Research Summary
Distance measuring optical sensors are specialized devices that utilize optical principles to accurately measure the distance between the sensor and an object or surface. These sensors use various techniques such as time-of-flight, triangulation, or interferometry to determine the distance based on the interaction between emitted light or laser beams and the target object. The sensor measures the time it takes for the light to travel to the object and back, or analyzes the angle of reflection, allowing for precise distance calculations. Distance measuring optical sensors find applications in fields such as robotics, industrial automation, automotive, and consumer electronics for tasks like object detection, position control, and navigation, contributing to enhanced accuracy and efficiency in various technological applications.
According to DIResearch's in-depth investigation and research, the global Distance Measuring Optical Sensors 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 Distance Measuring Optical Sensors include Acuity, Balluff, BANNER, Banner Engineering, Baumer, COGNEX, ELAG, KEYENCE, KEYENCE, Leuze, Micro-Epsilon, MTI Instruments, Panasonic, OPTEX, Omron, Pepperl+Fuchs, SENSOPART, SensoPart, SHARP, SICK, Sunny Optical, Turck 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 Distance Measuring Optical Sensors. 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 Distance Measuring Optical Sensors 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 Distance Measuring Optical Sensors 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 Distance Measuring Optical Sensors 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 Distance Measuring Optical Sensors Include:
Acuity
Balluff
BANNER
Banner Engineering
Baumer
COGNEX
ELAG
KEYENCE
KEYENCE
Leuze
Micro-Epsilon
MTI Instruments
Panasonic
OPTEX
Omron
Pepperl+Fuchs
SENSOPART
SensoPart
SHARP
SICK
Sunny Optical
Turck
Distance Measuring Optical Sensors Product Segment Include:
Laser Distance Measuring Optical Sensors
LED Distance Measuring Optical Sensors
Distance Measuring Optical Sensors Product Application Include:
Industrial Automation
Construction
Logistics
Hazards Measurement
Others
Chapter Scope
Chapter 1: Product Research Range, Product Types and Applications, Market Overview, Market Situation and Trends
Chapter 2: Global Distance Measuring Optical Sensors Industry PESTEL Analysis
Chapter 3: Global Distance Measuring Optical Sensors Industry Porter’s Five Forces Analysis
Chapter 4: Global Distance Measuring Optical Sensors Major Regional Market Size (Revenue, Sales, Price) and Forecast Analysis
Chapter 5: Global Distance Measuring Optical Sensors Market Size and Forecast by Type and Application Analysis
Chapter 6: North America Distance Measuring Optical Sensors Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 7: Europe Distance Measuring Optical Sensors Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 8: China Distance Measuring Optical Sensors Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 9: APAC (Excl. China) Distance Measuring Optical Sensors Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 10: Latin America Distance Measuring Optical Sensors Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 11: Middle East and Africa Distance Measuring Optical Sensors Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 12: Global Distance Measuring Optical Sensors 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
- 1 Distance Measuring Optical Sensors Market Overview
- 1.1 Product Definition and Statistical Scope
- 1.2 Distance Measuring Optical Sensors Product by Type
- 1.2.1 Laser Distance Measuring Optical Sensors
- 1.2.2 LED Distance Measuring Optical Sensors
- 1.3 Distance Measuring Optical Sensors Product by Application
- 1.3.1 Industrial Automation
- 1.3.2 Construction
- 1.3.3 Logistics
- 1.3.4 Hazards Measurement
- 1.3.5 Others
- 1.4 Global Distance Measuring Optical Sensors Market Revenue and Sales Analysis
- 1.4.1 Global Distance Measuring Optical Sensors Revenue Market Size Analysis (2020-2032)
- 1.4.2 Global Distance Measuring Optical Sensors Sales Market Size Analysis (2020-2032)
- 1.4.3 Global Distance Measuring Optical Sensors Market Sales Price Trend Analysis (2020-2032)
- 1.5 Distance Measuring Optical Sensors Industry Trends and Innovation
