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Global K-Nearest Neighbors (KNN) Algorithm Market Outlook, In‑Depth Analysis & Forecast to 2031
Published Date: November 2025
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Report Code: QYRE-Auto-26N16577
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Global K Nearest Neighbors KNN Algorithm Market Research Report 2024
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Global K-Nearest Neighbors (KNN) Algorithm Market Outlook, In‑Depth Analysis & Forecast to 2031

Code: QYRE-Auto-26N16577
Report
November 2025
Pages:127
QYResearch
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DESCRIPTION
TABLE OF CONTENT
TABLES & FIGURES
FEATURED COMPANIES
IBM
Elastic
MathWorks
Arize AI
DataStax
XLSTAT Software

K-Nearest Neighbors (KNN) Algorithm Market

The global K-Nearest Neighbors (KNN) Algorithm market is projected to grow from US$ million in 2024 to US$ million by 2031, at a CAGR of %(2025-2031), driven by critical product segments and diverse end‑use applications.
The k-nearest neighbor (KNN) algorithm is a non-parametric supervised learning classifier that uses proximity to classify or predict groupings of individual data points.
From a downstream perspective, IT accounted for % of 2024 revenue, surging to US$ million by 2031 (CAGR: % from 2025–2031).
K-Nearest Neighbors (KNN) Algorithm leading manufacturers including IBM, Elastic, MathWorks, XLSTAT Software, Arize AI, DataStax, etc., dominate supply; the top five capture approximately % of global revenue, with IBM leading 2024 sales at US$ million.
Regional Outlook:
North America rose from US$ million in 2024 to a forecast US$ million by 2031 (CAGR %).
Asia‑Pacific will expand from US$ million to US$ million (CAGR  %), led by China (US$ million in 2024, % share rising to % by 2031), Japan (CAGR %), South Korea (CAGR %), and Southeast Asia (CAGR %).
Europe is set to grow from US$ million to US$ million (CAGR %), with Germany projected to hit US$ million by 2031 (CAGR %).

Report Includes:

This definitive report equips CEOs, marketing directors, and investors with a 360° view of the global K-Nearest Neighbors (KNN) Algorithm market across value chain. It analyzes historical revenue data (2020–2024) and delivers forecasts through 2031, illuminating demand trends and growth drivers.
By segmenting the market by Type and by Application, the study quantifies market size, growth rates, niche opportunities, and substitution risks, and analyzes downstream customers distribution pattern.
Granular regional insights cover five major markets—North America, Europe, APAC, South America, and MEA—with in‑depth analysis of 20+ countries, detailing dominant products, competitive landscape, and downstream demand trends.
Critical competitive intelligence profiles players—revenue, margins, pricing strategies, and major customers—and dissects the top-player positioning across product lines, applications, and regions to reveal strategic strengths.
A concise Industry‑chain overview maps upstream, middlestream, and downstream distribution dynamics to identify strategic gaps and unmet demand.
Market Segmentation

Scope of K-Nearest Neighbors (KNN) Algorithm Market Report

Report Metric Details
Report Name K-Nearest Neighbors (KNN) Algorithm Market
Segment by Type
  • Cloud-based
  • On-premises
Segment by Application
  • IT
  • Finance
  • Healthcare
Sales by Region
  • North America (United States, Canada)
  • Europe (Germany, France, UK, Italy, Russia) Rest of Europe
  • Nordic Countries
  • Asia-Pacific (China, Japan, South Korea)
  • Southeast Asia (India, Australia)
  • Rest of Asia
  • Latin America (Mexico, Brazil)
  • Rest of Latin America
  • Middle East & Africa (Turkey, Saudi Arabia, UAE, Rest of MEA)
By Company IBM, Elastic, MathWorks, XLSTAT Software, Arize AI, DataStax
Forecast units USD million in value
Report coverage Revenue and volume forecast, company share, competitive landscape, growth factors and trends

