Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Competitive Landscape Professional Research Report 2024

Report Format: PDF   |   Report ID: 5689126   |   Published Date: August 2024   |   Pages:  170+  

Research Summary
Salicylic acid and alpha hydroxy acids (AHAs), such as glycolic acid and lactic acid, are commonly used in cosmetics for their exfoliating and skin-renewing properties. Salicylic acid, a beta hydroxy acid (BHA), penetrates deep into the pores to dissolve excess sebum and unclog pores, making it effective for treating acne and preventing breakouts. AHAs, on the other hand, work by gently exfoliating the surface of the skin, promoting cell turnover, and improving skin texture and tone. They can help reduce the appearance of fine lines, wrinkles, and hyperpigmentation, resulting in smoother, more radiant skin. Together, salicylic acid and AHAs are often found in various skincare products, such as cleansers, toners, serums, and peels, offering a comprehensive approach to addressing common skincare concerns and promoting healthier-looking skin. However, it's essential to use these ingredients as directed and to incorporate them gradually into a skincare routine to minimize the risk of irritation or sensitivity.
According to DIResearch's in-depth investigation and research, the global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic market size will reach US$ XX Million in 2024, and is expected to reach US$ XX 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 US$ XX Million, accounting for approximately XX% of the world. It is expected to reach US$ XX Million in 2030, and the global share will reach XX%.
The major global manufacturers of Salicylic Acid And Alpha Hydroxy Acid For Cosmetic include Seqens, Shandong Xinhua Pharmaceutical, Hebei Jingye Medical Technology, JQC (Huayin) Pharmaceutical, The Andhra Sugars Limited., Zhenjiang Gaopeng Pharmaceutical, Nanjing Chinafirst Chemical 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 Salicylic Acid And Alpha Hydroxy Acid For Cosmetic. 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 Salicylic Acid And Alpha Hydroxy Acid For Cosmetic market. The report data covers historical data from 2018 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 Salicylic Acid And Alpha Hydroxy Acid For Cosmetic 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 Salicylic Acid And Alpha Hydroxy Acid For Cosmetic 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 Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Include:
Seqens
Shandong Xinhua Pharmaceutical
Hebei Jingye Medical Technology
JQC (Huayin) Pharmaceutical
The Andhra Sugars Limited.
Zhenjiang Gaopeng Pharmaceutical
Nanjing Chinafirst Chemical
Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Product Segment Include:
Glycolic Acid
Lactic Acid
Citric Acid
Others
Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Product Application Include:
Facial Cleanser
Facial Mask
Essence
Facial Toner
Face Cream
Body Lotion
Hair Care
Others
Chapter Scope
Chapter 1: Product Research Range, Product Types and Applications, Market Overview, Market Situation and Trends
Chapter 2: Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Capacity and Production Analysis
Chapter 3: Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Industry PESTEL Analysis
Chapter 4: Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Industry Porter's Five Forces Analysis
Chapter 5: Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Major Regional Market Size (Revenue, Sales, Price) and Forecast Analysis
Chapter 6: Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Size and Forecast by Type and Application Analysis
Chapter 7: North America Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 8: Europe Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 9: China Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 10: APAC (Excl. China) Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 11: Latin America Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 12: Middle East and Africa Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 13: Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Competitive Analysis of Key Manufacturers (Sales, Revenue, Market Share, Price, Regional Distribution and Industry Concentration)
Chapter 14: Key Company Profiles (Product Portfolio, Sales, Revenue, Price and Gross Margin)
Chapter 15: Industrial Chain Analysis, Include Raw Material Suppliers, Distributors and Customers
Chapter 16: Research Findings and Conclusion
Chapter 17: Methodology and Data Sources
Table of Contents

1 Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Overview

1.1 Product Definition and Statistical Scope

1.2 Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Product by Type

1.2.1 Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Size by Type, 2023 VS 2024 VS 2030

1.2.2 Glycolic Acid

1.2.3 Lactic Acid

1.2.4 Citric Acid

1.2.5 Others

1.3 Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Product by Application

1.3.1 Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Size by Application, 2023 VS 2024 VS 2030

1.3.2 Facial Cleanser

1.3.3 Facial Mask

1.3.4 Essence

1.3.5 Facial Toner

1.3.6 Face Cream

1.3.7 Body Lotion

1.3.8 Hair Care

1.3.9 Others

1.4 Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Revenue and Sales Analysis

