Global Touch Screen Human Machine Interface (HMI) Competitive Landscape Professional Research Report 2024

Report Format: PDF   |   Report ID: 5676761   |   Published Date: July 2024   |   Pages:  170+  

Research Summary
A Touch Screen Human Machine Interface (HMI) is a user interface technology that allows individuals to interact with machines, devices, or systems through touch-sensitive screens. These interfaces typically employ capacitive or resistive touch technology to detect and respond to touch input from users' fingers or styluses. Touch Screen HMIs have become ubiquitous in various applications, including consumer electronics, industrial control systems, and automation. They offer an intuitive and user-friendly means of controlling and monitoring machinery or processes by presenting graphical elements on the screen that users can interact with directly. Touch gestures such as tapping, swiping, and pinching are commonly supported, enhancing the user experience and simplifying the operation of complex systems. Touch Screen HMIs contribute to increased efficiency, ease of use, and improved functionality in a wide range of devices and industries.
According to DIResearch's in-depth investigation and research, the global Touch Screen Human Machine Interface (HMI) market size will reach US$ Million in 2024, and is expected to reach US$ Million in 2030, with a CAGR of % (2025-2030). Among them, the China market has changed rapidly in the past few years. The market size in 2024 will be US$ Million, accounting for approximately % of the world. It is expected to reach US$ Million in 2030, and the global share will reach %.
The major global manufacturers of Touch Screen Human Machine Interface (HMI) include Siemens, Advantech, Mitsubishi Electric Corporation, Pro-Face, ABB, Emerson Electric Co., Schneider, WEINVIEW, Omron Corporation, Delta, MCGS, KEYENCE, Beijer Electronics, Kinco Automation, Touchwo, Fuji Electric, Panasonic, LS Electric, Red Lion Controls 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 Touch Screen Human Machine Interface (HMI). 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 Touch Screen Human Machine Interface (HMI) 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 Touch Screen Human Machine Interface (HMI) 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 Touch Screen Human Machine Interface (HMI) 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 Touch Screen Human Machine Interface (HMI) Include:
Siemens
Advantech
Mitsubishi Electric Corporation
Pro-Face
ABB
Emerson Electric Co.
Schneider
WEINVIEW
Omron Corporation
Delta
MCGS
KEYENCE
Beijer Electronics
Kinco Automation
Touchwo
Fuji Electric
Panasonic
LS Electric
Red Lion Controls
Touch Screen Human Machine Interface (HMI) Product Segment Include:
Resistive
Capacitive
Surface Acoustic Wave
Others
Touch Screen Human Machine Interface (HMI) Product Application Include:
Industrial
Commercial
Others
Chapter Scope
Chapter 1: Product Research Range, Product Types and Applications, Market Overview, Market Situation and Trends
Chapter 2: Global Touch Screen Human Machine Interface (HMI) Industry PESTEL Analysis
Chapter 3: Global Touch Screen Human Machine Interface (HMI) Industry Porter's Five Forces Analysis
Chapter 4: Global Touch Screen Human Machine Interface (HMI) Major Regional Market Size (Revenue, Sales, Price) and Forecast Analysis
Chapter 5: Global Touch Screen Human Machine Interface (HMI) Market Size and Forecast by Type and Application Analysis
Chapter 6: North America Touch Screen Human Machine Interface (HMI) Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 7: Europe Touch Screen Human Machine Interface (HMI) Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 8: China Touch Screen Human Machine Interface (HMI) Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 9: APAC (Excl. China) Touch Screen Human Machine Interface (HMI) Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 10: Latin America Touch Screen Human Machine Interface (HMI) Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 11: Middle East and Africa Touch Screen Human Machine Interface (HMI) Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 12: Global Touch Screen Human Machine Interface (HMI) 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