Chapter Outline

  • Chapter 1: Defines the K-Nearest Neighbors (KNN) Algorithm study scope, segments the market by Type and by Application, etc, highlights segment size and growth potential.
  • Chapter 2: Offers current market state, projects global revenue and sales to 2031, pinpointing high consumption regions and emerging market catalysts
  • Chapter 3: Dissects the player landscape—ranks by revenue and profitability, details Player performance by product type and evaluates concentration alongside M&A moves.
  • Chapter 4: Unlocks high margin product segments—compares revenue, ASP, and technology differentiators, highlighting growth niches and substitution risks
  • Chapter 5: Targets downstream market opportunities—evaluates market size by Application, identifies emerging use cases, and profiles leading customers by region and by Application.
  • Chapter 6: North America—breaks down market size by Type, by Application and country, profiles key players and assesses growth drivers and barriers.
  • Chapter 7: Europe—analyses regional market by Type, by Application and players, flagging drivers and barriers.
  • Chapter 8: Asia Pacific—quantifies market size by Type, by Application, and region/country, profiles top players, and uncovers high potential expansion areas.
  • Chapter 9: Central & South America—measures market size by Type, by Application, and country, profiles top players, and identifies investment opportunities and challenges.
  • Chapter 10: Middle East and Africa—evaluates market size by Type, by Application, and country, profiles key players, and outlines investment prospects and market hurdles
  • Chapter 11: Profiles players in depth—details product specs, revenue, margins; Top-tier players 2024 sales breakdowns by Product type, by Application, by region SWOT analysis, and recent strategic developments.
  • Chapter 12: Industry chain—analyses upstream, cost drivers, plus downstream channels.
  • Chapter 13: Market dynamics—explores drivers, restraints, regulatory impacts, and risk mitigation strategies.
  • Chapter 14: Actionable conclusions and strategic recommendations.
  • Why This Report:
  • Beyond standard market data, this analysis provides a clear profitability roadmap—empowering you to:
  • Allocate capital strategically to high growth regions (Chapters 6–10) and margin rich segments (Chapter 5).
  • Negotiate from strength with suppliers (Chapter 12) and customers (Chapter 5) using cost and demand intelligence.
  • Outmaneuver competitors with granular insights into their operations, margins, and strategies (Chapters 3 and 11).
  • Capitalize on the projected billion‑dollar opportunity with data‑driven regional and segment tactics (Chapter 12-14).
  • Leverage this 360° intelligence to turn market complexity into actionable competitive advantage.

FAQ for this report

Who are the main players in the K-Nearest Neighbors (KNN) Algorithm Market report?

Ans: The main players in the K-Nearest Neighbors (KNN) Algorithm Market are IBM, Elastic, MathWorks, XLSTAT Software, Arize AI, DataStax

What are the Application segmentation covered in the K-Nearest Neighbors (KNN) Algorithm Market report?

Ans: The Applications covered in the K-Nearest Neighbors (KNN) Algorithm Market report are IT, Finance, Healthcare

What are the Type segmentation covered in the K-Nearest Neighbors (KNN) Algorithm Market report?

Ans: The Types covered in the K-Nearest Neighbors (KNN) Algorithm Market report are Cloud-based, On-premises

