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사이버 보안의 AI, 디지털 트윈, 휴먼 머신 신뢰/위협 탐지(2021-2026년)

AI, Digital Twins, and Human and Machine Trust/Threat Detection in Cybersecurity 2021 - 2026

리서치사 Mind Commerce
발행일 2021년 11월 상품 코드 1035558
페이지 정보 영문 631 Pages
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사이버 보안의 AI, 디지털 트윈, 휴먼 머신 신뢰/위협 탐지(2021-2026년) AI, Digital Twins, and Human and Machine Trust/Threat Detection in Cybersecurity 2021 - 2026
발행일 : 2021년 11월 페이지 정보 : 영문 631 Pages

본 상품은 영문 자료로 한글과 영문목차에 불일치하는 내용이 있을 경우 영문을 우선합니다. 정확한 검토를 위해 영문목차를 참고해주시기 바랍니다.

네트워크 서비스 프로바이더 레벨에서는 5G 및 기타 네트워크의 진보에 의해 네트워크의 복잡성이 증가하고, 잠재적 취약성 영역이 더욱 더 증가하는 것을 통신사업자가 인식하고 있으므로 사이버 보안 시장이 성황을 보이고 있습니다.

이에 따라 통신사업자는 사이버 보안에 관한 공통의 우려 사항에 대처하기 위해 단독으로 활동할 뿐만 아니라 단결해 활동하고 있습니다. 예를 들어 AT&T는 작년에 Etisalat, Singtel, SoftBank, Telefónica를 설립 멤버로서 발족한 Global Telco Security Alliance에 북미의 통신사업자로서 처음으로 참가했습니다.

사이버 보안의 AI, 디지털 트윈, 휴먼 머신 신뢰/위협 탐지에 대해 조사했으며, 현재 및 향후 사이버 보안 기술에 관련된 리스크와 운영상 문제, 보안 기술과 솔루션의 검증, 북미, 유럽, 아시아태평양, 중동·아프리카, 라틴아메리카 등의 지역별 영향 분석, 주요 기업의 개요 등의 정보를 정리하여 전해드립니다.

목차

부문별 사이버 보안 시장(소비자, 기업, 산업, 정부), 사용 사례, 솔루션 유형(하드웨어, 소프트웨어 및 데이터) 및 업계의 업종(2021-2026)

제1장 개요

제2장 개관

  • 사이버 보안의 현황
  • 사이버 보안 인시던트 리뷰
  • 사이버 위협 패턴
  • 사이버 범죄의 부상
  • 사이버 보안 상황
  • 보다 많은 위협을 부르는 BYOD
  • 랜섬웨어의 증가 동향
  • 사이버 전쟁과 사이버 테러
  • 다크넷과 사이버 보안
  • IoT 도메인의 사이버 보안
  • 산업용 사이버 보안과 산업용 IoT
  • 사이버 보안의 빅데이터와 기계학습
  • 사이버 보안의 블록체인
  • 사이버 보안 규제 프레임워크

제3장 사이버 보안 기술과 시장 영향 분석

  • 사이버 보안 기술과 솔루션
  • 기업 사이버 보안 인프라
  • 사이버 보안 투자 동향
  • 지역별 사이버 보안에 대한 영향
  • 업계별 사이버 위협
  • 데이터 누설의 경제적 영향
  • 사이버 보안 서비스 모델
  • 사이버 보안이 고용 시장에 미치는 영향

제4장 기업과 솔루션 분석

  • SecureWorks Inc.
  • RSA Security LLC
  • Cisco Systems Inc.
  • FireEye inc
  • Hewlett Packard Enterprise
  • IBM Corporation
  • McAfee
  • Kaspersky Lab
  • Lockheed Martin
  • Rapid7, Inc.
  • Sophos Ltd.
  • Symantec Corporation
  • DXC Technology
  • Trend Micro, Inc.
  • Schneider Electric
  • Verizon Communications Inc.
  • Northrop Grumman Corporation
  • Palo Alto Networks Inc.
  • Check Point Software Technologies Ltd.
  • Fortinet Inc.
  • BAE Systems Inc.
  • Barracuda Networks Inc.
  • BlackMesh Inc.
  • Booz Allen Hamilton Inc.
  • Cassidian Cybersecurity
  • Centrify Corporation
  • LogRhythm Inc.
  • Pradeo Security Systems
  • Thales Group
  • Juniper Networks
  • Accenture PLC
  • Fortscale Security Ltd.
  • PricewaterhouseCoopers(PwC)
  • Bayshore Networks
  • Bomgar
  • root9B
  • Akamai
  • Amazon(Amazon Web Services)
  • AT&T
  • Axway Software
  • BlackBerry(Cylance)
  • BT
  • Carbon Black
  • Clearwater Compliance
  • Cloudflare
  • CrowdStrike
  • CyberArk
  • Darktrace
  • Dell EMC
  • DFLabs
  • Digital Defense
  • DotOrigin
  • EY
  • F5 Networks
  • Forcepoint
  • ForeScout
  • HelpSystems
  • Herjavec Group
  • Idaptive
  • Imperva
  • KnowBe4
  • KPMG
  • Microsoft
  • Mimecast
  • Okta
  • OneLogin
  • Proofpoint
  • Radware
  • Raytheon
  • Sera-Brynn
  • Splunk
  • Tanium
  • Thycotic
  • Vasco Data Security

제5장 세계의 사이버 보안 시장 분석과 예측

  • 카테고리별 : 세계의 사이버 보안 시장(2021-2026)
    • 컴퓨터 보안 시장
    • 네트워크 보안 시장
    • 데이터 보안 시장
  • 솔루션 유형별
    • 서비스별
    • 소프트웨어 솔루션별
  • 업계별
  • 지역별

제6장 주요 부문별 : 사이버 보안 시장(2021-2026)

  • 소비자
  • 기업
  • 산업
  • 정부

제7장 세계의 IoT 사이버 보안 시장(2021-2026)

  • 세계의 IoT 사이버 보안 시장(2021-2026)
    • 소프트웨어 솔루션별

제8장 세계의 클라우드 컴퓨팅 사이버 보안 시장(2021-2026)

  • 세계의 클라우드 컴퓨팅 사이버 보안 시장(2021-2026)
    • 소프트웨어 솔루션별

제9장 사이버 보안 시장에서 세계의 AI(2021-2026)

  • 데이터, ID, 메타데이터, 워크로드, IoT의 AI 사이버 보안(2021-2026)

제10장 결론·제안

제11장 부록 : 휴먼 머신 신뢰/위협 탐지와 데미지 경감

도표

정보통신기술의 AI(2021-2026) : 통신, 애플리케이션, 컨텐츠 및 커머스의 AI와 인지컴퓨팅

제1장 개요

제2장 서론

  • AI의 개요
  • 기계학습
  • 딥러닝
  • 인지컴퓨팅
  • 애플리케이션의 AI 알고리즘
  • AI 확장의 제한과 과제
  • 정보통신기술 산업의 AI

제3장 국가·기업별 : AI 지적재산 리더십

  • 세계의 AI 특허
  • 주요 국가별 AI 특허
  • 세계의 기계학습 특허
  • 주요 국가별 기계학습 특허
  • 대기업별 기계학습 특허
  • 세계의 딥러닝 특허
  • 주요 국가별 딥러닝 특허
  • 세계의 인지컴퓨팅 특허
  • 주요 국가별 인지컴퓨팅 특허
  • AI와 인지컴퓨팅 혁신 리더십

제4장 ICT의 AI 시장 분석과 예측(2021-2026)

  • 세계의 AI 시장
  • 부문별 세계의 AI 시장
  • 지역의 AI 시장
  • 주요 애플리케이션 분야별 AI 시장

제5장 특정 업계의 AI

  • 주요 산업 분야별 AI 시장(2021-2026)
  • 기타 업계의 AI

제6장 주요 시장 부문의 AI

  • 제품 부문별 AI 시장(2021-2026)
  • 기타 테크놀러지에 대한 임베디드 AI 시장(2021-2026)