1.4.1 Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Size Analysis (2019-2030)

1.4.2 Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Sales Analysis (2019-2030)

1.4.3 Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Sales Price Trend Analysis (2019-2030)

1.5 Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Development Status and Trends

1.5.1 Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Industry Development Status Analysis

1.5.2 Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Industry Development Trends Analysis

2 Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Capacity and Production Analysis

2.1 Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Production Capacity (2019-2030)

2.2 Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Production by Region: 2023 VS 2024 VS 2030

2.3 Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Production by Region

2.3.1 Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Historic Production by Region (2019-2024)

2.3.2 Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Forecasted Production by Region (2025-2030)

2.3.3 Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Production Market Share by Region (2019-2030)

3 Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market PESTEL Analysis

3.1 Political Factors Analysis

3.2 Economic Factors Analysis

3.3 Social Factors Analysis

3.4 Technological Factors Analysis

3.5 Environmental Factors Analysis

3.6 Legal Factors Analysis

4 Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Porter's Five Forces Analysis

4.1 Competitive Rivalry

4.2 Threat of New Entrants

4.3 Bargaining Power of Suppliers

4.4 Bargaining Power of Buyers

4.5 Threat of Substitutes

5 Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Analysis by Regions

5.1 Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Overall Market: 2023 VS 2024 VS 2030

5.2 Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Revenue and Forecast Analysis (2019-2030)

5.2.1 Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Revenue and Market Share by Region (2019-2024)

5.2.2 Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Revenue Forecast by Region (2025-2030)

5.3 Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Sales and Forecast Analysis (2019-2030)

5.3.1 Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Sales and Market Share by Region (2019-2024)

5.3.2 Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Sales Forecast by Region (2025-2030)

5.4 Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Sales Price Trend Analysis (2019-2030)

6 Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Size by Type and Application

6.1 Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Size by Type

6.1.1 Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Revenue and Forecast Analysis by Type (2019-2030)

6.1.2 Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Sales and Forecast Analysis by Type (2019-2030)

6.2 Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Size by Application

6.2.1 Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Revenue and Forecast Analysis by Application (2019-2030)

6.2.2 Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Sales and Forecast Analysis by Application (2019-2030)

7 North America

7.1 North America Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Size and Growth Rate Analysis (2019-2030)

7.2 North America Key Manufacturers Analysis

7.3 North America Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Size by Type

7.3.1 North America Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Sales by Type (2019-2030)

7.3.2 North America Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Revenue by Type (2019-2030)

7.4 North America Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Size by Application

7.4.1 North America Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Sales by Application (2019-2030)

7.4.2 North America Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Revenue by Application (2019-2030)

7.5 North America Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Size by Country

7.5.1 US

7.5.2 Canada

8 Europe

8.1 Europe Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Size and Growth Rate Analysis (2019-2030)

8.2 Europe Key Manufacturers Analysis

8.3 Europe Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Size by Type

8.3.1 Europe Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Sales by Type (2019-2030)

8.3.2 Europe Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Revenue by Type (2019-2030)

8.4 Europe Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Size by Application

8.4.1 Europe Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Sales by Application (2019-2030)

8.4.2 ? Europe Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Revenue by Application (2019-2030)