1 Study Coverage
1.1 Introduction to K-Nearest Neighbors (KNN) Algorithm: Definition, Properties, and Key Attributes
1.2 Market Segmentation by Type
1.2.1 Global K-Nearest Neighbors (KNN) Algorithm Market Size by Type, 2020 VS 2024 VS 2031
1.2.2 Cloud-based
1.2.3 On-premises
1.3 Market Segmentation by Application
1.3.1 Global K-Nearest Neighbors (KNN) Algorithm Market Size by Application, 2020 VS 2024 VS 2031
1.3.2 IT
1.3.3 Finance
1.3.4 Healthcare
1.4 Assumptions and Limitations
1.5 Study Objectives
1.6 Years Considered
2 Executive Summary
2.1 Global K-Nearest Neighbors (KNN) Algorithm Revenue Estimates and Forecasts 2020-2031
2.2 Global K-Nearest Neighbors (KNN) Algorithm Revenue by Region
2.2.1 Revenue Comparison: 2020 VS 2024 VS 2031
2.2.2 Historical and Forecasted Revenue by Region (2020-2031)
2.2.3 Global Revenue Market Share by Region (2020-2031)
2.2.4 Emerging Market Focus: Growth Drivers & Investment Trends
3 Competition by Players
3.1 Global K-Nearest Neighbors (KNN) Algorithm Player Revenue Rankings and Profitability
3.1.1 Global Revenue (Value) by Players (2020-2025)
3.1.2 Global Key Player Revenue Ranking (2023 vs. 2024)
3.1.3 Revenue-Based Tier Segmentation (Tier 1, Tier 2, and Tier 3)
3.1.4 Gross Margin by Top Player (2020 VS 2024)
3.2 Global K-Nearest Neighbors (KNN) Algorithm Companies Headquarters and Service Footprint
3.3 Main Product Type Market Size by Players
3.3.1 Cloud-based Market Size by Players
3.3.2 On-premises Market Size by Players
3.4 Global K-Nearest Neighbors (KNN) Algorithm Market Concentration and Dynamics
3.4.1 Global Market Concentration (CR5 and HHI)
3.4.2 Entrant/Exit Impact Analysis
3.4.3 Strategic Moves: M&A, Expansion, R&D Investment
4 Global Product Segmentation Analysis
4.1 Global K-Nearest Neighbors (KNN) Algorithm Revenue Trends by Type
4.1.1 Global Historical and Forecasted Revenue by Type (2020-2031)
4.1.2 Global Revenue Market Share by Type (2020-2031)
4.2 Key Product Attributes and Differentiation
4.3 Subtype Dynamics: Growth Leaders, Profitability and Risk
4.3.1 High-Growth Niches and Adoption Drivers
4.3.2 Profitability Hotspots and Cost Drivers
4.3.3 Substitution Threats
5 Global Downstream Application Analysis
5.1 Global K-Nearest Neighbors (KNN) Algorithm Revenue by Application
5.1.1 Global Historical and Forecasted Revenue by Application (2020-2031)
5.1.2 Revenue Market Share by Application (2020-2031)
5.1.3 High-Growth Application Identification
5.1.4 Emerging Application Case Studies
5.2 Downstream Customer Analysis
5.2.1 Top Customers by Region
5.2.2 Top Customers by Application
6 North America
6.1 North America Market Size (2020-2031)
6.2 North America Key Players Revenue in 2024
6.3 North America K-Nearest Neighbors (KNN) Algorithm Market Size by Type (2020-2031)
6.4 North America K-Nearest Neighbors (KNN) Algorithm Market Size by Application (2020-2031)
6.5 North America Growth Accelerators and Market Barriers
6.6 North America K-Nearest Neighbors (KNN) Algorithm Market Size by Country
6.6.1 North America Revenue Trends by Country
6.6.2 US
6.6.3 Canada
6.6.4 Mexico
7 Europe
7.1 Europe Market Size (2020-2031)
7.2 Europe Key Players Revenue in 2024
7.3 Europe K-Nearest Neighbors (KNN) Algorithm Market Size by Type (2020-2031)
7.4 Europe K-Nearest Neighbors (KNN) Algorithm Market Size by Application (2020-2031)
7.5 Europe Growth Accelerators and Market Barriers
7.6 Europe K-Nearest Neighbors (KNN) Algorithm Market Size by Country
7.6.1 Europe Revenue Trends by Country
7.6.2 Germany
7.6.3 France
7.6.4 U.K.
7.6.5 Italy
7.6.6 Russia
8 Asia-Pacific
8.1 Asia-Pacific Market Size (2020-2031)
8.2 Asia-Pacific Key Players Revenue in 2024
8.3 Asia-Pacific K-Nearest Neighbors (KNN) Algorithm Market Size by Type (2020-2031)
8.4 Asia-Pacific K-Nearest Neighbors (KNN) Algorithm Market Size by Application (2020-2031)
8.5 Asia-Pacific Growth Accelerators and Market Barriers
8.6 Asia-Pacific K-Nearest Neighbors (KNN) Algorithm Market Size by Region
8.6.1 Asia-Pacific Revenue Trends by Region
8.7 China
8.8 Japan
8.9 South Korea
8.10 Australia
8.11 India
8.12 Southeast Asia
