Global Metal Heat Exchangers Competitive Landscape Professional Research Report 2024

Global Metal Heat Exchangers Competitive Landscape Professional Research Report 2024



Research Summary

Metal heat exchangers are devices designed to efficiently transfer heat between two fluid streams while keeping them physically separated. They are widely used in various industries and applications where the transfer of thermal energy between fluids is required. Metal heat exchangers typically consist of a series of metal tubes or plates that provide a large surface area for heat transfer. The hot fluid flows through one set of tubes or plates, while the cold fluid flows through another, allowing heat to be exchanged without mixing the two fluids. The thermal conductivity of metals, such as copper, aluminum, or stainless steel, enables efficient heat transfer between the fluids. Metal heat exchangers come in different configurations, including shell and tube, plate and frame, and finned tube designs, each with its own advantages and suitability for specific applications. They are utilized in heating, ventilation, and air conditioning (HVAC) systems, power plants, chemical processing plants, refrigeration systems, and many other thermal management processes. The use of metal materials ensures durability, resistance to high temperatures and pressures, and compatibility with a wide range of fluids, making metal heat exchangers a reliable and effective solution for heat transfer in industrial and commercial applications.

According to DIResearch's in-depth investigation and research, the global Metal Heat Exchangers market size will reach XX US$ Million in 2024, and is expected to reach XX US$ Million in 2030, with a CAGR of XX% (2025-2030). Among them, the China market has changed rapidly in the past few years. The market size in 2024 will be XX US$ Million, accounting for approximately XX% of the world. It is expected to reach XX US$ Million in 2030, and the global share will reach XX%.

The major global manufacturers of Metal Heat Exchangers include Alfa Laval, Kelvion (GEA), SPX Corporation, IHI, Danfoss (Sondex), SPX-Flow, DOOSAN, API, KNM, Funke, Xylem, Thermowave, Hisaka, SWEP, LARSEN & TOUBRO, Accessen, THT, Hitachi Zosen, LANPEC, Siping ViEX, Beichen, Lanzhou LS, Defon, FL-HTEP, Ormandy etc. The global players competition landscape in this report is divided into three tiers. The first tiers is the global leading enterprise, which occupies a major market share, is in a leading position in the industry, has strong competitiveness and influence, and has a large revenue scale; the second tiers has a certain share and popularity in the market, actively follows the industry leaders in product, service or technological innovation, and has a medium revenue scale; the third tiers has a smaller share in the market, has a lower brand awareness, mainly focuses on the local market, and has a relatively small revenue scale.

This report studies the market size, price trends and future development prospects of Metal Heat Exchangers. Focus on analysing the market share, product portfolio, prices, sales volume, 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 Metal Heat Exchangers market. The report data covers historical data from 2019 to 2023, based year in 2024 and forecast data from 2025 to 2030.

The regions and countries in the report include North America, Europe, China, APAC (excl. China), Latin America and Middle East and Africa, covering the Metal Heat Exchangers 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 Metal Heat Exchangers 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 Metal Heat Exchangers Include:

Alfa Laval

Kelvion (GEA)

SPX Corporation

IHI

Danfoss (Sondex)

SPX-Flow

DOOSAN

API

KNM

Funke

Xylem

Thermowave

Hisaka

SWEP

LARSEN & TOUBRO

Accessen

THT

Hitachi Zosen

LANPEC

Siping ViEX

Beichen

Lanzhou LS

Defon

FL-HTEP

Ormandy

Metal Heat Exchangers Product Segment Include:

Shell & Tube Heat Exchanger

Plate Heat Exchanger

Air Cooled Heat Exchanger

Others

Metal Heat Exchangers Product Application Include:

Petrochemical

Electric Power & Metallurgy

Shipbuilding Industry

Mechanical Industry

Central Heating

Food Industry

Others

Chapter Scope

Chapter 1: Product Research Range, Product Types and Applications, Market Overview, Market Situation and Trends

Chapter 2: Global Metal Heat Exchangers Industry PESTEL Analysis

Chapter 3: Global Metal Heat Exchangers Industry Porter’s Five Forces Analysis

Chapter 4: Global Metal Heat Exchangers Major Regional Market Size (Revenue, Sales, Price) and Forecast Analysis

Chapter 5: Global Metal Heat Exchangers Market Size and Forecast by Type and Application Analysis