제7장 주요 기업의 AI M&A

  • Apple Inc.
  • Facebook
  • Google
  • IBM
  • Microsoft

제8장 ICT 사용 사례의 AI

제9장 ICT 벤더 분석의 AI

  • IBM Corporation
  • Intel Corporation
  • Microsoft Corporation
  • Google Inc.
  • Baidu Inc.
  • H2O.ai
  • Hewlett Packard Enterprise
  • Apple Inc.
  • General Electric
  • LG Electronics
  • Digital Reasoning Systems Inc.
  • SparkCognition Inc.
  • Nuance Communications Inc.
  • InteliWISE
  • Facebook Inc.
  • Salesforce
  • Amazon Inc.
  • SK Telecom
  • motion.ai
  • PointGrab Ltd.
  • Tellmeplus
  • SAS Institute Inc.
  • AIBrian Inc.
  • Brighterion Inc.
  • General Vision Inc.
  • Sentient Technologies Holdings Limited
  • CloudMinds
  • Tend.ai
  • TensorFlow
  • Infosys Nia
  • Wipro HOLMES
  • Premonition
  • Rainbird
  • Ayasdi
  • MindMeld
  • Vital AI
  • KAI
  • Receptiviti
  • Meya
  • DigitalGenius
  • GoodAI
  • Vicarious
  • Agent.ai
  • X.ai
  • Zebra Medical Vision Inc.
  • Fair Isaac Corporation
  • Bigml Inc.
  • AT&T Speech API
  • Wit.ai
  • Diffbot

제10장 요약과 제안

제11장 부록 : ICT 특허의 주요 AI

도표

디지털 트윈 시장 : 테크놀러지, 트윈 유형, 사이버물리 솔루션, 사용 사례 및 업계 분야 애플리케이션(2021-2026)

제1장 개요

제2장 서론

  • 개요
  • 관련 기술과 디지털 트윈에 대한 영향
  • 잠재적 애플리케이션과 결과 분석
  • 디지털 트윈 서비스 에코시스템

제3장 디지털 트윈 기업의 평가

  • ABB
  • Allerin Tech Pvt. Ltd.
  • Altair Engineering, Inc.
  • Amazon Web Services
  • ANSYS
  • Aucotec AG
  • Autodesk Inc.
  • Bentley Systems, Incorporated
  • CADFEM GmbH
  • Cisco Systems
  • Cityzenith
  • Cosmo Tech
  • Dassault Systems
  • Digital Twin Consortium
  • Digital Twin Technologies
  • DNV GL
  • DXC Technology
  • Eclipse Foundation
  • Emerson
  • Emesent
  • Faststream Technologies
  • FEINGUSS BLANK GmbH
  • Flowserve
  • Forward Networks
  • General Electric
  • Google
  • Hitachi Ltd.
  • Honeywell
  • HP
  • IBM
  • Industrial Internet Consortium
  • Intellias
  • Invicara
  • KBMax
  • Lanner Electronics
  • Microsoft
  • National Instruments
  • NavVis
  • Oracle
  • PETRA Data Science
  • Physical Web
  • Pratiti Technologies
  • Prodea System Inc.,
  • PTC
  • QiO Technologies
  • Robert Bosch
  • SAP
  • Schneider
  • SenSat
  • Siemens
  • Sight Machine Inc.
  • Simplifa GmbH
  • Softweb Solutions Inc.
  • Sogeti Group
  • SWIM.AI
  • Synavision
  • Sysmex Corporation
  • TIBCO Software
  • Toshiba Corporation
  • UrsaLeo
  • Virtalis Limited
  • Visualiz
  • Wipro Limited
  • XenonStack
  • Zest Labs

제4장 디지털 트윈 시장 분석과 예측(2021-2026)

  • 세계의 디지털 트윈
  • 트윈 유형별 디지털 트윈 시장
  • 디지털 트윈 애플리케이션
  • 산업별 디지털 트윈
  • 지역별 디지털 트윈

제5장 결론·제안

도표

휴먼 머신 신뢰/위협 탐지와 데미지 경감 시장 : 기술, 솔루션, 도입 모델, 사용 사례, 애플리케이션, 부문(소비자, 기업, 산업, 정부), 업종, 지역별(2021-2026)

제1장 개요

제2장 서론

  • 휴먼 머신의 위협 탐지와 경감
  • 제로 트러스트 환경에서의 위협 탐지
  • 위협 헌팅과 대응
  • 보안 센서로서의 휴먼
  • 인사이더 위협 탐지
  • 리액터로서의 자율 시스템
  • 실시간 센싱과 신뢰
  • 위협 탐지 프로그램의 설계
  • 휴먼 머신 의사결정 지원 시스템
  • 규제 분석
  • COVID19의 영향과 비지니스상 문제
  • 시장 촉진요인·과제
  • 밸류체인 분석

제3장 테크놀러지와 애플리케이션 분석

  • 휴먼 머신 상호작용 기술과 제품
  • 휴먼 머신 상호작용 애플리케이션 분석
  • 머신 투 머신 인터랙션 테크놀러지와 제품
  • 머신 투 머신 상호작용 애플리케이션 분석
  • 휴먼 머신의 위협 탐지 사용 사례 분석
  • 업계 전체의 인간-기계 위협 탐지
  • 인프라와 사람 감시
  • 첨단 위협 감시와 대응
  • 클라우드와 온프레미스의 도입
  • AI와 기계학습의 역할
  • 윤리적인 AI
  • 위협 시각화과 분석
  • IoT, 엣지 컴퓨팅 및 5G에 대한 위협

제4장 기업 분석

  • 3D Robotics
  • Airbus
  • Alert Logic
  • Analogic Corporation
  • Armor Defense
  • AT&T Cybersecurity
  • Axis Communication AB
  • Barracuda Networks
  • Blighter Surveillance Systems
  • Broadcom(Blue Coat Systems)
  • Boeing
  • Chemimage Corporation
  • Chemring Group
  • Cisco Systems
  • Darktrace
  • Dell
  • Drone Shield
  • Elbit Systems
  • Exabeam
  • FireEye
  • Flir Systems
  • Forcepoint
  • Fortinet
  • Group IB
  • General Electric
  • Google
  • Huawei Technologies
  • IBM
  • Intel
  • Lockheed Martin Corporation
  • McAfee
  • Mirion Technologies
  • Medtronic
  • Microsoft Corporation
  • Northrop Grumman
  • Palo Alto Networks
  • RAE Systems(Honeywell)
  • Rapid7
  • Rapiscan Systems
  • Raytheon Technologies
  • Safran
  • Smiths Detection Group
  • Thales Group
  • Trend Micro
  • Collins Aerospace
  • WatchGuard

제5장 시장 분석과 예측(2021-2026)

  • 세계의 휴먼 머신 위협 탐지 시장
  • 부문별 : 세계의 휴먼 머신 위협 탐지 시장
  • 휴먼 머신 상호작용 시장
  • 머신 투 머신 인터랙션 시장

제6장 결론·제안

도표

KSA 21.11.19

Overview:

This research examines security technology and solutions while assessing the risks and operational issues relative to current and anticipated cybersecurity technologies. The report also analyzes the impact regionally including North America, Europe, APAC, Middle East, Africa, and Latin America. It also examines security technology and solutions while assessing the risks and operational issues relative to current and anticipated cybersecurity technologies. The report also analyzes the impact regionally including North America, Europe, APAC, Middle East, Africa, and Latin America.

This research also assesses the AI in the ICT ecosystem including technologies, solutions and players. Application areas covered include marketing and business decision making, workplace automation, predictive analysis and forecasting, fraud detection and mitigation. It evaluates digital twinning technology, solutions, use cases, and leading company efforts in terms of R&D and early deployments. The report assesses the digital twin product and service ecosystem including application development and operations. This includes consideration of use cases by industry vertical.