8.12.1 Indonesia
8.12.2 Vietnam
8.12.3 Malaysia
8.12.4 Philippines
8.12.5 Singapore
9 Central and South America
9.1 Central and South America Market Size (2020-2031)
9.2 Central and South America Key Players Revenue in 2024
9.3 Central and South America K-Nearest Neighbors (KNN) Algorithm Market Size by Type (2020-2031)
9.4 Central and South America K-Nearest Neighbors (KNN) Algorithm Market Size by Application (2020-2031)
9.5 Central and South America Investment Opportunities and Key Challenges
9.6 Central and South America K-Nearest Neighbors (KNN) Algorithm Market Size by Country
9.6.1 Central and South America Revenue Trends by Country (2020 VS 2024 VS 2031)
9.6.2 Brazil
9.6.3 Argentina
10 Middle East and Africa
10.1 Middle East and Africa Market Size (2020-2031)
10.2 Middle East and Africa Key Players Revenue in 2024
10.3 Middle East and Africa K-Nearest Neighbors (KNN) Algorithm Market Size by Type (2020-2031)
10.4 Middle East and Africa K-Nearest Neighbors (KNN) Algorithm Market Size by Application (2020-2031)
10.5 Middle East and Africa Investment Opportunities and Key Challenges
10.6 Middle East and Africa K-Nearest Neighbors (KNN) Algorithm Market Size by Country
10.6.1 Middle East and Africa Revenue Trends by Country (2020 VS 2024 VS 2031)
10.6.2 GCC Countries
10.6.3 Israel
10.6.4 Egypt
10.6.5 South Africa
11 Corporate Profile
11.1 IBM
11.1.1 IBM Corporation Information
11.1.2 IBM Business Overview
11.1.3 IBM K-Nearest Neighbors (KNN) Algorithm Product Features and Attributes
11.1.4 IBM K-Nearest Neighbors (KNN) Algorithm Revenue and Gross Margin (2020-2025)
11.1.5 IBM K-Nearest Neighbors (KNN) Algorithm Revenue by Product in 2024
11.1.6 IBM K-Nearest Neighbors (KNN) Algorithm Revenue by Application in 2024
11.1.7 IBM K-Nearest Neighbors (KNN) Algorithm Revenue by Geographic Area in 2024
11.1.8 IBM K-Nearest Neighbors (KNN) Algorithm SWOT Analysis
11.1.9 IBM Recent Developments
11.2 Elastic
11.2.1 Elastic Corporation Information
11.2.2 Elastic Business Overview
11.2.3 Elastic K-Nearest Neighbors (KNN) Algorithm Product Features and Attributes
11.2.4 Elastic K-Nearest Neighbors (KNN) Algorithm Revenue and Gross Margin (2020-2025)
11.2.5 Elastic K-Nearest Neighbors (KNN) Algorithm Revenue by Product in 2024
11.2.6 Elastic K-Nearest Neighbors (KNN) Algorithm Revenue by Application in 2024
11.2.7 Elastic K-Nearest Neighbors (KNN) Algorithm Revenue by Geographic Area in 2024
11.2.8 Elastic K-Nearest Neighbors (KNN) Algorithm SWOT Analysis
11.2.9 Elastic Recent Developments
11.3 MathWorks
11.3.1 MathWorks Corporation Information
11.3.2 MathWorks Business Overview
11.3.3 MathWorks K-Nearest Neighbors (KNN) Algorithm Product Features and Attributes
11.3.4 MathWorks K-Nearest Neighbors (KNN) Algorithm Revenue and Gross Margin (2020-2025)
11.3.5 MathWorks K-Nearest Neighbors (KNN) Algorithm Revenue by Product in 2024
11.3.6 MathWorks K-Nearest Neighbors (KNN) Algorithm Revenue by Application in 2024
11.3.7 MathWorks K-Nearest Neighbors (KNN) Algorithm Revenue by Geographic Area in 2024
11.3.8 MathWorks K-Nearest Neighbors (KNN) Algorithm SWOT Analysis
11.3.9 MathWorks Recent Developments
11.4 XLSTAT Software
11.4.1 XLSTAT Software Corporation Information
11.4.2 XLSTAT Software Business Overview
11.4.3 XLSTAT Software K-Nearest Neighbors (KNN) Algorithm Product Features and Attributes
11.4.4 XLSTAT Software K-Nearest Neighbors (KNN) Algorithm Revenue and Gross Margin (2020-2025)
11.4.5 XLSTAT Software K-Nearest Neighbors (KNN) Algorithm Revenue by Product in 2024
11.4.6 XLSTAT Software K-Nearest Neighbors (KNN) Algorithm Revenue by Application in 2024
11.4.7 XLSTAT Software K-Nearest Neighbors (KNN) Algorithm Revenue by Geographic Area in 2024
11.4.8 XLSTAT Software K-Nearest Neighbors (KNN) Algorithm SWOT Analysis
11.4.9 XLSTAT Software Recent Developments
11.5 Arize AI
11.5.1 Arize AI Corporation Information
11.5.2 Arize AI Business Overview
11.5.3 Arize AI K-Nearest Neighbors (KNN) Algorithm Product Features and Attributes
11.5.4 Arize AI K-Nearest Neighbors (KNN) Algorithm Revenue and Gross Margin (2020-2025)