- 1.5.1 Distance Measuring Optical Sensors Industry Trends and Innovation
- 1.5.2 Distance Measuring Optical Sensors Market Drivers and Challenges
- 2 Distance Measuring Optical Sensors 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 Distance Measuring Optical Sensors 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 Distance Measuring Optical Sensors Market Analysis by Regions
- 4.1 Global Distance Measuring Optical Sensors Overall Market: 2024 VS 2025 VS 2032
- 4.2 Global Distance Measuring Optical Sensors Revenue and Forecast Analysis (2020-2032)
- 4.2.1 Global Distance Measuring Optical Sensors Revenue and Market Share by Region (2020-2025)
- 4.2.2 Global Distance Measuring Optical Sensors Revenue and Market Share Forecast by Region (2026-2032)
- 4.3 Global Distance Measuring Optical Sensors Sales and Forecast Analysis (2020-2032)
- 4.3.1 Global Distance Measuring Optical Sensors Sales and Market Share by Region (2020-2025)
- 4.3.2 Global Distance Measuring Optical Sensors Sales and Market Share Forecast by Region (2026-2032)
- 4.4 Global Distance Measuring Optical Sensors Sales Price Trend Analysis (2020-2032)
- 5 Global Distance Measuring Optical Sensors Market Size by Type and Application
- 5.1 Global Distance Measuring Optical Sensors Market Size by Type
- 5.1.1 Global Distance Measuring Optical Sensors Revenue and Forecast Analysis by Type (2020-2032)
- 5.1.2 Global Distance Measuring Optical Sensors Sales and Forecast Analysis by Type (2020-2032)
- 5.2 Global Distance Measuring Optical Sensors Market Size by Application
- 5.2.1 Global Distance Measuring Optical Sensors Revenue and Forecast Analysis by Application (2020-2032)
- 5.2.2 Global Distance Measuring Optical Sensors Sales and Forecast Analysis by Application (2020-2032)
- 6 North America
- 6.1 North America Distance Measuring Optical Sensors Market Size and Growth Rate Analysis (2020-2032)
- 6.2 North America Key Manufacturers Analysis
- 6.3 North America Distance Measuring Optical Sensors Market Size by Type
- 6.3.1 North America Distance Measuring Optical Sensors Sales by Type (2020-2032)
- 6.3.2 North America Distance Measuring Optical Sensors Revenue by Type (2020-2032)
- 6.4 North America Distance Measuring Optical Sensors Market Size by Application
- 6.4.1 North America Distance Measuring Optical Sensors Sales by Application (2020-2032)
- 6.4.2 North America Distance Measuring Optical Sensors Revenue by Application (2020-2032)
- 6.5 North America Distance Measuring Optical Sensors Market Size by Country
- 6.5.1 US
- 6.5.2 Canada
- 7 Europe
- 7.1 Europe Distance Measuring Optical Sensors Market Size and Growth Rate Analysis (2020-2032)
- 7.2 Europe Key Manufacturers Analysis
- 7.3 Europe Distance Measuring Optical Sensors Market Size by Type
- 7.3.1 Europe Distance Measuring Optical Sensors Sales by Type (2020-2032)
- 7.3.2 Europe Distance Measuring Optical Sensors Revenue by Type (2020-2032)
- 7.4 Europe Distance Measuring Optical Sensors Market Size by Application
- 7.4.1 Europe Distance Measuring Optical Sensors Sales by Application (2020-2032)
- 7.4.2 Europe Distance Measuring Optical Sensors Revenue by Application (2020-2032)
- 7.5 Europe Distance Measuring Optical Sensors 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 Distance Measuring Optical Sensors Market Size and Growth Rate Analysis (2020-2032)
- 8.2 China Key Manufacturers Analysis
- 8.3 China Distance Measuring Optical Sensors Market Size by Type
- 8.3.1 China Distance Measuring Optical Sensors Sales by Type (2020-2032)
- 8.3.2 China Distance Measuring Optical Sensors Revenue by Type (2020-2032)
- 8.4 China Distance Measuring Optical Sensors Market Size by Application
- 8.4.1 China Distance Measuring Optical Sensors Sales by Application (2020-2032)
- 8.4.2 China Distance Measuring Optical Sensors Revenue by Application (2020-2032)
- 9 APAC (excl. China)
- 9.1 APAC (excl. China) Distance Measuring Optical Sensors Market Size and Growth Rate Analysis (2020-2032)
- 9.2 APAC (excl. China) Key Manufacturers Analysis
- 9.3 APAC (excl. China) Distance Measuring Optical Sensors Market Size by Type
- 9.3.1 APAC (excl. China) Distance Measuring Optical Sensors Sales by Type (2020-2032)
- 9.3.2 APAC (excl. China) Distance Measuring Optical Sensors Revenue by Type (2020-2032)