This research also evaluates the machine trust market. This includes human-machine threat detection and damage mitigation systems in both human-machine and machine-machine security frameworks. The report assesses the market from both technology and solution perspective and associated services. The report also evaluates unique approaches across industry verticals as well as the government sector with forecasts from 2021 to 2026.

Select Research Findings:

  • Total global government data cybersecurity will reach $88B USD by 2026
  • Securing data, OS, and networks from spoofing is a fast-growing opportunity
  • Total global cybersecurity associated with edge networks will reach $99B USD by 2026
  • Leading digital twin solutions involve Asset, Component, System, Process and Workflow Twinning
  • The combined global market for TDDM in government office and public infrastructure will reach $9.3B by 2026

Threat detection and damage mitigation (TDDM) refers to those processes, procedures, tools that provide the ability of an organization to accurately identify potential threats to networks, systems, applications and/or other assets with emphasis upon the ability to pre-emptively and proactively respond to security events and/or mitigate damage.

More advanced TDDM solutions look beyond human-led threat detection and mitigation to autonomous M2M solutions. Regardless of whether threats originate from human beings or autonomous computer programs, the new vision of TDDM is to create a human-machine threat detection framework in which network operators and systems administrators may choose their level of interaction and control.

Human-machine threat detection systems leverage various techniques such as video surveillance, cloud-controlled cyber-bots, and physical robots, artificial intelligence, biometric security systems, and IoT solutions. Various combinations of automation techniques and technologies are leveraged in orchestration with human-controlled threat detection solutions. Solutions will have varying levels of autonomy, including fully autonomous, remote-controlled (such as via handheld devices), and hybrid variants.

At the network services provider level, the cybersecurity market is heating up as carriers realize that the advent of 5G and other network advances will increase network complexity, which will translate into increasingly more potential vulnerability areas. Accordingly, communication service providers are both working unilaterally as well as banding together to address common cybersecurity concern areas. By way of example, AT&T recently became the first North American carrier to join the Global Telco Security Alliance, which launched last year with founding members Etisalat, Singtel, SoftBank, and Telefónica.

We see evolving IoT systems and emerging 5G networks as new opportunities for the cybersecurity market. Leading companies such as Palo Alto Networks, Cyberlance (BlackBerry), and others are poised to capitalize on the market for securing IoT and 5G based networks, systems, applications, and services. We see the use of AI as a key tool for dealing with increasingly interconnected networks, devices, and open access to data. This is because AI solutions focus on behavior rather than relying upon identifying malware signatures.

Companies Covered:

  • 3D Robotics
  • ABB
  • Accenture PLC
  • Agent.ai
  • AIBrian
  • Airbus
  • Akamai
  • Alert Logic
  • Allerin Tech Pvt. Ltd.
  • Altair Engineering, Inc.
  • Amazon
  • Analogic Corporation
  • ANSYS
  • Apple Inc.
  • Armor Defense
  • AT&T
  • Aucotec AG
  • Autodesk Inc.
  • Axis Communication AB
  • Axway Software
  • Aysadi
  • BAE Systems Inc.
  • Baidu
  • Barracuda Networks Inc.
  • Bayshore Networks
  • Bentley Systems, Incorporated
  • Bigml
  • BlackBerry (Cylance)
  • BlackMesh Inc.
  • Blighter Surveillance Systems
  • Boeing
  • Bomgar
  • Booz Allen Hamilton Inc.
  • Brighterion
  • Broadcom (Blue Coat Systems)
  • BT
  • CADFEM GmbH
  • Carbon Black
  • Cassidian Cybersecurity
  • Centrify Corporation
  • Check Point Software Technologies Ltd.
  • Chemimage Corporation
  • Chemring Group
  • Cisco Systems
  • Cityzenith
  • Clearwater Compliance
  • Cloudflare
  • CloudMinds
  • Collins Aerospace
  • Cosmo Tech
  • CrowdStrike
  • CyberArk
  • Darktrace
  • Dassault Systems
  • DFLabs
  • Diffbot
  • Digital Defense
  • Digital Reasoning Systems
  • DigitalGenius
  • DNV GL
  • DotOrigin
  • Drone Shield
  • DXC Technology
  • Eclipse Foundation
  • Elbit Systems
  • Emerson
  • Emesent
  • Exabeam
  • EY
  • F5 Networks
  • Facebook
  • Fair Isaac
  • Faststream Technologies
  • FEINGUSS BLANK GmbH
  • FireEye
  • Flir Systems
  • Flowserve
  • Forcepoint
  • ForeScout
  • Fortinet Inc.
  • Fortscale Security Ltd.
  • Forward Networks
  • General Electric
  • General Vision
  • GoodAI
  • Google
  • Group IB
  • H20.ai
  • HelpSystems
  • Herjavec Group
  • Hewlett Packard Enterprise
  • Hitachi Ltd.
  • Honeywell
  • HPE
  • Huawei Technologies
  • IBM Corporation
  • Idaptive
  • Imperva
  • Industrial Internet Consortium
  • Infosys
  • Intel
  • InteliWISE
  • Intellias
  • Invicara
  • Juniper Networks
  • KAI
  • Kaspersky Lab
  • KBMax
  • KnowBe4
  • KPMG
  • Lanner Electronics
  • LG Electronics
  • Lockheed Martin
  • LogRhythm Inc.
  • McAfee
  • Medtronic
  • Meya
  • Microsoft Corporation
  • Mimecast
  • MindMeld
  • Mirion Technologies
  • motion.ai
  • National Instruments
  • NavVis
  • Northrop Grumman
  • Nuance Communications
  • Okta
  • OneLogin
  • Oracle
  • Palo Alto Networks
  • PETRA Data Science
  • Physical Web
  • PointGrab
  • Pradeo Security Systems
  • Pratiti Technologies
  • Premonition
  • PricewaterhouseCoopers
  • Prodea System Inc.
  • Proofpoint
  • PTC
  • QiO Technologies
  • Radware
  • RAE Systems
  • Rainbird
  • Rapid7, Inc.
  • Rapiscan Systems
  • Raytheon
  • Raytheon Technologies
  • Receptiviti
  • Robert Bosch
  • RSA Security LLC
  • Safran
  • Salesforce.com
  • SAP
  • SAS
  • Schneider Electric
  • SecureWorks Inc.
  • SenSat
  • Sentient Technologies
  • Sera-Brynn
  • Siemens
  • Sight Machine Inc.
  • Simplifa GmbH
  • SK Telecom
  • Smiths Detection Group
  • Softweb Solutions Inc.
  • Sogeti Group
  • Sophos Ltd.
  • SparkCognition
  • Splunk
  • SWIM.AI
  • Symantec Corporation
  • Synavision
  • Sysmex Corporation
  • Talium
  • Tellmeplus
  • Tend.ai
  • TensorFlow
  • Thales Group
  • Thycotic
  • TIBCO Software
  • Toshiba Corporation
  • Trend Micro, Inc.
  • UrsaLeo
  • Vasco Data Security
  • Verizon
  • Vicarious
  • Virtalis Limited
  • Visualiz
  • Vital AI
  • WatchGuard
  • Wipro Limited
  • Wit.ai
  • X.ai
  • XenonStack
  • Zebra Medical Vision
  • Zest Labs

Table of Contents

Cybersecurity Market by Segment (Consumer, Enterprise, Industrial, Government), Use Cases, Solution Types (Hardware, Software, and Data) and Industry Verticals 2021 - 2026