11.5.5 Arize AI K-Nearest Neighbors (KNN) Algorithm Revenue by Product in 2024
11.5.6 Arize AI K-Nearest Neighbors (KNN) Algorithm Revenue by Application in 2024
11.5.7 Arize AI K-Nearest Neighbors (KNN) Algorithm Revenue by Geographic Area in 2024
11.5.8 Arize AI K-Nearest Neighbors (KNN) Algorithm SWOT Analysis
11.5.9 Arize AI Recent Developments
11.6 DataStax
11.6.1 DataStax Corporation Information
11.6.2 DataStax Business Overview
11.6.3 DataStax K-Nearest Neighbors (KNN) Algorithm Product Features and Attributes
11.6.4 DataStax K-Nearest Neighbors (KNN) Algorithm Revenue and Gross Margin (2020-2025)
11.6.5 DataStax Recent Developments
12 K-Nearest Neighbors (KNN) AlgorithmIndustry Chain Analysis
12.1 K-Nearest Neighbors (KNN) Algorithm Industry Chain
12.2 Upstream Analysis
12.2.1 Upstream Key Suppliers
12.3 Middlestream Analysis
12.4 Downstream Sales Model and Distribution Networks
12.4.1 Sales Channels
12.4.2 Distributors
13 K-Nearest Neighbors (KNN) Algorithm Market Dynamics
13.1 Industry Trends and Evolution
13.2 Market Growth Drivers and Emerging Opportunities
13.3 Market Challenges, Risks, and Restraints
14 Key Findings in the Global K-Nearest Neighbors (KNN) Algorithm Study
15 Appendix
15.1 Research Methodology
15.1.1 Methodology/Research Approach
15.1.1.1 Research Programs/Design
15.1.1.2 Market Size Estimation
15.1.1.3 Market Breakdown and Data Triangulation
15.1.2 Data Source
15.1.2.1 Secondary Sources
15.1.2.2 Primary Sources
15.2 Author Details
FEATURED COMPANIES
IBM
Elastic
MathWorks
Arize AI
DataStax
XLSTAT Software
List of Tables
 Table 1. Global K-Nearest Neighbors (KNN) Algorithm Market Size Growth Rate by Type, 2020 VS 2024 VS 2031 (US$ Million)
 Table 2. Global K-Nearest Neighbors (KNN) Algorithm Market Size Growth Rate by Application, 2020 VS 2024 VS 2031 (US$ Million)
 Table 3. Global K-Nearest Neighbors (KNN) Algorithm Revenue Grow Rate (CAGR) by Region: 2020 VS 2024 VS 2031 (US$ Million)
 Table 4. Global K-Nearest Neighbors (KNN) Algorithm Revenue by Region (2020-2025) & (US$ Million)
 Table 5. Global K-Nearest Neighbors (KNN) Algorithm Revenue by Region (2026-2031) & (US$ Million)
 Table 6. Emerging Market Revenue Grow Rate (CAGR) by Country (2020 VS 2024 VS 2031) (US$ Million)
 Table 7. Global K-Nearest Neighbors (KNN) Algorithm Revenue by Players (2020-2025) & (US$ Million)
 Table 8. Global K-Nearest Neighbors (KNN) Algorithm Revenue Market Share by Players (2020-2025)
 Table 9. Global Key Players’Ranking Shift (2023 vs. 2024) (Based on Revenue)
 Table 10. Global K-Nearest Neighbors (KNN) Algorithm by Player Tier (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in K-Nearest Neighbors (KNN) Algorithm as of 2024)
 Table 11. Global K-Nearest Neighbors (KNN) Algorithm Average Gross Margin (%) by Player (2020 VS 2024)
 Table 12. Global K-Nearest Neighbors (KNN) Algorithm Companies Headquarters
 Table 13. Global K-Nearest Neighbors (KNN) Algorithm Market Concentration Ratio (CR5 and HHI)
 Table 14. Key Market Entrant/Exit (2020-2024) – Drivers & Impact Analysis
 Table 15. Key Mergers & Acquisitions, Expansion Plans, R&D Investment
 Table 16. Global K-Nearest Neighbors (KNN) Algorithm Revenue by Type (2020-2025) & (US$ Million)
 Table 17. Global K-Nearest Neighbors (KNN) Algorithm Revenue by Type (2026-2031) & (US$ Million)
 Table 18. Key Product Attributes and Differentiation
 Table 19. Global K-Nearest Neighbors (KNN) Algorithm Revenue by Application (2020-2025) & (US$ Million)
 Table 20. Global K-Nearest Neighbors (KNN) Algorithm Revenue by Application (2026-2031) & (US$ Million)
 Table 21. K-Nearest Neighbors (KNN) Algorithm High-Growth Sectors Demand CAGR (2024-2031)
 Table 22. Top Customers by Region
 Table 23. Top Customers by Application
 Table 24. North America K-Nearest Neighbors (KNN) Algorithm Growth Accelerators and Market Barriers
 Table 25. North America K-Nearest Neighbors (KNN) Algorithm Revenue Grow Rate (CAGR) by Country (2020 VS 2024 VS 2031) (US$ Million)
 Table 26. Europe K-Nearest Neighbors (KNN) Algorithm Growth Accelerators and Market Barriers