- 9.4 APAC (excl. China) Distance Measuring Optical Sensors Market Size by Application
- 9.4.1 APAC (excl. China) Distance Measuring Optical Sensors Sales by Application (2020-2032)
- 9.4.2 APAC (excl. China) Distance Measuring Optical Sensors Revenue by Application (2020-2032)
- 9.5 APAC (excl. China) Distance Measuring Optical Sensors 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 Distance Measuring Optical Sensors Market Size and Growth Rate Analysis (2020-2032)
- 10.2 Latin America Key Manufacturers Analysis
- 10.3 Latin America Distance Measuring Optical Sensors Market Size by Type
- 10.3.1 Latin America Distance Measuring Optical Sensors Sales by Type (2020-2032)
- 10.3.2 Latin America Distance Measuring Optical Sensors Revenue by Type (2020-2032)
- 10.4 Latin America Distance Measuring Optical Sensors Market Size by Application
- 10.4.1 Latin America Distance Measuring Optical Sensors Sales by Application (2020-2032)
- 10.4.2 Latin America Distance Measuring Optical Sensors Revenue by Application (2020-2032)
- 10.5 Latin America Distance Measuring Optical Sensors Market Size by Country
- 10.6 Latin America Distance Measuring Optical Sensors Market Size by Country
- 10.6.1 Mexico
- 10.6.2 Brazil
- 11 Middle East & Africa
- 11.1 Middle East & Africa Distance Measuring Optical Sensors Market Size and Growth Rate Analysis (2020-2032)
- 11.2 Middle East & Africa Key Manufacturers Analysis
- 11.3 Middle East & Africa Distance Measuring Optical Sensors Market Size by Type
- 11.3.1 Middle East & Africa Distance Measuring Optical Sensors Sales by Type (2020-2032)
- 11.3.2 Middle East & Africa Distance Measuring Optical Sensors Revenue by Type (2020-2032)
- 11.4 Middle East & Africa Distance Measuring Optical Sensors Market Size by Application
- 11.4.1 Middle East & Africa Distance Measuring Optical Sensors Sales by Application (2020-2032)
- 11.4.2 Middle East & Africa Distance Measuring Optical Sensors Revenue by Application (2020-2032)
- 11.5 Middle East Distance Measuring Optical Sensors Market Size by Country
- 11.5.1 Saudi Arabia
- 11.5.2 South Africa
- 12 Competition by Manufacturers
- 12.1 Global Distance Measuring Optical Sensors Market Sales, Revenue and Price by Key Manufacturers (2021-2025)
- 12.1.1 Global Distance Measuring Optical Sensors Market Sales by Key Manufacturers (2021-2025)
- 12.1.2 Global Distance Measuring Optical Sensors Market Revenue by Key Manufacturers (2021-2025)
- 12.1.3 Global Distance Measuring Optical Sensors Average Sales Price by Manufacturers (2021-2025)
- 12.2 Distance Measuring Optical Sensors Competitive Landscape Analysis and Market Dynamic
- 12.2.1 Distance Measuring Optical Sensors 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 Acuity
- 13.1.1 Acuity Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.1.2 Acuity Distance Measuring Optical Sensors Product Portfolio
- 13.1.3 Acuity Distance Measuring Optical Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.2 Balluff
- 13.2.1 Balluff Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.2.2 Balluff Distance Measuring Optical Sensors Product Portfolio
- 13.2.3 Balluff Distance Measuring Optical Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.3 BANNER
- 13.3.1 BANNER Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.3.2 BANNER Distance Measuring Optical Sensors Product Portfolio
- 13.3.3 BANNER Distance Measuring Optical Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.4 Banner Engineering
- 13.4.1 Banner Engineering Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.4.2 Banner Engineering Distance Measuring Optical Sensors Product Portfolio
- 13.4.3 Banner Engineering Distance Measuring Optical Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.5 Baumer
- 13.5.1 Baumer Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.5.2 Baumer Distance Measuring Optical Sensors Product Portfolio
- 13.5.3 Baumer Distance Measuring Optical Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.6 COGNEX
- 13.6.1 COGNEX Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.6.2 COGNEX Distance Measuring Optical Sensors Product Portfolio
- 13.6.3 COGNEX Distance Measuring Optical Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.7 ELAG
- 13.7.1 ELAG Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.7.2 ELAG Distance Measuring Optical Sensors Product Portfolio