1 Touch Screen Human Machine Interface (HMI) Market Overview

1.1 Product Definition and Statistical Scope

1.2 Touch Screen Human Machine Interface (HMI) Product by Type

1.2.1 Global Touch Screen Human Machine Interface (HMI) Market Size by Type, 2023 VS 2024 VS 2030

1.2.2 Resistive

1.2.3 Capacitive

1.2.4 Surface Acoustic Wave

1.2.5 Others

1.3 Touch Screen Human Machine Interface (HMI) Product by Application

1.3.1 Global Touch Screen Human Machine Interface (HMI) Market Size by Application, 2023 VS 2024 VS 2030

1.3.2 Industrial

1.3.3 Commercial

1.3.4 Others

1.4 Global Touch Screen Human Machine Interface (HMI) Market Revenue and Sales Analysis

1.4.1 Global Touch Screen Human Machine Interface (HMI) Market Size Analysis (2019-2030)

1.4.2 Global Touch Screen Human Machine Interface (HMI) Market Sales Analysis (2019-2030)

1.4.3 Global Touch Screen Human Machine Interface (HMI) Market Sales Price Trend Analysis (2019-2030)

1.5 Touch Screen Human Machine Interface (HMI) Market Development Status and Trends

1.5.1 Touch Screen Human Machine Interface (HMI) Industry Development Status Analysis

1.5.2 Touch Screen Human Machine Interface (HMI) Industry Development Trends Analysis

2 Touch Screen Human Machine Interface (HMI) 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 Touch Screen Human Machine Interface (HMI) 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 Touch Screen Human Machine Interface (HMI) Market Analysis by Regions

4.1 Touch Screen Human Machine Interface (HMI) Overall Market: 2023 VS 2024 VS 2030

4.2 Global Touch Screen Human Machine Interface (HMI) Revenue and Forecast Analysis (2019-2030)

4.2.1 Global Touch Screen Human Machine Interface (HMI) Revenue and Market Share by Region (2019-2024)

4.2.2 Global Touch Screen Human Machine Interface (HMI) Revenue Forecast by Region (2025-2030)

4.3 Global Touch Screen Human Machine Interface (HMI) Sales and Forecast Analysis (2019-2030)

4.3.1 Global Touch Screen Human Machine Interface (HMI) Sales and Market Share by Region (2019-2024)

4.3.2 Global Touch Screen Human Machine Interface (HMI) Sales Forecast by Region (2025-2030)

4.4 Global Touch Screen Human Machine Interface (HMI) Sales Price Trend Analysis (2019-2030)

5 Global Touch Screen Human Machine Interface (HMI) Market Size by Type and Application

5.1 Global Touch Screen Human Machine Interface (HMI) Market Size by Type

5.1.1 Global Touch Screen Human Machine Interface (HMI) Revenue and Forecast Analysis by Type (2019-2030)

5.1.2 Global Touch Screen Human Machine Interface (HMI) Sales and Forecast Analysis by Type (2019-2030)

5.2 Global Touch Screen Human Machine Interface (HMI) Market Size by Application

5.2.1 Global Touch Screen Human Machine Interface (HMI) Revenue and Forecast Analysis by Application (2019-2030)

5.2.2 Global Touch Screen Human Machine Interface (HMI) Sales and Forecast Analysis by Application (2019-2030)

6 North America

6.1 North America Touch Screen Human Machine Interface (HMI) Market Size and Growth Rate Analysis (2019-2030)

6.2 North America Key Manufacturers Analysis

6.3 North America Touch Screen Human Machine Interface (HMI) Market Size by Type

6.3.1 North America Touch Screen Human Machine Interface (HMI) Sales by Type (2019-2030)

6.3.2 North America Touch Screen Human Machine Interface (HMI) Revenue by Type (2019-2030)

6.4 North America Touch Screen Human Machine Interface (HMI) Market Size by Application

6.4.1 North America Touch Screen Human Machine Interface (HMI) Sales by Application (2019-2030)

6.4.2 North America Touch Screen Human Machine Interface (HMI) Revenue by Application (2019-2030)

6.5 North America Touch Screen Human Machine Interface (HMI) Market Size by Country

6.5.1 US

6.5.2 Canada

7 Europe

7.1 Europe Touch Screen Human Machine Interface (HMI) Market Size and Growth Rate Analysis (2019-2030)

7.2 Europe Key Manufacturers Analysis

7.3 Europe Touch Screen Human Machine Interface (HMI) Market Size by Type

7.3.1 Europe Touch Screen Human Machine Interface (HMI) Sales by Type (2019-2030)

7.3.2 Europe Touch Screen Human Machine Interface (HMI) Revenue by Type (2019-2030)

7.4 Europe Touch Screen Human Machine Interface (HMI) Market Size by Application

7.4.1 Europe Touch Screen Human Machine Interface (HMI) Sales by Application (2019-2030)

7.4.2 ? Europe Touch Screen Human Machine Interface (HMI) Revenue by Application (2019-2030)

7.5 Europe Touch Screen Human Machine Interface (HMI) 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 Touch Screen Human Machine Interface (HMI) Market Size and Growth Rate Analysis (2019-2030)