1.0 Executive Summary

2.0 Overview

  • 2.1 Current State of Cybersecurity
  • 2.2 Cybersecurity Incident Review
  • 2.3 Cyber Threat Patterns
  • 2.4 Rise of Cybercrime
  • 2.5 Cybersecurity Landscape
  • 2.6 BYOD to Invite More Threats
  • 2.7 Increasing Trend of Ransomware
  • 2.8 Cyberwarfare and Cyberterrorism
  • 2.9 Darknet and Cybersecurity
  • 2.10 Cybersecurity in IoT Domain
  • 2.11 Industrial Cybersecurity and Industrial IoT
  • 2.12 Big Data and Machine Learning in Cybersecurity
  • 2.13 Blockchain in Cybersecurity
  • 2.14 Cybersecurity Regulatory Framework

3.0 Cybersecurity Technology and Market Impact Analysis

  • 3.1 Cybersecurity Technology and Solutions
    • 3.1.1 Prognostic Solutions
    • 3.1.2 Receptive Solutions
    • 3.1.3 Inspective Solutions
    • 3.1.4 Supervision Solutions
    • 3.1.5 Analytical solution
    • 3.1.6 Protective solution
  • 3.2 Enterprise Cybersecurity Infrastructure
    • 3.2.1 External vs. Internal Threats
    • 3.2.2 Threat Intelligence and Information Sharing
    • 3.2.3 Geopolitical Threats
    • 3.2.4 Operational Excellence
    • 3.2.5 Cybersecurity as Competitive Advantage
  • 3.3 Cybersecurity Investment Trends
    • 3.3.1 Consumer Cybersecurity
    • 3.3.2 Training and Professional Services
  • 3.4 Cybersecurity Impact by Region
  • 3.5 Cyber Threats by Industry
  • 3.6 Data Breach Financial Impact
  • 3.7 Cybersecurity Service Model
  • 3.8 Cybersecurity Impact on Job Market

4.0 Company and Solution Analysis

  • 4.1 SecureWorks Inc.
  • 4.2 RSA Security LLC
  • 4.3 Cisco Systems Inc.
  • 4.4 FireEye inc
  • 4.5 Hewlett Packard Enterprise
  • 4.6 IBM Corporation
  • 4.7 McAfee
  • 4.8 Kaspersky Lab
  • 4.9 Lockheed Martin
  • 4.10 Rapid7, Inc.
  • 4.11 Sophos Ltd.
  • 4.12 Symantec Corporation
  • 4.13 DXC Technology
  • 4.14 Trend Micro, Inc.
  • 4.15 Schneider Electric
  • 4.16 Verizon Communications Inc.
  • 4.17 Northrop Grumman Corporation
  • 4.18 Palo Alto Networks Inc.
  • 4.19 Check Point Software Technologies Ltd.
  • 4.20 Fortinet Inc.
  • 4.21 BAE Systems Inc.
  • 4.22 Barracuda Networks Inc.
  • 4.23 BlackMesh Inc.
  • 4.24 Booz Allen Hamilton Inc.
  • 4.25 Cassidian Cybersecurity
  • 4.26 Centrify Corporation
  • 4.27 LogRhythm Inc.
  • 4.28 Pradeo Security Systems
  • 4.29 Thales Group
  • 4.30 Juniper Networks
  • 4.31 Accenture PLC
  • 4.32 Fortscale Security Ltd.
  • 4.33 PricewaterhouseCoopers (PwC)
  • 4.34 Bayshore Networks
  • 4.35 Bomgar
  • 4.36 root9B
  • 4.37 Akamai
  • 4.38 Amazon (Amazon Web Services)
  • 4.39 AT&T
  • 4.40 Axway Software
  • 4.41 BlackBerry (Cylance)
  • 4.42 BT
  • 4.43 Carbon Black
  • 4.44 Clearwater Compliance
  • 4.45 Cloudflare
  • 4.46 CrowdStrike
  • 4.47 CyberArk
  • 4.48 Darktrace
  • 4.49 Dell EMC
  • 4.50 DFLabs
  • 4.51 Digital Defense
  • 4.52 DotOrigin
  • 4.53 EY
  • 4.54 F5 Networks
  • 4.55 Forcepoint
  • 4.56 ForeScout
  • 4.57 HelpSystems
  • 4.58 Herjavec Group
  • 4.59 Idaptive
  • 4.60 Imperva
  • 4.61 KnowBe4
  • 4.62 KPMG
  • 4.63 Microsoft
  • 4.64 Mimecast
  • 4.65 Okta
  • 4.66 OneLogin
  • 4.67 Proofpoint
  • 4.68 Radware
  • 4.69 Raytheon
  • 4.70 Sera-Brynn
  • 4.71 Splunk
  • 4.72 Tanium
  • 4.73 Thycotic
  • 4.74 Vasco Data Security

5.0 Global Cybersecurity Market Analysis and Forecasts

  • 5.1 Global Cybersecurity Market by Category 2021 - 2026
    • 5.1.1 Global Computer Security Market 2021 - 2026
    • 5.1.2 Global Network Security Market 2021 - 2026
    • 5.1.3 Global Data Security Market 2021 - 2026
      • 5.1.3.1 Global Market for Data Security by Data Ownership
      • 5.1.3.2 Global Market for Data Security by Type of Data
  • 5.2 Global Cybersecurity Market by Solution Type 2021 - 2026
    • 5.2.1 Global Cybersecurity Market by Service 2021 - 2026
    • 5.2.2 Global Cybersecurity Market by Software Solution 2021 - 2026
  • 5.3 Global Market for Cybersecurity by Industry Vertical
  • 5.4 Cybersecurity Market by Region 2021 - 2026

6.0 Cybersecurity Market by Major Segment 2021 - 2026

  • 6.1 Consumer Cybersecurity Market 2021 - 2026
    • 6.1.1 Consumer Cybersecurity Market by Region 2021 - 2026
    • 6.1.2 Global Consumer Cybersecurity Market by Software Solution 2021 - 2026
  • 6.2 Enterprise Cybersecurity Market 2021 - 2026
    • 6.2.1 Enterprise Cybersecurity by Region 2021 - 2026
    • 6.2.1 Global Enterprise Cybersecurity Market by Software Solution 2021 - 2026
  • 6.3 Industrial Cybersecurity Market 2021 - 2026
    • 6.3.1 Industrial Cybersecurity by Region 2021 - 2026
    • 6.3.2 Global Industrial Cybersecurity Market by Software Solution 2021 - 2026
  • 6.4 Government Cybersecurity Market 2021 - 2026
    • 6.4.1 Global Government Cybersecurity by Region 2021 - 2026
    • 6.4.2 Global Industrial Cybersecurity Market by Software Solution 2021 - 2026

7.0 Global IoT Cybersecurity Market 2021 - 2026

  • 7.1 Global IoT Cybersecurity Market 2021 - 2026
    • 7.1.1 Global IoT Cybersecurity Market by Software Solution 2021 - 2026

8.0 Global Cloud Computing Cybersecurity Market 2021 - 2026

  • 8.1 Global Cloud Computing Cybersecurity Market 2021 - 2026
    • 8.1.1 Global Cloud Computing Cybersecurity Market by Software Solution 2021 - 2026

9.0 Global AI in Cybersecurity Market 2021 - 2026

  • 9.1 AI Cybersecurity in Data, Identity, Metadata, Workloads and IoT 2021 - 2026