Chapter 6: North America Metal Heat Exchangers Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 7: Europe Metal Heat Exchangers Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 8: China Metal Heat Exchangers Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 9: APAC (Excl. China) Metal Heat Exchangers Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 10: Latin America Metal Heat Exchangers Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 11: Middle East and Africa Metal Heat Exchangers Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 12: Global Metal Heat Exchangers 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 Metal Heat Exchangers Market Overview
1.1 Product Definition and Statistical Scope
1.2 Metal Heat Exchangers Product by Type
1.2.1 Global Metal Heat Exchangers Market Size by Type, 2023 VS 2024 VS 2030
1.2.2 Shell & Tube Heat Exchanger
1.2.3 Plate Heat Exchanger
1.2.4 Air Cooled Heat Exchanger
1.2.5 Others
1.3 Metal Heat Exchangers Product by Application
1.3.1 Global Metal Heat Exchangers Market Size by Application, 2023 VS 2024 VS 2030
1.3.2 Petrochemical
1.3.3 Electric Power & Metallurgy
1.3.4 Shipbuilding Industry
1.3.5 Mechanical Industry
1.3.6 Central Heating
1.3.7 Food Industry
1.3.8 Others
1.4 Global Metal Heat Exchangers Market Revenue and Sales Analysis
1.4.1 Global Metal Heat Exchangers Market Size Analysis (2019-2030)
1.4.2 Global Metal Heat Exchangers Market Sales Analysis (2019-2030)
1.4.3 Global Metal Heat Exchangers Market Sales Price Trend Analysis (2019-2030)
1.5 Metal Heat Exchangers Market Development Status and Trends
1.5.1 Metal Heat Exchangers Industry Development Status Analysis
1.5.2 Metal Heat Exchangers Industry Development Trends Analysis
2 Metal Heat Exchangers 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 Metal Heat Exchangers 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 Metal Heat Exchangers Market Analysis by Regions
4.1 Metal Heat Exchangers Overall Market: 2023 VS 2024 VS 2030
4.2 Global Metal Heat Exchangers Revenue and Forecast Analysis (2019-2030)
4.2.1 Global Metal Heat Exchangers Revenue and Market Share by Region (2019-2024)
4.2.2 Global Metal Heat Exchangers Revenue Forecast by Region (2025-2030)
4.3 Global Metal Heat Exchangers Sales and Forecast Analysis (2019-2030)
4.3.1 Global Metal Heat Exchangers Sales and Market Share by Region (2019-2024)
4.3.2 Global Metal Heat Exchangers Sales Forecast by Region (2025-2030)
4.4 Global Metal Heat Exchangers Sales Price Trend Analysis (2019-2030)
5 Global Metal Heat Exchangers Market Size by Type and Application
5.1 Global Metal Heat Exchangers Market Size by Type
5.1.1 Global Metal Heat Exchangers Revenue and Forecast Analysis by Type (2019-2030)
5.1.2 Global Metal Heat Exchangers Sales and Forecast Analysis by Type (2019-2030)
5.2 Global Metal Heat Exchangers Market Size by Application
5.2.1 Global Metal Heat Exchangers Revenue and Forecast Analysis by Application (2019-2030)
5.2.2 Global Metal Heat Exchangers Sales and Forecast Analysis by Application (2019-2030)
6 North America
6.1 North America Metal Heat Exchangers Market Size and Growth Rate Analysis (2019-2030)
6.2 North America Key Manufacturers Analysis
6.3 North America Metal Heat Exchangers Market Size by Type
6.3.1 North America Metal Heat Exchangers Sales by Type (2019-2030)
6.3.2 North America Metal Heat Exchangers Revenue by Type (2019-2030)
6.4 North America Metal Heat Exchangers Market Size by Application
6.4.1 North America Metal Heat Exchangers Sales by Application (2019-2030)
6.4.2 North America Metal Heat Exchangers Revenue by Application (2019-2030)
6.5 North America Metal Heat Exchangers Market Size by Country
6.5.1 US
6.5.2 Canada
7 Europe
7.1 Europe Metal Heat Exchangers Market Size and Growth Rate Analysis (2019-2030)
7.2 Europe Key Manufacturers Analysis
7.3 Europe Metal Heat Exchangers Market Size by Type
7.3.1 Europe Metal Heat Exchangers Sales by Type (2019-2030)
7.3.2 Europe Metal Heat Exchangers Revenue by Type (2019-2030)
7.4 Europe Metal Heat Exchangers Market Size by Application
7.4.1 Europe Metal Heat Exchangers Sales by Application (2019-2030)
7.4.2  Europe Metal Heat Exchangers Revenue by Application (2019-2030)
7.5 Europe Metal Heat Exchangers 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 Metal Heat Exchangers Market Size and Growth Rate Analysis (2019-2030)
8.2 China Key Manufacturers Analysis
8.3 China Metal Heat Exchangers Market Size by Type
8.3.1 China Metal Heat Exchangers Sales by Type (2019-2030)