- 13.7.3 ELAG Distance Measuring Optical Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.8 KEYENCE
- 13.8.1 KEYENCE Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.8.2 KEYENCE Distance Measuring Optical Sensors Product Portfolio
- 13.8.3 KEYENCE Distance Measuring Optical Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.9 KEYENCE
- 13.9.1 KEYENCE Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.9.2 KEYENCE Distance Measuring Optical Sensors Product Portfolio
- 13.9.3 KEYENCE Distance Measuring Optical Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.10 Leuze
- 13.10.1 Leuze Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.10.2 Leuze Distance Measuring Optical Sensors Product Portfolio
- 13.10.3 Leuze Distance Measuring Optical Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.11 Micro-Epsilon
- 13.11.1 Micro-Epsilon Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.11.2 Micro-Epsilon Distance Measuring Optical Sensors Product Portfolio
- 13.11.3 Micro-Epsilon Distance Measuring Optical Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.12 MTI Instruments
- 13.12.1 MTI Instruments Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.12.2 MTI Instruments Distance Measuring Optical Sensors Product Portfolio
- 13.12.3 MTI Instruments Distance Measuring Optical Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.13 Panasonic
- 13.13.1 Panasonic Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.13.2 Panasonic Distance Measuring Optical Sensors Product Portfolio
- 13.13.3 Panasonic Distance Measuring Optical Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.14 OPTEX
- 13.14.1 OPTEX Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.14.2 OPTEX Distance Measuring Optical Sensors Product Portfolio
- 13.14.3 OPTEX Distance Measuring Optical Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.15 Omron
- 13.15.1 Omron Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.15.2 Omron Distance Measuring Optical Sensors Product Portfolio
- 13.15.3 Omron Distance Measuring Optical Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.16 Pepperl+Fuchs
- 13.16.1 Pepperl+Fuchs Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.16.2 Pepperl+Fuchs Distance Measuring Optical Sensors Product Portfolio
- 13.16.3 Pepperl+Fuchs Distance Measuring Optical Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.17 SENSOPART
- 13.17.1 SENSOPART Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.17.2 SENSOPART Distance Measuring Optical Sensors Product Portfolio
- 13.17.3 SENSOPART Distance Measuring Optical Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.18 SensoPart
- 13.18.1 SensoPart Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.18.2 SensoPart Distance Measuring Optical Sensors Product Portfolio
- 13.18.3 SensoPart Distance Measuring Optical Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.19 SHARP
- 13.19.1 SHARP Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.19.2 SHARP Distance Measuring Optical Sensors Product Portfolio
- 13.19.3 SHARP Distance Measuring Optical Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.20 SICK
- 13.20.1 SICK Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.20.2 SICK Distance Measuring Optical Sensors Product Portfolio
- 13.20.3 SICK Distance Measuring Optical Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.21 Sunny Optical
- 13.21.1 Sunny Optical Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.21.2 Sunny Optical Distance Measuring Optical Sensors Product Portfolio
- 13.21.3 Sunny Optical Distance Measuring Optical Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.22 Turck
- 13.22.1 Turck Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.22.2 Turck Distance Measuring Optical Sensors Product Portfolio
- 13.22.3 Turck Distance Measuring Optical Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 14 Industry Chain Analysis
- 14.1 Distance Measuring Optical Sensors Industry Chain Analysis
- 14.2 Distance Measuring Optical Sensors Industry Raw Material and Suppliers Analysis
- 14.2.1 Distance Measuring Optical Sensors Key Raw Material Supply Analysis
- 14.2.2 Raw Material Suppliers and Contact Information
- 14.3 Distance Measuring Optical Sensors Typical Downstream Customers
- 14.4 Distance Measuring Optical Sensors 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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