10.0 Conclusions and Recommendations

11.0 Appendix: Human and Machine Trust/Threat Detection and Damage Mitigation

Figures

  • Figure 1: Monthly Cyber-attack Trend Comparison
  • Figure 2: Cyber-attack Motivations Comparison
  • Figure 3: Top Ten Cyberattack Techniques Comparison
  • Figure 4: Cyberattack Exploit Pack Percentage by Application
  • Figure 5: Cybersecurity Landscape
  • Figure 6: Cybersecurity Domain
  • Figure 7: Cybersecurity PRISAP Solution Model
  • Figure 8: Top Ten Malicious Affected Countries
  • Figure 9: Top Ten Distribution of Targets for Cyber-attack
  • Figure 10: Top Ten Industries for Cyber-attack
  • Figure 11: Top Ten Organization Type for Cyber-attack
  • Figure 12: SecureWorks Counter Threat Platform and Vendor Neutral Approach
  • Figure 13: HPE Security Solution to Protect Extended Enterprise
  • Figure 14: Palo Alto Networks Next-Gen Security Platform
  • Figure 15: Global Market for Cybersecurity 2021 - 2026
  • Figure 16: Global Market for Cybersecurity by Category 2021 - 2026
  • Figure 17: Global Market for Computer Security by Sub-Category 2021 - 2026
  • Figure 18: Global Market for Network Security by Sub-Category 2021 - 2026
  • Figure 19: Global Market for Data Security by Data Ownership 2021 - 2026
  • Figure 20: Global Market for Data Security by Data Type 2021 - 2026
  • Figure 21: Global Market for Data Security by Solution Type 2021 - 2026
  • Figure 22: Global Market for Data Security by Service Type 2021 - 2026
  • Figure 23: Global Market for Data Security by Software Solutions 2021 - 2026
  • Figure 24: Global Market for Data Security by Industry 2021 - 2026
  • Figure 25: Cybersecurity Markets by Region 2021 - 2026
  • Figure 26: Cybersecurity Markets by Customer Category 2021 - 2026
  • Figure 27: Global Market for Consumer Cybersecurity 2021 - 2026
  • Figure 28: Market for Consumer Cybersecurity by Region 2021 - 2026
  • Figure 29: Global Market for Enterprise Cybersecurity 2021 - 2026
  • Figure 30: Market for Enterprise Cybersecurity by Region 2021 - 2026
  • Figure 31: Global Market for Industrial Cybersecurity 2021 - 2026
  • Figure 32: Market for Industrial Cybersecurity by Region 2021 - 2026
  • Figure 33: Global Market for Government Cybersecurity 2021 - 2026
  • Figure 34: Market for Government Cybersecurity by Region 2021 - 2026
  • Figure 35: Global Market for Cybersecurity in IoT 2021 - 2026
  • Figure 36: Global Market for Cybersecurity in Cloud 2021 - 2026

Tables

  • Table 1: Top Twenty Cyberattack Programs
  • Table 2: Top Ten Trojan-Ransomware
  • Table 3: Top Ten Trojan-Ransomware Affected Countries
  • Table 4: Top Ten Attacks by Country
  • Table 5: Top Twenty Countries Affected by Online Infection
  • Table 6: High vs. Medium vs. Low Risk Online Infected Countries
  • Table 7: Top Twenty Counties Affected by Local Infection
  • Table 8: High vs. Medium vs. Low Risk Online Infected Countries
  • Table 9: Top Ten Safe Counties from Local Infection
  • Table 10: Top Ten Countries in Banking Sector Affected by Cyber-attack
  • Table 11: Top Ten Malware Families in Banking Sector
  • Table 12: Global Market for Cybersecurity 2021 - 2026
  • Table 13: Global Market for Cybersecurity by Category 2021 - 2026
  • Table 14: Global Market for Computer Security by Sub-Category 2021 - 2026
  • Table 15: Global Market for Network Security by Sub-Category 2021 - 2026
  • Table 16: Global Market for Data Security by Data Ownership 2021 - 2026
  • Table 17: Global Market for Data Security by Data Type 2021 - 2026
  • Table 18: Global Market for Cybersecurity by Solution Type 2021 - 2026
  • Table 19: Global Market for Cybersecurity by Services Type 2021 - 2026
  • Table 20: Global Market for Cybersecurity by Software Solution 2021 - 2026
  • Table 21: Global Market for Cybersecurity by Industry 2021 - 2026
  • Table 22: Cybersecurity Markets by Region 2021 - 2026
  • Table 23: Cybersecurity Markets by Customer Category 2021 - 2026
  • Table 24: Global Market for Consumer Cybersecurity 2021 - 2026
  • Table 25: Market for Consumer Cybersecurity by Region 2021 - 2026
  • Table 26: Global Market for Software Solutions for Consumer Cybersecurity 2021 - 2026
  • Table 27: Global Market for Enterprise Cybersecurity 2021 - 2026
  • Table 28: Market for Enterprise Cybersecurity by Region 2021 - 2026
  • Table 29: Global Market for Software Solutions for Enterprise Cybersecurity 2021 - 2026
  • Table 30: Global Market for Industrial Cybersecurity
  • Table 31: Market for Industrial Cybersecurity by Region 2021 - 2026
  • Table 32: Global Market for Software Solutions for Industrial Cybersecurity 2021 - 2026
  • Table 33: Global Market for Government Cybersecurity 2021 - 2026
  • Table 34: Market for Government Cybersecurity by Region 2021 - 2026
  • Table 35: Global Market for Software Solutions for Government Cybersecurity 2021 - 2026
  • Table 36: Global Market for Cybersecurity in IoT 2021 - 2026
  • Table 37: Global Market for Software Solutions for Cybersecurity in IoT 2021 - 2026
  • Table 38: Global Market for Cybersecurity in Cloud 2021 - 2026
  • Table 39: Global Market for Software Solutions for Cybersecurity in Cloud 2021 - 2026
  • Table 40: Global Market for Artificial Intelligence in Cybersecurity 2021 - 2026

AI in Information and Communications Technology 2021 - 2026: AI and Cognitive Computing in Communications, Applications, Content, and Commerce

1 Executive Summary

2 Introduction

  • 2.1 Artificial Intelligence Overview
    • 2.1.1 Intelligent Software Agent
    • 2.1.2 Problem Solving
    • 2.2.4 Practical Approaches to AI
  • 2.2 Machine Learning
    • 2.2.1 Supervised Learning
    • 2.2.2 Unsupervised Learning
    • 2.2.3 Semi-Supervised Learning
    • 2.2.4 Reinforcement Learning
  • 2.3 Deep Learning
    • 2.3.1 Artificial Neural Networks
    • 2.3.2 Artificial Neural Network Deployment
  • 2.4 Cognitive Computing
  • 2.5 AI Algorithms in Applications
    • 2.5.1 Natural Language Processing
    • 2.5.2 Machine Perception
    • 2.5.3 Data Mining
    • 2.5.4 Motion and Manipulation
  • 2.6 Limitations and Challenges for AI Expansion
  • 2.7 AI in Information and Communications Technology Industry
    • 2.7.1 AI Market Drivers in ICT
    • 2.7.2 Key AI Opportunities in ICT
      • 2.7.2.1 Artificial Intelligence and Big Data
      • 2.7.2.2 Artificial Intelligence in Chatbots and Virtual Private Assistants
      • 2.7.2.3 Artificial Intelligence in Chipsets and Microelectronics
      • 2.7.2.4 Artificial Intelligence and Cybersecurity
      • 2.7.2.5 Artificial Intelligence and Internet of Things
      • 2.7.2.6 Artificial Intelligence in Network Management and Optimization
      • 2.7.2.7 Artificial Intelligence in Smart Machines and Robotics

3 AI Intellectual Property Leadership by Country and Company

  • 3.1 Global AI Patents
  • 3.2 AI Patents by Leading Countries
  • 3.3 Global Machine Learning Patents
  • 3.4 Machine Learning Patents by Leading Countries
  • 3.5 Machine Learning Patents by Leading Companies
  • 3.6 Global Deep Learning Patents
  • 3.7 Deep Learning Patents by Leading Countries
  • 3.8 Global Cognitive Computing Patents
  • 3.9 Cognitive Computing Patents by Leading Countries
  • 3.10 AI and Cognitive Computing Innovation Leadership

4 AI in ICT Market Analysis and Forecasts 2021-2026

  • 4.1 Global Markets for AI 2021-2026
  • 4.2 Global Market for AI by Segment 2021-2026
  • 4.3 Regional Markets for AI 2021-2026
  • 4.4 AI Market by Key Application Area 2021-2026
    • 4.4.1 AI Markets for Predictive Analysis and Forecasting 2021-2026
    • 4.4.2 AI Market for Marketing and Business Decision Making 2021-2026
    • 4.4.3 AI Market for Fraud Detection and Classification 2021-2026
    • 4.4.4 AI Market for Workplace Automation 2021-2026

