 2032, with a CAGR of XX% (2025-2032). Notably, the China market has changed rapidly in the past few years. By 2024, China's market size is expected to be XX Million USD, representing approximately XX% of the global market share. By 2032, it is anticipated to grow further to XX Million USD, contributing XX% to the worldwide market share.
The major global manufacturers of EO and IR Gimbal include China North Industries Group, Teledyne FLIR, Northrop Grumman, Elbit Systems, L3Harris Wescam, Safran, Leonardo DRS, Collins Aerospace, Controp, Edge Autonomy, Ascent Vision Technologies (AVT) etc. The global players competition landscape in this report is divided into three tiers. The first tier comprises global leading enterprises that command a substantial market share, hold a dominant industry position, possess strong competitiveness and influence, and generate significant revenue. The second tier includes companies with a notable market presence and reputation; these firms actively follow industry leaders in product, service, or technological innovation and maintain a moderate revenue scale. The third tier consists of smaller companies with limited market share and lower brand recognition, primarily focused on local markets and generating comparatively lower revenue.
This report studies the market size, price trends and future development prospects of EO and IR Gimbal. Focus on analysing the market share, product portfolio, prices, sales, revenue and gross profit margin of global major manufacturers, as well as the market status and trends of different product types and applications in the global EO and IR Gimbal market. The report data covers historical data from 2020 to 2024, based year in 2025 and forecast data from 2026 to 2032.
The regions and countries in the report include North America, Europe, China, APAC (excl. China), Latin America and Middle East and Africa, covering the EO and IR Gimbal market conditions and future development trends of key regions and countries, combined with industry-related policies and the latest technological developments, analyze the development characteristics of EO and IR Gimbal industries in various regions and countries, help companies understand the development characteristics of each region, help companies formulate business strategies, and achieve the ultimate goal of the company's global development strategy.
The data sources of this report mainly include the National Bureau of Statistics, customs databases, industry associations, corporate financial reports, third-party databases, etc. Among them, macroeconomic data mainly comes from the National Bureau of Statistics, International Economic Research Organization; industry statistical data mainly come from industry associations; company data mainly comes from interviews, public information collection, third-party reliable databases, and price data mainly comes from various markets monitoring database.
Global Key Manufacturers of EO and IR Gimbal Include:
China North Industries Group
Teledyne FLIR
Northrop Grumman
Elbit Systems
L3Harris Wescam
Safran
Leonardo DRS
Collins Aerospace
Controp
Edge Autonomy
Ascent Vision Technologies (AVT)
EO and IR Gimbal Product Segment Include:
2-axis EO/IR Gimbals
3-axis EO/IR Gimbals
Others
EO and IR Gimbal Product Application Include:
Military
Civil
Chapter Scope
Chapter 1: Product Research Range, Product Types and Applications, Market Overview, Market Situation and Trends
Chapter 2: Global EO and IR Gimbal Industry PESTEL Analysis
Chapter 3: Global EO and IR Gimbal Industry Porter’s Five Forces Analysis
Chapter 4: Global EO and IR Gimbal Major Regional Market Size (Revenue, Sales, Price) and Forecast Analysis
Chapter 5: Global EO and IR Gimbal Market Size and Forecast by Type and Application Analysis
Chapter 6: North America EO and IR Gimbal Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 7: Europe EO and IR Gimbal Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 8: China EO and IR Gimbal Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 9: APAC (Excl. China) EO and IR Gimbal Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 10: Latin America EO and IR Gimbal Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 11: Middle East and Africa EO and IR Gimbal Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 12: Global EO and IR Gimbal Competitive Analysis of Key Manufacturers (Sales, Revenue, Market Share, Price, Regional Distribution and Industry Concentration)
Chapter 13: Key Company Profiles (Product Portfolio, Sales, Revenue, Price and Gross Margin)
Chapter 14: Industrial Chain Analysis, Include Raw Material Suppliers, Distributors and Customers
Chapter 15: Research Findings and Conclusion
Chapter 16: Methodology and Data Sources
An EO (Electro-Optical) and IR (Infrared) gimbal is a sophisticated device commonly used in surveillance, reconnaissance, and remote sensing systems, particularly in the fields of defense, aerospace, and security. This gimbal integrates both EO and IR sensors into a stabilized, movable platform, enabling the simultaneous capture of visual and thermal imagery. The EO component captures images in visible light, while the IR component records heat emissions to detect objects or individuals even in low-light or adverse weather conditions. The gimbal＇s stabilization technology allows for precise and steady tracking and imaging of targets, making it invaluable for applications like border security, search and rescue, and intelligence gathering, where the combination of visual and thermal information is essential for situational awareness and decision-making.