8.3.2 China Metal Heat Exchangers Revenue by Type (2019-2030)
8.4 China Metal Heat Exchangers Market Size by Application
8.4.1 China Metal Heat Exchangers Sales by Application (2019-2030)
8.4.2 China Metal Heat Exchangers Revenue by Application (2019-2030)
9 APAC (excl. China)
9.1 APAC (excl. China) Metal Heat Exchangers Market Size and Growth Rate Analysis (2019-2030)
9.2 APAC (excl. China) Key Manufacturers Analysis
9.3 APAC (excl. China) Metal Heat Exchangers Market Size by Type
9.3.1 APAC (excl. China) Metal Heat Exchangers Sales by Type (2019-2030)
9.3.2 APAC (excl. China) Metal Heat Exchangers Revenue by Type (2019-2030)
9.4 APAC (excl. China) Metal Heat Exchangers Market Size by Application
9.4.1 APAC (excl. China) Metal Heat Exchangers Sales by Application (2019-2030)
9.4.2 APAC (excl. China) Metal Heat Exchangers Revenue by Application (2019-2030)
9.5 APAC (excl. China) Metal Heat Exchangers Market Size by Country
9.5.1 Japan
9.5.2 South Korea
9.5.3 India
9.5.4 Australia
9.5.5 Indonesia
9.5.6 Vietnam
9.5.7 Malaysia
9.5.8 Thailand
10 Latin America
10.1 Latin America Metal Heat Exchangers Market Size and Growth Rate Analysis (2019-2030)
10.2 Latin America Key Manufacturers Analysis
10.3 Latin America Metal Heat Exchangers Market Size by Type
10.3.1 Latin America Metal Heat Exchangers Sales by Type (2019-2030)
10.3.2 Latin America Metal Heat Exchangers Revenue by Type (2019-2030)
10.4 Latin America Metal Heat Exchangers Market Size by Application
10.4.1 Latin America Metal Heat Exchangers Sales by Application (2019-2030)
10.4.2 Latin America Metal Heat Exchangers Revenue by Application (2019-2030)
10.5 Latin America Metal Heat Exchangers Market Size by Country
10.5.1 Mexico
10.5.2 Brazil
11 Middle East & Africa
11.1 Middle East & Africa Metal Heat Exchangers Market Size and Growth Rate Analysis (2019-2030)
11.2 Middle East & Africa Key Manufacturers Analysis
11.3 Middle East & Africa Metal Heat Exchangers Market Size by Type
11.3.1 Middle East & Africa Metal Heat Exchangers Sales by Type (2019-2030)
11.3.2 Middle East & Africa Metal Heat Exchangers Revenue by Type (2019-2030)
11.4 Middle East & Africa Metal Heat Exchangers Market Size by Application
11.4.1 Middle East & Africa Metal Heat Exchangers Sales by Application (2019-2030)
11.4.2 Middle East & Africa Metal Heat Exchangers Revenue by Application (2019-2030)
11.5 Middle East & Africa Metal Heat Exchangers Market Size by Country
11.5.1 Saudi Arabia
11.5.2 South Africa
12 Competition by Manufacturers
12.1 Global Metal Heat Exchangers Market Sales, Revenue and Price by Key Manufacturers (2020-2024)
12.1.1 Global Metal Heat Exchangers Market Sales by Key Manufacturers (2020-2024)
12.1.2 Global Metal Heat Exchangers Market Revenue by Key Manufacturers (2020-2024)
12.1.3 Global Metal Heat Exchangers Average Sales Price by Manufacturers (2020-2024)
12.2 Metal Heat Exchangers Competitive Landscape Analysis and Market Dynamic
12.2.1 Metal Heat Exchangers 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 Alfa Laval
13.1.1 Alfa Laval Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.1.2 Alfa Laval Metal Heat Exchangers Product Portfolio
13.1.3 Alfa Laval Metal Heat Exchangers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.2 Kelvion (GEA)
13.2.1 Kelvion (GEA) Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.2.2 Kelvion (GEA) Metal Heat Exchangers Product Portfolio
13.2.3 Kelvion (GEA) Metal Heat Exchangers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.3 SPX Corporation
13.3.1 SPX Corporation Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.3.2 SPX Corporation Metal Heat Exchangers Product Portfolio
13.3.3 SPX Corporation Metal Heat Exchangers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.4 IHI
13.4.1 IHI Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.4.2 IHI Metal Heat Exchangers Product Portfolio
13.4.3 IHI Metal Heat Exchangers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.5 Danfoss (Sondex)
13.5.1 Danfoss (Sondex) Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.5.2 Danfoss (Sondex) Metal Heat Exchangers Product Portfolio
13.5.3 Danfoss (Sondex) Metal Heat Exchangers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.6 SPX-Flow
13.6.1 SPX-Flow Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.6.2 SPX-Flow Metal Heat Exchangers Product Portfolio
13.6.3 SPX-Flow Metal Heat Exchangers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.7 DOOSAN
13.7.1 DOOSAN Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.7.2 DOOSAN Metal Heat Exchangers Product Portfolio