5 AI in Select Industry Verticals

  • 5.1 Market for AI by Key Industry Verticals 2021-2026
    • 5.1.1 AI Market for Internet-related Services and Products 2021-2026
    • 5.1.2 AI Market for Telecommunications 2021-2026
    • 5.1.3 AI Market for Medical and Bioinformatics 2021-2026
    • 5.1.4 AI Market for Financial Services 2021-2026
    • 5.1.5 AI Market for Manufacturing and Heavy Industries 2021-2026
  • 5.2 AI in other Industry Verticals

6 AI in Major Market Segments

  • 6.1 AI Market by Product Segment 2021-2026
  • 6.2 Market for Embedded AI within other Technologies 2021-2026
    • 6.2.1 AI Algorithms in Data Mining 2021-2026
    • 6.2.2 AI in Machine Perception Technology 2021-2026
    • 6.2.3 Market for AI Algorithms in Pattern Recognition Technology 2021-2026
    • 6.2.4 Market for AI Algorithm in Intelligent Decision Support Systems Technology 2021-2026
    • 6.2.5 Market for AI Algorithms in Natural Language Processing Technology 2021-2026

7 Important Corporate AI M&A

  • 7.1 Apple Inc.
  • 7.2 Facebook
  • 7.3 Google
  • 7.4 IBM
  • 7.5 Microsoft

8 AI in ICT Use Cases

  • 8.1 Verizon Uses AI and Machine Learning To Improve Performance
  • 8.2 Deutsche Telekom Uses AI
  • 8.3 H2O.ai Use-cases in Telecommunications powered by AI
  • 8.4 KDDI R&D Laboratories Inc., AI-assisted Automated Network Operation System
  • 8.5 Telefonica AI Use Cases
  • 8.6 Brighterion AI, Worldpay Use cases

9 AI in ICT Vendor Analysis

  • 9.1 IBM Corporation
    • 9.1.1 Company Overview
    • 9.1.2 Recent Developments
  • 9.2 Intel Corporation
    • 9.2.1 Company Overview
    • 9.2.2 Recent Developments
  • 9.3 Microsoft Corporation
    • 9.3.1 Company Overview
    • 9.3.2 Recent Developments
  • 9.4 Google Inc.
    • 9.4.1 Company Overview
    • 9.4.2 Recent Developments
  • 9.5 Baidu Inc.
    • 9.5.1 Company Overview
    • 9.5.2 Recent Developments
  • 9.6 H2O.ai
    • 9.6.1 Company Overview
    • 9.6.2 Recent Developments
  • 9.7 Hewlett Packard Enterprise
    • 9.7.1 Company Overview
    • 9.7.2 Recent Developments
  • 9.8 Apple Inc.
    • 9.8.1 Company Overview
    • 9.8.2 Recent Developments
  • 9.9 General Electric
    • 9.9.1 Company Overview
    • 9.9.2 Recent Developments
  • 9.10 LG Electronics
    • 9.10.1 Company Overview
    • 9.10.2 Recent Developments
  • 9.11 Digital Reasoning Systems Inc.
    • 9.11.1 Company Overview
    • 9.11.2 Recent Developments
  • 9.12 SparkCognition Inc.
    • 9.12.1 Company Overview
    • 9.12.2 Recent Developments
  • 9.13 Nuance Communications Inc.
    • 9.13.1 Company Overview
    • 9.13.2 Recent Developments
  • 9.14 InteliWISE
    • 9.14.1 Company Overview
    • 9.14.2 Recent Developments
  • 9.15 Facebook Inc.
    • 9.15.1 Company Overview
    • 9.15.2 Recent Developments
  • 9.16 Salesforce
    • 9.16.1 Company Overview
    • 9.16.2 Recent Developments
  • 9.17 Amazon Inc.
    • 9.17.1 Company Overview
  • 9.18 SK Telecom
    • 9.18.1 Company Overview
    • 9.18.2 Recent Developments
  • 9.19 motion.ai
    • 9.19.1 Company Overview
  • 9.20 PointGrab Ltd.
    • 9.20.1 Company Overview
    • 9.20.2 Recent Developments
  • 9.21 Tellmeplus
    • 9.21.1 Company Overview
  • 9.22 SAS Institute Inc.
    • 9.22.1 Company Overview
    • 9.22.2 Recent Developments
  • 9.23 AIBrian Inc.
    • 9.23.1 Company Overview
    • 9.23.2 Recent Developments
  • 9.24 Brighterion Inc.
    • 9.24.1 Company Overview
    • 9.24.2 Recent Developments
  • 9.25 General Vision Inc.
    • 9.25.1 Company Overview
    • 9.25.2 Recent Developments
  • 9.26 Sentient Technologies Holdings Limited
    • 9.26.1 Company Overview
    • 9.26.2 Recent Developments
  • 9.27 CloudMinds
    • 9.27.1 Company Overview
    • 9.27.2 Recent Developments
  • 9.28 Tend.ai
    • 9.28.1 Company Overview
    • 9.28.2 Recent Developments
  • 9.29 TensorFlow
    • 9.29.1 Company Overview
    • 9.29.2 Recent Developments
  • 9.30 Infosys Nia
    • 9.30.1 Company Overview
    • 9.30.2 Recent Developments
  • 9.31 Wipro HOLMES
    • 9.31.1 Company Overview
    • 9.31.2 Recent Developments
  • 9.32 Premonition
    • 9.32.1 Company Overview
    • 9.32.2 Recent Developments
  • 9.33 Rainbird
    • 9.33.1 Company Overview
    • 9.33.2 Recent Developments
  • 9.34 Ayasdi
    • 9.34.1 Company Overview
    • 9.34.2 Recent Developments
  • 9.35 MindMeld
    • 9.35.1 Company Overview
    • 9.35.2 Recent Developments
  • 9.36 Vital AI
    • 9.36.1 Company Overview
    • 9.36.2 Recent Developments
  • 9.37 KAI
    • 9.37.1 Company Overview
    • 9.37.2 Recent Developments
  • 9.38 Receptiviti
    • 9.38.1 Company Overview
    • 9.38.2 Recent Developments
  • 9.39 Meya
    • 9.39.1 Company Overview
    • 9.39.2 Recent Developments
  • 9.40 DigitalGenius
    • 9.40.1 Company Overview
    • 9.40.2 Recent Developments
  • 9.41 GoodAI
    • 9.41.1 Company Overview
    • 9.41.2 Recent Developments
  • 9.42 Vicarious
    • 9.42.1 Company Overview
  • 9.43 Agent.ai
    • 9.43.1 Company Overview
  • 9.44 X.ai
    • 9.44.1 Company Overview
    • 9.44.2 Recent Developments
  • 9.45 Zebra Medical Vision Inc.
    • 9.45.1 Company Overview
    • 9.45.2 Recent Developments
  • 9.46 Fair Isaac Corporation
    • 9.46.1 Company Overview
    • 9.46.2 Recent Developments
  • 9.47 Bigml Inc.
    • 9.47.1 Company Overview
    • 9.47.2 Recent Developments
  • 9.48 AT&T Speech API
    • 9.48.1 Company Overview
    • 9.48.2 Recent Developments
  • 9.49 Wit.ai
    • 9.49.1 Company Overview
    • 9.49.2 Recent Developments
  • 9.50 Diffbot
    • 9.50.1 Company Overview
    • 9.50.2 Recent Developments