According to DIResearch's in-depth investigation and research, the global EO and IR Gimbal market size was valued at XX Million USD in 2024 and is projected to reach XX Million USD by 2032, with a CAGR of XX% (2025-2032). Notably, the China market has changed rapidly in the past few years. By 2024, China's market size is expected to be XX Million USD, representing approximately XX% of the global market share. By 2032, it is anticipated to grow further to XX Million USD, contributing XX% to the worldwide market share.
The major global manufacturers of EO and IR Gimbal include China North Industries Group, Teledyne FLIR, Northrop Grumman, Elbit Systems, L3Harris Wescam, Safran, Leonardo DRS, Collins Aerospace, Controp, Edge Autonomy, Ascent Vision Technologies (AVT) etc. The global players competition landscape in this report is divided into three tiers. The first tier comprises global leading enterprises that command a substantial market share, hold a dominant industry position, possess strong competitiveness and influence, and generate significant revenue. The second tier includes companies with a notable market presence and reputation; these firms actively follow industry leaders in product, service, or technological innovation and maintain a moderate revenue scale. The third tier consists of smaller companies with limited market share and lower brand recognition, primarily focused on local markets and generating comparatively lower revenue.
This report studies the market size, price trends and future development prospects of EO and IR Gimbal. Focus on analysing the market share, product portfolio, prices, sales, revenue and gross profit margin of global major manufacturers, as well as the market status and trends of different product types and applications in the global EO and IR Gimbal market. The report data covers historical data from 2020 to 2024, based year in 2025 and forecast data from 2026 to 2032.
The regions and countries in the report include North America, Europe, China, APAC (excl. China), Latin America and Middle East and Africa, covering the EO and IR Gimbal market conditions and future development trends of key regions and countries, combined with industry-related policies and the latest technological developments, analyze the development characteristics of EO and IR Gimbal industries in various regions and countries, help companies understand the development characteristics of each region, help companies formulate business strategies, and achieve the ultimate goal of the company's global development strategy.
The data sources of this report mainly include the National Bureau of Statistics, customs databases, industry associations, corporate financial reports, third-party databases, etc. Among them, macroeconomic data mainly comes from the National Bureau of Statistics, International Economic Research Organization; industry statistical data mainly come from industry associations; company data mainly comes from interviews, public information collection, third-party reliable databases, and price data mainly comes from various markets monitoring database.
Global Key Manufacturers of EO and IR Gimbal Include:
China North Industries Group
Teledyne FLIR
Northrop Grumman
Elbit Systems
L3Harris Wescam
Safran
Leonardo DRS
Collins Aerospace
Controp
Edge Autonomy
Ascent Vision Technologies (AVT)
EO and IR Gimbal Product Segment Include:
2-axis EO/IR Gimbals
3-axis EO/IR Gimbals
Others
EO and IR Gimbal Product Application Include:
Military
Civil
Chapter Scope
Chapter 1: Product Research Range, Product Types and Applications, Market Overview, Market Situation and Trends
Chapter 2: Global EO and IR Gimbal Industry PESTEL Analysis
Chapter 3: Global EO and IR Gimbal Industry Porter’s Five Forces Analysis
Chapter 4: Global EO and IR Gimbal Major Regional Market Size (Revenue, Sales, Price) and Forecast Analysis