8.2 China Key Manufacturers Analysis

8.3 China Touch Screen Human Machine Interface (HMI) Market Size by Type

8.3.1 China Touch Screen Human Machine Interface (HMI) Sales by Type (2019-2030)

8.3.2 China Touch Screen Human Machine Interface (HMI) Revenue by Type (2019-2030)

8.4 China Touch Screen Human Machine Interface (HMI) Market Size by Application

8.4.1 China Touch Screen Human Machine Interface (HMI) Sales by Application (2019-2030)

8.4.2 China Touch Screen Human Machine Interface (HMI) Revenue by Application (2019-2030)

9 APAC (excl. China)

9.1 APAC (excl. China) Touch Screen Human Machine Interface (HMI) Market Size and Growth Rate Analysis (2019-2030)

9.2 APAC (excl. China) Key Manufacturers Analysis

9.3 APAC (excl. China) Touch Screen Human Machine Interface (HMI) Market Size by Type

9.3.1 APAC (excl. China) Touch Screen Human Machine Interface (HMI) Sales by Type (2019-2030)

9.3.2 APAC (excl. China) Touch Screen Human Machine Interface (HMI) Revenue by Type (2019-2030)

9.4 APAC (excl. China) Touch Screen Human Machine Interface (HMI) Market Size by Application

9.4.1 APAC (excl. China) Touch Screen Human Machine Interface (HMI) Sales by Application (2019-2030)

9.4.2 APAC (excl. China) Touch Screen Human Machine Interface (HMI) Revenue by Application (2019-2030)

9.5 APAC (excl. China) Touch Screen Human Machine Interface (HMI) 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 Touch Screen Human Machine Interface (HMI) Market Size and Growth Rate Analysis (2019-2030)

10.2 Latin America Key Manufacturers Analysis

10.3 Latin America Touch Screen Human Machine Interface (HMI) Market Size by Type

10.3.1 Latin America Touch Screen Human Machine Interface (HMI) Sales by Type (2019-2030)

10.3.2 Latin America Touch Screen Human Machine Interface (HMI) Revenue by Type (2019-2030)

10.4 Latin America Touch Screen Human Machine Interface (HMI) Market Size by Application

10.4.1 Latin America Touch Screen Human Machine Interface (HMI) Sales by Application (2019-2030)

10.4.2 Latin America Touch Screen Human Machine Interface (HMI) Revenue by Application (2019-2030)

10.5 Latin America Touch Screen Human Machine Interface (HMI) Market Size by Country

10.5.1 Mexico

10.5.2 Brazil

11 Middle East & Africa

11.1 Middle East & Africa Touch Screen Human Machine Interface (HMI) Market Size and Growth Rate Analysis (2019-2030)

11.2 Middle East & Africa Key Manufacturers Analysis

11.3 Middle East & Africa Touch Screen Human Machine Interface (HMI) Market Size by Type

11.3.1 Middle East & Africa Touch Screen Human Machine Interface (HMI) Sales by Type (2019-2030)

11.3.2 Middle East & Africa Touch Screen Human Machine Interface (HMI) Revenue by Type (2019-2030)

11.4 Middle East & Africa Touch Screen Human Machine Interface (HMI) Market Size by Application

11.4.1 Middle East & Africa Touch Screen Human Machine Interface (HMI) Sales by Application (2019-2030)

11.4.2 Middle East & Africa Touch Screen Human Machine Interface (HMI) Revenue by Application (2019-2030)

11.5 Middle East & Africa Touch Screen Human Machine Interface (HMI) Market Size by Country

11.5.1 Saudi Arabia

11.5.2 South Africa

12 Competition by Manufacturers

12.1 Global Touch Screen Human Machine Interface (HMI) Market Sales, Revenue and Price by Key Manufacturers (2020-2024)

12.1.1 Global Touch Screen Human Machine Interface (HMI) Market Sales by Key Manufacturers (2020-2024)

12.1.2 Global Touch Screen Human Machine Interface (HMI) Market Revenue by Key Manufacturers (2020-2024)

12.1.3 Global Touch Screen Human Machine Interface (HMI) Average Sales Price by Manufacturers (2020-2024)

12.2 Touch Screen Human Machine Interface (HMI) Competitive Landscape Analysis and Market Dynamic

12.2.1 Touch Screen Human Machine Interface (HMI) 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 Siemens

13.1.1 Siemens Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.1.2 Siemens Touch Screen Human Machine Interface (HMI) Product Portfolio

13.1.3 Siemens Touch Screen Human Machine Interface (HMI) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.2 Advantech

13.2.1 Advantech Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.2.2 Advantech Touch Screen Human Machine Interface (HMI) Product Portfolio

13.2.3 Advantech Touch Screen Human Machine Interface (HMI) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.3 Mitsubishi Electric Corporation