 Table 27. Europe K-Nearest Neighbors (KNN) Algorithm Revenue Grow Rate (CAGR) by Country: 2020 VS 2024 VS 2031 (US$ Million)
 Table 28. Asia-Pacific K-Nearest Neighbors (KNN) Algorithm Growth Accelerators and Market Barriers
 Table 29. Asia-Pacific K-Nearest Neighbors (KNN) Algorithm Revenue Grow Rate (CAGR) by Region: 2020 VS 2024 VS 2031 (US$ Million)
 Table 30. Central and South America K-Nearest Neighbors (KNN) Algorithm Investment Opportunities and Key Challenges
 Table 31. Central and South America K-Nearest Neighbors (KNN) Algorithm Revenue Grow Rate (CAGR) by Country (2020 VS 2024 VS 2031) (US$ Million)
 Table 32. Middle East and Africa K-Nearest Neighbors (KNN) Algorithm Investment Opportunities and Key Challenges
 Table 33. Middle East and Africa K-Nearest Neighbors (KNN) Algorithm Revenue Grow Rate (CAGR) by Country (2020 VS 2024 VS 2031) (US$ Million)
 Table 34. IBM Corporation Information
 Table 35. IBM Description and Major Businesses
 Table 36. IBM Product Features and Attributes
 Table 37. IBM Revenue (US$ Million) and Gross Margin (2020-2025)
 Table 38. IBM Revenue Proportion by Product in 2024
 Table 39. IBM Revenue Proportion by Application in 2024
 Table 40. IBM Revenue Proportion by Geographic Area in 2024
 Table 41. IBM K-Nearest Neighbors (KNN) Algorithm SWOT Analysis
 Table 42. IBM Recent Developments
 Table 43. Elastic Corporation Information
 Table 44. Elastic Description and Major Businesses
 Table 45. Elastic Product Features and Attributes
 Table 46. Elastic Revenue (US$ Million) and Gross Margin (2020-2025)
 Table 47. Elastic Revenue Proportion by Product in 2024
 Table 48. Elastic Revenue Proportion by Application in 2024
 Table 49. Elastic Revenue Proportion by Geographic Area in 2024
 Table 50. Elastic K-Nearest Neighbors (KNN) Algorithm SWOT Analysis
 Table 51. Elastic Recent Developments
 Table 52. MathWorks Corporation Information
 Table 53. MathWorks Description and Major Businesses
 Table 54. MathWorks Product Features and Attributes
 Table 55. MathWorks Revenue (US$ Million) and Gross Margin (2020-2025)
 Table 56. MathWorks Revenue Proportion by Product in 2024
 Table 57. MathWorks Revenue Proportion by Application in 2024
 Table 58. MathWorks Revenue Proportion by Geographic Area in 2024
 Table 59. MathWorks K-Nearest Neighbors (KNN) Algorithm SWOT Analysis
 Table 60. MathWorks Recent Developments
 Table 61. XLSTAT Software Corporation Information
 Table 62. XLSTAT Software Description and Major Businesses
 Table 63. XLSTAT Software Product Features and Attributes
 Table 64. XLSTAT Software Revenue (US$ Million) and Gross Margin (2020-2025)
 Table 65. XLSTAT Software Revenue Proportion by Product in 2024
 Table 66. XLSTAT Software Revenue Proportion by Application in 2024
 Table 67. XLSTAT Software Revenue Proportion by Geographic Area in 2024
 Table 68. XLSTAT Software K-Nearest Neighbors (KNN) Algorithm SWOT Analysis
 Table 69. XLSTAT Software Recent Developments
 Table 70. Arize AI Corporation Information
 Table 71. Arize AI Description and Major Businesses
 Table 72. Arize AI Product Features and Attributes
 Table 73. Arize AI Revenue (US$ Million) and Gross Margin (2020-2025)
 Table 74. Arize AI Revenue Proportion by Product in 2024
 Table 75. Arize AI Revenue Proportion by Application in 2024
 Table 76. Arize AI Revenue Proportion by Geographic Area in 2024
 Table 77. Arize AI K-Nearest Neighbors (KNN) Algorithm SWOT Analysis
 Table 78. Arize AI Recent Developments
 Table 79. DataStax Corporation Information
 Table 80. DataStax Description and Major Businesses
 Table 81. DataStax Product Features and Attributes
 Table 82. DataStax Revenue (US$ Million) and Gross Margin (2020-2025)
 Table 83. DataStax Recent Developments
 Table 84. Raw Materials Key Suppliers
 Table 85. Distributors List
 Table 86. Market Trends and Market Evolution
 Table 87. Market Drivers and Opportunities
 Table 88. Market Challenges, Risks, and Restraints
 Table 89. Research Programs/Design for This Report
 Table 90. Key Data Information from Secondary Sources
 Table 91. Key Data Information from Primary Sources