Chapter 5: Global EO and IR Gimbal Market Size and Forecast by Type and Application Analysis
Chapter 6: North America EO and IR Gimbal Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 7: Europe EO and IR Gimbal Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 8: China EO and IR Gimbal Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 9: APAC (Excl. China) EO and IR Gimbal Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 10: Latin America EO and IR Gimbal Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 11: Middle East and Africa EO and IR Gimbal Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 12: Global EO and IR Gimbal Competitive Analysis of Key Manufacturers (Sales, Revenue, Market Share, Price, Regional Distribution and Industry Concentration)
Chapter 13: Key Company Profiles (Product Portfolio, Sales, Revenue, Price and Gross Margin)
Chapter 14: Industrial Chain Analysis, Include Raw Material Suppliers, Distributors and Customers
Chapter 15: Research Findings and Conclusion
Chapter 16: Methodology and Data Sources
Table of Contents
170 Pages
- 1 EO and IR Gimbal Market Overview
- 1.1 Product Definition and Statistical Scope
- 1.2 EO and IR Gimbal Product by Type
- 1.2.1 2-axis EO/IR Gimbals
- 1.2.2 3-axis EO/IR Gimbals
- 1.2.3 Others
- 1.3 EO and IR Gimbal Product by Application
- 1.3.1 Military
- 1.3.2 Civil
- 1.4 Global EO and IR Gimbal Market Revenue and Sales Analysis
- 1.4.1 Global EO and IR Gimbal Revenue Market Size Analysis (2020-2032)
- 1.4.2 Global EO and IR Gimbal Sales Market Size Analysis (2020-2032)
- 1.4.3 Global EO and IR Gimbal Market Sales Price Trend Analysis (2020-2032)
- 1.5 EO and IR Gimbal Industry Trends and Innovation
- 1.5.1 EO and IR Gimbal Industry Trends and Innovation
- 1.5.2 EO and IR Gimbal Market Drivers and Challenges
- 2 EO and IR Gimbal Market PESTEL Analysis
- 2.1 Political Factors Analysis
- 2.2 Economic Factors Analysis
- 2.3 Social Factors Analysis
- 2.4 Technological Factors Analysis
- 2.5 Environmental Factors Analysis
- 2.6 Legal Factors Analysis
- 3 EO and IR Gimbal Market Porter's Five Forces Analysis
- 3.1 Competitive Rivalry
- 3.2 Threat of New Entrants
- 3.3 Bargaining Power of Suppliers
- 3.4 Bargaining Power of Buyers
- 3.5 Threat of Substitutes
- 4 Global EO and IR Gimbal Market Analysis by Regions
- 4.1 Global EO and IR Gimbal Overall Market: 2024 VS 2025 VS 2032
- 4.2 Global EO and IR Gimbal Revenue and Forecast Analysis (2020-2032)
- 4.2.1 Global EO and IR Gimbal Revenue and Market Share by Region (2020-2025)
- 4.2.2 Global EO and IR Gimbal Revenue and Market Share Forecast by Region (2026-2032)
- 4.3 Global EO and IR Gimbal Sales and Forecast Analysis (2020-2032)
- 4.3.1 Global EO and IR Gimbal Sales and Market Share by Region (2020-2025)
- 4.3.2 Global EO and IR Gimbal Sales and Market Share Forecast by Region (2026-2032)
- 4.4 Global EO and IR Gimbal Sales Price Trend Analysis (2020-2032)
- 5 Global EO and IR Gimbal Market Size by Type and Application
- 5.1 Global EO and IR Gimbal Market Size by Type
- 5.1.1 Global EO and IR Gimbal Revenue and Forecast Analysis by Type (2020-2032)
- 5.1.2 Global EO and IR Gimbal Sales and Forecast Analysis by Type (2020-2032)
- 5.2 Global EO and IR Gimbal Market Size by Application
- 5.2.1 Global EO and IR Gimbal Revenue and Forecast Analysis by Application (2020-2032)
- 5.2.2 Global EO and IR Gimbal Sales and Forecast Analysis by Application (2020-2032)
- 6 North America
- 6.1 North America EO and IR Gimbal Market Size and Growth Rate Analysis (2020-2032)
- 6.2 North America Key Manufacturers Analysis
- 6.3 North America EO and IR Gimbal Market Size by Type
- 6.3.1 North America EO and IR Gimbal Sales by Type (2020-2032)
- 6.3.2 North America EO and IR Gimbal Revenue by Type (2020-2032)