10 Summary and Recommendations

11 Appendix: Key AI in ICT Patents

Figures

  • Figure 1: Overall Artificial Intelligence Functionality
  • Figure 2: Machine Learning vs. Deep Learning
  • Figure 3: Artificial Intelligence support of IoT Security
  • Figure 4: Personal AI Watcher Function
  • Figure 5: Personal AI Watcher Function Integration with Connected Vehicles
  • Figure 6: AI-Driven Networking
  • Figure 7: AI Patents
  • Figure 8: AI Patents by Country
  • Figure 9: Machine Learning Patents
  • Figure 10: Machine Learning Patents by Country
  • Figure 11: Machine Learning Patents by Owner
  • Figure 12: Deep Learning Patents
  • Figure 13: Deep Learning Patents by Country
  • Figure 14: Cognitive Computing Patents
  • Figure 15: Cognitive Computing Patents by Country
  • Figure 16: Artificial Intelligence Market 2021-2026
  • Figure 17: Artificial Intelligence by Sub-category 2021-2026
  • Figure 18: Artificial Intelligence in Regional Markets 2021-2026
  • Figure 19: Artificial Intelligence Market by Application 2021-2026
  • Figure 20: Artificial Intelligence Market for Predictive Analysis and Forecasting 2021-2026
  • Figure 21: AI Market for Marketing and Business Decision Making 2021-2026
  • Figure 22: AI Market for Fraud Detection and Classification 2021-2026
  • Figure 23: Artificial Intelligence Market for Workplace Automation 2021-2026
  • Figure 24: Artificial Intelligence Market by Industry Verticals 2021-2026
  • Figure 25: AI Market for Internet Services and Products 2021-2026
  • Figure 26: Artificial Intelligence Market for Telecommunications 2021-2026
  • Figure 27: Artificial Intelligence Market for Medical and Bioinformatics 2021-2026
  • Figure 28: Artificial Intelligence Market for Financial Services 2021-2026
  • Figure 29: AI Market for Manufacturing and Heavy Industries 2021-2026
  • Figure 30: AI Market by Product Segment 2021-2026
  • Figure 31: Markets for Artificial Intelligence by Segment 2021-2026
  • Figure 32: Market for AI Algorithms in Data Mining 2021-2026
  • Figure 33: Market for AI Algorithms in Machine Perception Technology 2021-2026
  • Figure 34: Market for AI Algorithms in Pattern Recognition Technology 2021-2026
  • Figure 35: Market for AI Algorithms in Intelligent Decision Support Systems Technology 2021-2026
  • Figure 36: Market for AI Algorithms in Natural Language Processing Technology 2021-2026

Tables

  • Table 1: Artificial Intelligence Market 2021-2026
  • Table 2: Artificial Intelligence by Machine Learning and Cognitive Computing 2021-2026
  • Table 3: Regional Markets for Artificial Intelligence 2021-2026
  • Table 4: Artificial Intelligence Market by Application Area 2021-2026
  • Table 5: Artificial Intelligence Market for Predictive Analysis and Forecasting 2021-2026
  • Table 6: AI Markets for Marketing and Business Decision Making 2021-2026
  • Table 7: Artificial Intelligence Market for Fraud Detection and Classification 2021-2026
  • Table 8: Artificial Intelligence Market for Workplace Automation 2021-2026
  • Table 9: Artificial Intelligence Market by Industry Verticals 2021-2026
  • Table 10: Artificial Intelligence Market for the Internet Services and Products 2021-2026
  • Table 11: Market for AI in the Internet Services and Products by Application 2021-2026
  • Table 12: Regional Market for AI in Internet Services 2021-2026
  • Table 13: Artificial Intelligence Market for Telecommunications 2021-2026
  • Table 14: Market for AI in Telecommunications by Application 2021-2026
  • Table 15: Regional Market for AI in Telecommunications 2021-2026
  • Table 16: Artificial Intelligence Market for Medical and Bioinformatics 2021-2026
  • Table 17: Market for AI in Medical and Bioinformatics by Application 2021-2026
  • Table 18: Regional Markets for AI in Medical and Bioinformatics 2020-2027
  • Table 19: Artificial Intelligence Market for Financial Services 2021-2026
  • Table 20: Markets for AI in Financial Services by Application 2021-2026
  • Table 21: Regional Market for AI in Financial Services 2021-2026
  • Table 22: Artificial Intelligence Market for Manufacturing and Heavy Industries 2021-2026
  • Table 23: Market for AI in Manufacturing and Heavy Industries by Application 2021-2026
  • Table 24: Regional Market for AI in Manufacturing and Heavy Industries 2021-2026
  • Table 25: AI Market Product Segment 2021-2026
  • Table 26: Markets for AI Algorithms in Select Technologies 2021-2026
  • Table 27: Market for AI Algorithms in Data Mining Technology 2021-2026
  • Table 28: Market for AI Algorithms in Machine Perception Technology 2021-2026
  • Table 29: Market for AI Algorithms in Pattern Recognition Technology 2021-2026
  • Table 30: Market for AI Algorithms in Intelligent Decision Support Systems Technology 2021-2026
  • Table 31: Market for AI Algorithms in Natural Language Processing Technology 2021-2026
  • Table 32: Apple Artificial Intelligence Acquisitions
  • Table 33: Facebook Artificial Intelligence Acquisitions
  • Table 34: Google Artificial Intelligence Acquisitions
  • Table 35: IBM Artificial Intelligence Acquisitions
  • Table 36: Microsoft Artificial Intelligence Acquisitions
  • Table 37: Intel NAMD System
  • Table 38: Key AI Patents

Digital Twins Market by Technology, Twinning Type, Cyber-to-Physical Solutions, Use Cases and Applications in Industry Verticals 2021 - 2026

1.0 Executive Summary

2.0 Introduction

  • 2.1 Overview
    • 2.1.1 Understanding Digital Twinning
    • 2.1.2 Cognitive Digital Twining
    • 2.1.3 Digital Thread
    • 2.1.4 Convergence of Sensors and Simulations
    • 2.1.5 IoT APIs
    • 2.1.6 Software Modules and Elements
    • 2.1.7 Types of Digital Twinning
    • 2.1.8 Digital Twinning Work Processes
    • 2.1.9 Role and Importance of Digital Twinning
  • 2.2 Related Technologies and Impact on Digital Twinning
    • 2.2.1 Industrial Internet and Industry 4.0
    • 2.2.2 Pairing Technology
    • 2.2.3 Cyber-to-Physical Systems
    • 2.2.4 AR, VR, and Mixed Reality
    • 2.2.5 Artificial Intelligence and Machine Learning
    • 2.2.6 Additive Manufacturing and 3D Printing
  • 2.3 Potential Application and Outcome Analysis
    • 2.3.1 Maintenance, Repair and Overhaul Operation
    • 2.3.2 Digital Avatar of Consumer Assets
    • 2.3.3 Performance/Service Monitoring
    • 2.3.4 Inspection and Repairs
    • 2.3.5 Predictive Maintenance
    • 2.3.6 Product Design & Development
    • 2.3.7 Composite Assembling/Manufacturing
    • 2.3.8 Potential Business Outcomes
  • 2.4 Digital Twinning Service Ecosystem
    • 2.4.1 Industrial IoT
    • 2.4.2 Consumer IoT
    • 2.4.3 Industry Development
    • 2.4.4 Digital Twinning as a Service