List of Figures
 Figure 1. K-Nearest Neighbors (KNN) Algorithm Product Picture
 Figure 2. Global K-Nearest Neighbors (KNN) Algorithm Market Size Growth Rate by Type, 2020 VS 2024 VS 2031 (US$ Million)
 Figure 3. Cloud-based Product Picture
 Figure 4. On-premises Product Picture
 Figure 5. Global K-Nearest Neighbors (KNN) Algorithm Market Size Growth Rate by Application, 2020 VS 2024 VS 2031 (US$ Million)
 Figure 6. IT
 Figure 7. Finance
 Figure 8. Healthcare
 Figure 9. K-Nearest Neighbors (KNN) Algorithm Report Years Considered
 Figure 10. Global K-Nearest Neighbors (KNN) Algorithm Revenue, (US$ Million), 2020 VS 2024 VS 2031
 Figure 11. Global K-Nearest Neighbors (KNN) Algorithm Revenue (2020-2031) & (US$ Million)
 Figure 12. Global K-Nearest Neighbors (KNN) Algorithm Revenue (CAGR) by Region: 2020 VS 2024 VS 2031 (US$ Million)
 Figure 13. Global K-Nearest Neighbors (KNN) Algorithm Revenue Market Share by Region (2020-2031)
 Figure 14. Global K-Nearest Neighbors (KNN) Algorithm Revenue Market Share Ranking (2024)
 Figure 15. Tier Distribution by Revenue Contribution (2020 VS 2024)
 Figure 16. Cloud-based Revenue Market Share by Player in 2024
 Figure 17. On-premises Revenue Market Share by Player in 2024
 Figure 18. Global K-Nearest Neighbors (KNN) Algorithm Revenue Market Share by Type (2020-2031)
 Figure 19. Global K-Nearest Neighbors (KNN) Algorithm Revenue Market Share by Application (2020-2031)
 Figure 20. North America K-Nearest Neighbors (KNN) Algorithm Revenue YoY (2020-2031) & (US$ Million)
 Figure 21. North America Top 5 Players K-Nearest Neighbors (KNN) Algorithm Revenue (US$ Million) in 2024
 Figure 22. North America K-Nearest Neighbors (KNN) Algorithm Revenue (US$ Million) by Type (2020 - 2031)
 Figure 23. North America K-Nearest Neighbors (KNN) Algorithm Revenue (US$ Million) by Application (2020-2031)
 Figure 24. US K-Nearest Neighbors (KNN) Algorithm Revenue (2020-2031) & (US$ Million)
 Figure 25. Canada K-Nearest Neighbors (KNN) Algorithm Revenue (2020-2031) & (US$ Million)
 Figure 26. Mexico K-Nearest Neighbors (KNN) Algorithm Revenue (2020-2031) & (US$ Million)
 Figure 27. Europe K-Nearest Neighbors (KNN) Algorithm Revenue YoY (2020-2031) & (US$ Million)
 Figure 28. Europe Top 5 Players K-Nearest Neighbors (KNN) Algorithm Revenue (US$ Million) in 2024
 Figure 29. Europe K-Nearest Neighbors (KNN) Algorithm Revenue (US$ Million) by Type (2020-2031)
 Figure 30. Europe K-Nearest Neighbors (KNN) Algorithm Revenue (US$ Million) by Application (2020-2031)
 Figure 31. Germany K-Nearest Neighbors (KNN) Algorithm Revenue (2020-2031) & (US$ Million)
 Figure 32. France K-Nearest Neighbors (KNN) Algorithm Revenue (2020-2031) & (US$ Million)
 Figure 33. U.K. K-Nearest Neighbors (KNN) Algorithm Revenue (2020-2031) & (US$ Million)
 Figure 34. Italy K-Nearest Neighbors (KNN) Algorithm Revenue (2020-2031) & (US$ Million)
 Figure 35. Russia K-Nearest Neighbors (KNN) Algorithm Revenue (2020-2031) & (US$ Million)
 Figure 36. Asia-Pacific K-Nearest Neighbors (KNN) Algorithm Revenue YoY (2020-2031) & (US$ Million)