- 6.4 North America EO and IR Gimbal Market Size by Application
- 6.4.1 North America EO and IR Gimbal Sales by Application (2020-2032)
- 6.4.2 North America EO and IR Gimbal Revenue by Application (2020-2032)
- 6.5 North America EO and IR Gimbal Market Size by Country
- 6.5.1 US
- 6.5.2 Canada
- 7 Europe
- 7.1 Europe EO and IR Gimbal Market Size and Growth Rate Analysis (2020-2032)
- 7.2 Europe Key Manufacturers Analysis
- 7.3 Europe EO and IR Gimbal Market Size by Type
- 7.3.1 Europe EO and IR Gimbal Sales by Type (2020-2032)
- 7.3.2 Europe EO and IR Gimbal Revenue by Type (2020-2032)
- 7.4 Europe EO and IR Gimbal Market Size by Application
- 7.4.1 Europe EO and IR Gimbal Sales by Application (2020-2032)
- 7.4.2 Europe EO and IR Gimbal Revenue by Application (2020-2032)
- 7.5 Europe EO and IR Gimbal Market Size by Country
- 7.5.1 Germany
- 7.5.2 France
- 7.5.3 United Kingdom
- 7.5.4 Italy
- 7.5.5 Spain
- 7.5.6 Benelux
- 8 China
- 8.1 China EO and IR Gimbal Market Size and Growth Rate Analysis (2020-2032)
- 8.2 China Key Manufacturers Analysis
- 8.3 China EO and IR Gimbal Market Size by Type
- 8.3.1 China EO and IR Gimbal Sales by Type (2020-2032)
- 8.3.2 China EO and IR Gimbal Revenue by Type (2020-2032)
- 8.4 China EO and IR Gimbal Market Size by Application
- 8.4.1 China EO and IR Gimbal Sales by Application (2020-2032)
- 8.4.2 China EO and IR Gimbal Revenue by Application (2020-2032)
- 9 APAC (excl. China)
- 9.1 APAC (excl. China) EO and IR Gimbal Market Size and Growth Rate Analysis (2020-2032)
- 9.2 APAC (excl. China) Key Manufacturers Analysis
- 9.3 APAC (excl. China) EO and IR Gimbal Market Size by Type
- 9.3.1 APAC (excl. China) EO and IR Gimbal Sales by Type (2020-2032)
- 9.3.2 APAC (excl. China) EO and IR Gimbal Revenue by Type (2020-2032)
- 9.4 APAC (excl. China) EO and IR Gimbal Market Size by Application
- 9.4.1 APAC (excl. China) EO and IR Gimbal Sales by Application (2020-2032)
- 9.4.2 APAC (excl. China) EO and IR Gimbal Revenue by Application (2020-2032)
- 9.5 APAC (excl. China) EO and IR Gimbal Market Size by Country
- 9.5.1 Japan
- 9.5.2 South Korea
- 9.5.3 India
- 9.5.4 Australia
- 9.5.5 Southeast Asia
- 10 Latin America
- 10.1 Latin America EO and IR Gimbal Market Size and Growth Rate Analysis (2020-2032)
- 10.2 Latin America Key Manufacturers Analysis
- 10.3 Latin America EO and IR Gimbal Market Size by Type
- 10.3.1 Latin America EO and IR Gimbal Sales by Type (2020-2032)
- 10.3.2 Latin America EO and IR Gimbal Revenue by Type (2020-2032)
- 10.4 Latin America EO and IR Gimbal Market Size by Application
- 10.4.1 Latin America EO and IR Gimbal Sales by Application (2020-2032)
- 10.4.2 Latin America EO and IR Gimbal Revenue by Application (2020-2032)
- 10.5 Latin America EO and IR Gimbal Market Size by Country
- 10.6 Latin America EO and IR Gimbal Market Size by Country
- 10.6.1 Mexico
- 10.6.2 Brazil
- 11 Middle East & Africa
- 11.1 Middle East & Africa EO and IR Gimbal Market Size and Growth Rate Analysis (2020-2032)
- 11.2 Middle East & Africa Key Manufacturers Analysis
- 11.3 Middle East & Africa EO and IR Gimbal Market Size by Type
- 11.3.1 Middle East & Africa EO and IR Gimbal Sales by Type (2020-2032)
- 11.3.2 Middle East & Africa EO and IR Gimbal Revenue by Type (2020-2032)
- 11.4 Middle East & Africa EO and IR Gimbal Market Size by Application
- 11.4.1 Middle East & Africa EO and IR Gimbal Sales by Application (2020-2032)
- 11.4.2 Middle East & Africa EO and IR Gimbal Revenue by Application (2020-2032)
- 11.5 Middle East EO and IR Gimbal Market Size by Country
- 11.5.1 Saudi Arabia
- 11.5.2 South Africa
- 12 Competition by Manufacturers
- 12.1 Global EO and IR Gimbal Market Sales, Revenue and Price by Key Manufacturers (2021-2025)
- 12.1.1 Global EO and IR Gimbal Market Sales by Key Manufacturers (2021-2025)