8.5 Europe Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Size by Country

8.5.1 Germany

8.5.2 France

8.5.3 United Kingdom

8.5.4 Italy

8.5.5 Spain

8.5.6 Benelux

9 China

9.1 China Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Size and Growth Rate Analysis (2019-2030)

9.2 China Key Manufacturers Analysis

9.3 China Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Size by Type

9.3.1 China Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Sales by Type (2019-2030)

9.3.2 China Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Revenue by Type (2019-2030)

9.4 China Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Size by Application

9.4.1 China Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Sales by Application (2019-2030)

9.4.2 China Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Revenue by Application (2019-2030)

10 APAC (excl. China)

10.1 APAC (excl. China) Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Size and Growth Rate Analysis (2019-2030)

10.2 APAC (excl. China) Key Manufacturers Analysis

10.3 APAC (excl. China) Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Size by Type

10.3.1 APAC (excl. China) Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Sales by Type (2019-2030)

10.3.2 APAC (excl. China) Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Revenue by Type (2019-2030)

10.4 APAC (excl. China) Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Size by Application

10.4.1 APAC (excl. China) Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Sales by Application (2019-2030)

10.4.2 APAC (excl. China) Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Revenue by Application (2019-2030)

10.5 APAC (excl. China) Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Size by Country

10.5.1 Japan

10.5.2 South Korea

10.5.3 India

10.5.4 Australia

10.5.5 Indonesia

10.5.6 Vietnam

10.5.7 Malaysia

10.5.8 Thailand

11 Latin America

11.1 Latin America Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Size and Growth Rate Analysis (2019-2030)

11.2 Latin America Key Manufacturers Analysis

11.3 Latin America Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Size by Type

11.3.1 Latin America Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Sales by Type (2019-2030)

11.3.2 Latin America Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Revenue by Type (2019-2030)

11.4 Latin America Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Size by Application

11.4.1 Latin America Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Sales by Application (2019-2030)

11.4.2 Latin America Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Revenue by Application (2019-2030)

11.5 Latin America Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Size by Country

11.5.1 Mexico

11.5.2 Brazil

12 Middle East & Africa

12.1 Middle East & Africa Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Size and Growth Rate Analysis (2019-2030)

12.2 Middle East & Africa Key Manufacturers Analysis

12.3 Middle East & Africa Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Size by Type

12.3.1 Middle East & Africa Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Sales by Type (2019-2030)

12.3.2 Middle East & Africa Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Revenue by Type (2019-2030)

12.4 Middle East & Africa Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Size by Application

12.4.1 Middle East & Africa Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Sales by Application (2019-2030)

12.4.2 Middle East & Africa Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Revenue by Application (2019-2030)

12.5 Middle East & Africa Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Size by Country

12.5.1 Saudi Arabia

12.5.2 South Africa

13 Competition by Manufacturers

13.1 Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Sales, Revenue and Price by Key Manufacturers (2020-2024)

13.1.1 Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Sales by Key Manufacturers (2020-2024)

13.1.2 Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Revenue by Key Manufacturers (2020-2024)

13.1.3 Global Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Average Sales Price by Manufacturers (2020-2024)

13.2 Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Competitive Landscape Analysis and Market Dynamic

13.2.1 Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Competitive Landscape Analysis

13.2.2 Global Key Manufacturers Headquarter Location and Key Area Sales

13.2.3 Market Dynamic

14 Key Companies Analysis

14.1 Seqens

14.1.1 Seqens Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.1.2 Seqens Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Product Portfolio

14.1.3 Seqens Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.2 Shandong Xinhua Pharmaceutical

14.2.1 Shandong Xinhua Pharmaceutical Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.2.2 Shandong Xinhua Pharmaceutical Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Product Portfolio

14.2.3 Shandong Xinhua Pharmaceutical Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.3 Hebei Jingye Medical Technology

14.3.1 Hebei Jingye Medical Technology Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.3.2 Hebei Jingye Medical Technology Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Product Portfolio

14.3.3 Hebei Jingye Medical Technology Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.4 JQC (Huayin) Pharmaceutical

14.4.1 JQC (Huayin) Pharmaceutical Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.4.2 JQC (Huayin) Pharmaceutical Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Product Portfolio

14.4.3 JQC (Huayin) Pharmaceutical Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.5 The Andhra Sugars Limited.

14.5.1 The Andhra Sugars Limited. Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.5.2 The Andhra Sugars Limited. Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Product Portfolio

14.5.3 The Andhra Sugars Limited. Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.6 Zhenjiang Gaopeng Pharmaceutical

14.6.1 Zhenjiang Gaopeng Pharmaceutical Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.6.2 Zhenjiang Gaopeng Pharmaceutical Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Product Portfolio

14.6.3 Zhenjiang Gaopeng Pharmaceutical Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.7 Nanjing Chinafirst Chemical

14.7.1 Nanjing Chinafirst Chemical Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.7.2 Nanjing Chinafirst Chemical Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Product Portfolio

14.7.3 Nanjing Chinafirst Chemical Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

15 Industry Chain Analysis

15.1 Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Industry Chain Analysis

15.2 Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Industry Upstream Supply Analysis

15.2.1 Upstream Key Raw Material Supply Analysis

15.2.2 Raw Material Suppliers and Contact Information

15.3 Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Typical Downstream Customers

15.4 Salicylic Acid And Alpha Hydroxy Acid For Cosmetic Sales Channel Analysis

16 Research Findings and Conclusion

17 Methodology and Data Source

17.1 Methodology/Research Approach

17.2 Research Scope

17.3 Benchmarks and Assumptions

17.4 Date Source

17.4.1 Primary Sources

17.4.2 Secondary Sources

17.5 Data Cross Validation

17.6 Disclaimer


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