13.3.1 Mitsubishi Electric Corporation Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.3.2 Mitsubishi Electric Corporation Touch Screen Human Machine Interface (HMI) Product Portfolio

13.3.3 Mitsubishi Electric Corporation Touch Screen Human Machine Interface (HMI) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.4 Pro-Face

13.4.1 Pro-Face Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.4.2 Pro-Face Touch Screen Human Machine Interface (HMI) Product Portfolio

13.4.3 Pro-Face Touch Screen Human Machine Interface (HMI) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.5 ABB

13.5.1 ABB Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.5.2 ABB Touch Screen Human Machine Interface (HMI) Product Portfolio

13.5.3 ABB Touch Screen Human Machine Interface (HMI) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.6 Emerson Electric Co.

13.6.1 Emerson Electric Co. Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.6.2 Emerson Electric Co. Touch Screen Human Machine Interface (HMI) Product Portfolio

13.6.3 Emerson Electric Co. Touch Screen Human Machine Interface (HMI) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.7 Schneider

13.7.1 Schneider Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.7.2 Schneider Touch Screen Human Machine Interface (HMI) Product Portfolio

13.7.3 Schneider Touch Screen Human Machine Interface (HMI) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.8 WEINVIEW

13.8.1 WEINVIEW Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.8.2 WEINVIEW Touch Screen Human Machine Interface (HMI) Product Portfolio

13.8.3 WEINVIEW Touch Screen Human Machine Interface (HMI) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.9 Omron Corporation

13.9.1 Omron Corporation Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.9.2 Omron Corporation Touch Screen Human Machine Interface (HMI) Product Portfolio

13.9.3 Omron Corporation Touch Screen Human Machine Interface (HMI) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.10 Delta

13.10.1 Delta Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.10.2 Delta Touch Screen Human Machine Interface (HMI) Product Portfolio

13.10.3 Delta Touch Screen Human Machine Interface (HMI) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.11 MCGS

13.11.1 MCGS Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.11.2 MCGS Touch Screen Human Machine Interface (HMI) Product Portfolio

13.11.3 MCGS Touch Screen Human Machine Interface (HMI) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.12 KEYENCE

13.12.1 KEYENCE Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.12.2 KEYENCE Touch Screen Human Machine Interface (HMI) Product Portfolio

13.12.3 KEYENCE Touch Screen Human Machine Interface (HMI) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.13 Beijer Electronics

13.13.1 Beijer Electronics Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.13.2 Beijer Electronics Touch Screen Human Machine Interface (HMI) Product Portfolio

13.13.3 Beijer Electronics Touch Screen Human Machine Interface (HMI) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.14 Kinco Automation

13.14.1 Kinco Automation Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.14.2 Kinco Automation Touch Screen Human Machine Interface (HMI) Product Portfolio

13.14.3 Kinco Automation Touch Screen Human Machine Interface (HMI) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.15 Touchwo

13.15.1 Touchwo Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.15.2 Touchwo Touch Screen Human Machine Interface (HMI) Product Portfolio

13.15.3 Touchwo Touch Screen Human Machine Interface (HMI) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.16 Fuji Electric

13.16.1 Fuji Electric Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.16.2 Fuji Electric Touch Screen Human Machine Interface (HMI) Product Portfolio

13.16.3 Fuji Electric Touch Screen Human Machine Interface (HMI) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.17 Panasonic

13.17.1 Panasonic Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.17.2 Panasonic Touch Screen Human Machine Interface (HMI) Product Portfolio

13.17.3 Panasonic Touch Screen Human Machine Interface (HMI) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.18 LS Electric

13.18.1 LS Electric Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.18.2 LS Electric Touch Screen Human Machine Interface (HMI) Product Portfolio

13.18.3 LS Electric Touch Screen Human Machine Interface (HMI) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.19 Red Lion Controls

13.19.1 Red Lion Controls Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.19.2 Red Lion Controls Touch Screen Human Machine Interface (HMI) Product Portfolio

13.19.3 Red Lion Controls Touch Screen Human Machine Interface (HMI) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14 Industry Chain Analysis

14.1 Touch Screen Human Machine Interface (HMI) Industry Chain Analysis

14.2 Touch Screen Human Machine Interface (HMI) Industry Upstream Supply Analysis

14.2.1 Upstream Key Raw Material Supply Analysis

14.2.2 Raw Material Suppliers and Contact Information

14.3 Touch Screen Human Machine Interface (HMI) Typical Downstream Customers

14.4 Touch Screen Human Machine Interface (HMI) 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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