- 12.1.2 Global EO and IR Gimbal Market Revenue by Key Manufacturers (2021-2025)
- 12.1.3 Global EO and IR Gimbal Average Sales Price by Manufacturers (2021-2025)
- 12.2 EO and IR Gimbal Competitive Landscape Analysis and Market Dynamic
- 12.2.1 EO and IR Gimbal Competitive Landscape Analysis
- 12.2.2 Global Key Manufacturers Headquarter Location and Key Area Sales
- 12.2.3 Market Dynamic
- 13 Key Companies Analysis
- 13.1 China North Industries Group
- 13.1.1 China North Industries Group Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.1.2 China North Industries Group EO and IR Gimbal Product Portfolio
- 13.1.3 China North Industries Group EO and IR Gimbal Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.2 Teledyne FLIR
- 13.2.1 Teledyne FLIR Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.2.2 Teledyne FLIR EO and IR Gimbal Product Portfolio
- 13.2.3 Teledyne FLIR EO and IR Gimbal Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.3 Northrop Grumman
- 13.3.1 Northrop Grumman Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.3.2 Northrop Grumman EO and IR Gimbal Product Portfolio
- 13.3.3 Northrop Grumman EO and IR Gimbal Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.4 Elbit Systems
- 13.4.1 Elbit Systems Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.4.2 Elbit Systems EO and IR Gimbal Product Portfolio
- 13.4.3 Elbit Systems EO and IR Gimbal Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.5 L3Harris Wescam
- 13.5.1 L3Harris Wescam Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.5.2 L3Harris Wescam EO and IR Gimbal Product Portfolio
- 13.5.3 L3Harris Wescam EO and IR Gimbal Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.6 Safran
- 13.6.1 Safran Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.6.2 Safran EO and IR Gimbal Product Portfolio
- 13.6.3 Safran EO and IR Gimbal Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.7 Leonardo DRS
- 13.7.1 Leonardo DRS Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.7.2 Leonardo DRS EO and IR Gimbal Product Portfolio
- 13.7.3 Leonardo DRS EO and IR Gimbal Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.8 Collins Aerospace
- 13.8.1 Collins Aerospace Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.8.2 Collins Aerospace EO and IR Gimbal Product Portfolio
- 13.8.3 Collins Aerospace EO and IR Gimbal Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.9 Controp
- 13.9.1 Controp Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.9.2 Controp EO and IR Gimbal Product Portfolio
- 13.9.3 Controp EO and IR Gimbal Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.10 Edge Autonomy
- 13.10.1 Edge Autonomy Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.10.2 Edge Autonomy EO and IR Gimbal Product Portfolio
- 13.10.3 Edge Autonomy EO and IR Gimbal Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.11 Ascent Vision Technologies (AVT)
- 13.11.1 Ascent Vision Technologies (AVT) Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.11.2 Ascent Vision Technologies (AVT) EO and IR Gimbal Product Portfolio
- 13.11.3 Ascent Vision Technologies (AVT) EO and IR Gimbal Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 14 Industry Chain Analysis
- 14.1 EO and IR Gimbal Industry Chain Analysis
- 14.2 EO and IR Gimbal Industry Raw Material and Suppliers Analysis
- 14.2.1 EO and IR Gimbal Key Raw Material Supply Analysis
- 14.2.2 Raw Material Suppliers and Contact Information
- 14.3 EO and IR Gimbal Typical Downstream Customers
- 14.4 EO and IR Gimbal Sales Channel Analysis
- 15 Research Findings and Conclusion
- 16 Methodology and Data Source
- 16.1 Methodology/Research Approach
- 16.2 Research Scope
- 16.3 Benchmarks and Assumptions
- 16.4 Date Source
- 16.4.1 Primary Sources
- 16.4.2 Secondary Sources
- 16.5 Data Cross Validation
- 16.6 Disclaimer
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