13.7.3 DOOSAN Metal Heat Exchangers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.8 API
13.8.1 API Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.8.2 API Metal Heat Exchangers Product Portfolio
13.8.3 API Metal Heat Exchangers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.9 KNM
13.9.1 KNM Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.9.2 KNM Metal Heat Exchangers Product Portfolio
13.9.3 KNM Metal Heat Exchangers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.10 Funke
13.10.1 Funke Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.10.2 Funke Metal Heat Exchangers Product Portfolio
13.10.3 Funke Metal Heat Exchangers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.11 Xylem
13.11.1 Xylem Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.11.2 Xylem Metal Heat Exchangers Product Portfolio
13.11.3 Xylem Metal Heat Exchangers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.12 Thermowave
13.12.1 Thermowave Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.12.2 Thermowave Metal Heat Exchangers Product Portfolio
13.12.3 Thermowave Metal Heat Exchangers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.13 Hisaka
13.13.1 Hisaka Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.13.2 Hisaka Metal Heat Exchangers Product Portfolio
13.13.3 Hisaka Metal Heat Exchangers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.14 SWEP
13.14.1 SWEP Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.14.2 SWEP Metal Heat Exchangers Product Portfolio
13.14.3 SWEP Metal Heat Exchangers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.15 LARSEN & TOUBRO
13.15.1 LARSEN & TOUBRO Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.15.2 LARSEN & TOUBRO Metal Heat Exchangers Product Portfolio
13.15.3 LARSEN & TOUBRO Metal Heat Exchangers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.16 Accessen
13.16.1 Accessen Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.16.2 Accessen Metal Heat Exchangers Product Portfolio
13.16.3 Accessen Metal Heat Exchangers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.17 THT
13.17.1 THT Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.17.2 THT Metal Heat Exchangers Product Portfolio
13.17.3 THT Metal Heat Exchangers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.18 Hitachi Zosen
13.18.1 Hitachi Zosen Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.18.2 Hitachi Zosen Metal Heat Exchangers Product Portfolio
13.18.3 Hitachi Zosen Metal Heat Exchangers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.19 LANPEC
13.19.1 LANPEC Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.19.2 LANPEC Metal Heat Exchangers Product Portfolio
13.19.3 LANPEC Metal Heat Exchangers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.20 Siping ViEX
13.20.1 Siping ViEX Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.20.2 Siping ViEX Metal Heat Exchangers Product Portfolio
13.20.3 Siping ViEX Metal Heat Exchangers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.21 Beichen
13.21.1 Beichen Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.21.2 Beichen Metal Heat Exchangers Product Portfolio
13.21.3 Beichen Metal Heat Exchangers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.22 Lanzhou LS
13.22.1 Lanzhou LS Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.22.2 Lanzhou LS Metal Heat Exchangers Product Portfolio
13.22.3 Lanzhou LS Metal Heat Exchangers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.23 Defon
13.23.1 Defon Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.23.2 Defon Metal Heat Exchangers Product Portfolio
13.23.3 Defon Metal Heat Exchangers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.24 FL-HTEP
13.24.1 FL-HTEP Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.24.2 FL-HTEP Metal Heat Exchangers Product Portfolio
13.24.3 FL-HTEP Metal Heat Exchangers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.25 Ormandy
13.25.1 Ormandy Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.25.2 Ormandy Metal Heat Exchangers Product Portfolio
13.25.3 Ormandy Metal Heat Exchangers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14 Industry Chain Analysis
14.1 Metal Heat Exchangers Industry Chain Analysis
14.2 Metal Heat Exchangers Industry Upstream Supply Analysis
14.2.1 Upstream Key Raw Material Supply Analysis
14.2.2 Raw Material Suppliers and Contact Information
14.3 Metal Heat Exchangers Typical Downstream Customers
14.4 Metal Heat Exchangers 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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