 Figure 37. Asia-Pacific Top 8 Players K-Nearest Neighbors (KNN) Algorithm Revenue (US$ Million) in 2024
 Figure 38. Asia-Pacific K-Nearest Neighbors (KNN) Algorithm Revenue (US$ Million) by Type (2020-2031)
 Figure 39. Asia-Pacific K-Nearest Neighbors (KNN) Algorithm Revenue (US$ Million) by Application (2020-2031)
 Figure 40. Indonesia K-Nearest Neighbors (KNN) Algorithm Revenue (2020-2031) & (US$ Million)
 Figure 41. Japan K-Nearest Neighbors (KNN) Algorithm Revenue (2020-2031) & (US$ Million)
 Figure 42. South Korea K-Nearest Neighbors (KNN) Algorithm Revenue (2020-2031) & (US$ Million)
 Figure 43. Australia K-Nearest Neighbors (KNN) Algorithm Revenue (2020-2031) & (US$ Million)
 Figure 44. India K-Nearest Neighbors (KNN) Algorithm Revenue (2020-2031) & (US$ Million)
 Figure 45. Indonesia K-Nearest Neighbors (KNN) Algorithm Revenue (2020-2031) & (US$ Million)
 Figure 46. Vietnam K-Nearest Neighbors (KNN) Algorithm Revenue (2020-2031) & (US$ Million)
 Figure 47. Malaysia K-Nearest Neighbors (KNN) Algorithm Revenue (2020-2031) & (US$ Million)
 Figure 48. Philippines K-Nearest Neighbors (KNN) Algorithm Revenue (2020-2031) & (US$ Million)
 Figure 49. Singapore K-Nearest Neighbors (KNN) Algorithm Revenue (2020-2031) & (US$ Million)
 Figure 50. Central and South America K-Nearest Neighbors (KNN) Algorithm Revenue YoY (2020-2031) & (US$ Million)
 Figure 51. Central and South America Top 5 Players K-Nearest Neighbors (KNN) Algorithm Revenue (US$ Million) in 2024
 Figure 52. Central and South America K-Nearest Neighbors (KNN) Algorithm Revenue (US$ Million) by Type (2020-2031)
 Figure 53. Central and South America K-Nearest Neighbors (KNN) Algorithm Revenue (US$ Million) by Application (2020-2031)
 Figure 54. Brazil K-Nearest Neighbors (KNN) Algorithm Revenue (2020-2025) & (US$ Million)
 Figure 55. Argentina K-Nearest Neighbors (KNN) Algorithm Revenue (2020-2025) & (US$ Million)
 Figure 56. Middle East and Africa K-Nearest Neighbors (KNN) Algorithm Revenue YoY (2020-2031) & (US$ Million)
 Figure 57. Middle East and Africa Top 5 Players K-Nearest Neighbors (KNN) Algorithm Revenue (US$ Million) in 2024
 Figure 58. South America K-Nearest Neighbors (KNN) Algorithm Revenue (US$ Million) by Type (2020-2031)
 Figure 59. Middle East and Africa K-Nearest Neighbors (KNN) Algorithm Revenue (US$ Million) by Application (2020-2031)
 Figure 60. GCC Countries K-Nearest Neighbors (KNN) Algorithm Revenue (2020-2025) & (US$ Million)
 Figure 61. Israel K-Nearest Neighbors (KNN) Algorithm Revenue (2020-2025) & (US$ Million)
 Figure 62. Egypt K-Nearest Neighbors (KNN) Algorithm Revenue (2020-2025) & (US$ Million)
 Figure 63. South Africa K-Nearest Neighbors (KNN) Algorithm Revenue (2020-2025) & (US$ Million)
 Figure 64. K-Nearest Neighbors (KNN) Algorithm Industry Chain Mapping
 Figure 65. Channels of Distribution (Direct Vs Distribution)
 Figure 66. Bottom-up and Top-down Approaches for This Report
 Figure 67. Data Triangulation
 Figure 68. Key Executives Interviewed
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