3.0 Digital Twins Company Assessment

  • 3.1 ABB
  • 3.2 Allerin Tech Pvt. Ltd.
  • 3.3 Altair Engineering, Inc.
  • 3.4 Amazon Web Services
  • 3.5 ANSYS
  • 3.6 Aucotec AG
  • 3.7 Autodesk Inc.
  • 3.8 Bentley Systems, Incorporated
  • 3.9 CADFEM GmbH
  • 3.10 Cisco Systems
  • 3.11 Cityzenith
  • 3.12 Cosmo Tech
  • 3.13 Dassault Systems
  • 3.14 Digital Twin Consortium
  • 3.15 Digital Twin Technologies
  • 3.16 DNV GL
  • 3.17 DXC Technology
  • 3.18 Eclipse Foundation
  • 3.19 Emerson
  • 3.20 Emesent
  • 3.21 Faststream Technologies
  • 3.22 FEINGUSS BLANK GmbH
  • 3.23 Flowserve
  • 3.24 Forward Networks
  • 3.25 General Electric
  • 3.26 Google
  • 3.27 Hitachi Ltd.
  • 3.28 Honeywell
  • 3.29 HP
  • 3.30 IBM
  • 3.31 Industrial Internet Consortium
  • 3.32 Intellias
  • 3.33 Invicara
  • 3.34 KBMax
  • 3.35 Lanner Electronics
  • 3.36 Microsoft
  • 3.37 National Instruments
  • 3.38 NavVis
  • 3.39 Oracle
  • 3.40 PETRA Data Science
  • 3.41 Physical Web
  • 3.42 Pratiti Technologies
  • 3.43 Prodea System Inc.,
  • 3.44 PTC
  • 3.45 QiO Technologies
  • 3.46 Robert Bosch
  • 3.47 SAP
  • 3.48 Schneider
  • 3.49 SenSat
  • 3.50 Siemens
  • 3.51 Sight Machine Inc.
  • 3.52 Simplifa GmbH
  • 3.53 Softweb Solutions Inc.
  • 3.54 Sogeti Group
  • 3.55 SWIM.AI
  • 3.56 Synavision
  • 3.57 Sysmex Corporation
  • 3.58 TIBCO Software
  • 3.59 Toshiba Corporation
  • 3.60 UrsaLeo
  • 3.61 Virtalis Limited
  • 3.62 Visualiz
  • 3.63 Wipro Limited
  • 3.64 XenonStack
  • 3.65 Zest Labs

4.0 Digital Twins Market Analysis and Forecasts 2021 to 2026

  • 4.1 Global Digital Twins 2021 - 2026
  • 4.2 Digital Twins Market by Type of Twinning 2021 - 2026
  • 4.3 Digital Twins Applications 2021 - 2026
  • 4.4 Digital Twins by Industry 2021 - 2026
    • 4.4.1 Digital Twins in Manufacturing by Type 2021 - 2026
    • 4.4.2 Digital Twins in Smart City by Type 2021 - 2026
    • 4.4.3 Digital Twins in Automotive by Type 2021 - 2026
    • 4.4.4 Digital Twins in Healthcare by Type 2021 - 2026
    • 4.4.5 Digital Twins in Transport by Type 2021 - 2026
  • 4.5 Digital Twins by Region 2021 - 2026
    • 4.5.1 North America Digital Twins 2021 - 2026
    • 4.5.2 South America Digital Twins 2021 - 2026
    • 4.5.3 Europe Digital Twins 2021 - 2026
    • 4.5.4 APAC Digital Twins 2021 - 2026
    • 4.5.5 MEA Digital Twins 2021 - 2026

5.0 Conclusions and Recommendations

Figures

  • Figure 1: Digital Twinning Model
  • Figure 2: Building Blocks of Cognitive Digital Twinning
  • Figure 3: Digital Thread Model in Digital Manufacturing Transformation Processes
  • Figure 4: Example of Types of Digital Twinning
  • Figure 5: Industrial Internet Building Block and Digital Twinning
  • Figure 6: Additive Manufacturing Path and Goals
  • Figure 7: Digital Thread for Additive Manufacturing in AM Process
  • Figure 8: Data Fusion for MRO Operation
  • Figure 9: Composite Manufacturing Model
  • Figure 10: Digital Twinning Application and Outcomes
  • Figure 11: Global Digital Twins 2021 - 2026
  • Figure 12: Digital Twins Types 2021 - 2026
  • Figure 13: Digital Twins Applications 2021 - 2026
  • Figure 14: Digital Twins by Industry 2021 - 2026
  • Figure 15: Digital Twins in Manufacturing by Type 2021 - 2026
  • Figure 16: Digital Twins in Manufacturing by Application 2021 - 2026
  • Figure 17: Digital Twins in Smart City by Type 2021 - 2026
  • Figure 18: Digital Twins in Smart City by Application 2021 - 2026
  • Figure 19: Digital Twins in Automotive by Type 2021 - 2026
  • Figure 20: Digital Twins in Automotive by Application 2021 - 2026
  • Figure 21: Digital Twins in Healthcare by Type 2021 - 2026
  • Figure 22: Digital Twins in Healthcare by Application 2021 - 2026
  • Figure 23: Digital Twins in Transport by Type 2021 - 2026
  • Figure 24: Digital Twins in Transport by Application 2021 - 2026
  • Figure 25: Digital Twins by Region 2021 - 2026
  • Figure 26: North America Digital Twins by Country 2021 - 2026
  • Figure 27: North America Digital Twins by Industry 2021 - 2026
  • Figure 28: United States Digital Twins 2021 - 2026
  • Figure 29: Canada Digital Twins 2021 - 2026
  • Figure 30: Mexico Digital Twins 2021 - 2026
  • Figure 31: South America Digital Twins by Country 2021 - 2026
  • Figure 32: South America Digital Twins by Industry 2021 - 2026
  • Figure 33: Argentina Digital Twins 2021 - 2026
  • Figure 34: Brazil Digital Twins 2021 - 2026
  • Figure 35: Chile Digital Twins 2021 - 2026
  • Figure 36: Europe Digital Twins by Country 2021 - 2026
  • Figure 37: Europe Digital Twins by Industry 2021 - 2026
  • Figure 28: U.K. Digital Twins 2021 - 2026
  • Figure 39: Germany Digital Twins 2021 - 2026
  • Figure 40: France Digital Twins 2021 - 2026
  • Figure 41: Spain Digital Twins 2021 - 2026
  • Figure 42: Italy Digital Twins 2021 - 2026
  • Figure 43: Poland Digital Twins 2021 - 2026
  • Figure 44: Russia Digital Twins 2021 - 2026
  • Figure 45: APAC Digital Twins by Country 2021 - 2026
  • Figure 46: APAC Digital Twins by Industry 2021 - 2026
  • Figure 47: China Digital Twins 2021 - 2026
  • Figure 48: Japan Digital Twins 2021 - 2026
  • Figure 49: South Korea Digital Twins 2021 - 2026
  • Figure 50: Australia Digital Twins 2021 - 2026
  • Figure 51: India Digital Twins 2021 - 2026
  • Figure 52: MEA Digital Twins by Country 2021 - 2026
  • Figure 53: MEA Digital Twins by Industry 2021 - 2026
  • Figure 54: Qatar Digital Twins 2021 - 2026
  • Figure 55: Kuwait Digital Twins 2021 - 2026
  • Figure 56: Saudi Arabia Digital Twins 2021 - 2026
  • Figure 57: South Africa Digital Twins 2021 - 2026

Tables

  • Table 1: Global Digital Twins 2021 - 2026
  • Table 2: Digital Twins Market by Type of Twinning 2021 - 2026
  • Table 3: Digital Twins Applications 2021 - 2026
  • Table 4: Digital Twins by Industry 2021 - 2026
  • Table 5: Digital Twins in Manufacturing by Type 2021 - 2026
  • Table 6: Digital Twins in Manufacturing by Application 2021 - 2026
  • Table 7: Digital Twins in Smart City by Type 2021 - 2026
  • Table 8: Digital Twins in Smart City by Application 2021 - 2026
  • Table 9: Digital Twins in Automotive by Type 2021 - 2026
  • Table 10: Digital Twins in Automotive by Application 2021 - 2026
  • Table 11: Digital Twins in Healthcare by Type 2021 - 2026
  • Table 12: Digital Twins in Healthcare by Application 2021 - 2026
  • Table 13: Digital Twins in Transport by Type 2021 - 2026
  • Table 14: Digital Twins in Transport by Application 2021 - 2026
  • Table 15: Digital Twins by Region 2021 - 2026
  • Table 16: North America Digital Twins by Country 2021 - 2026
  • Table 17: North America Digital Twins by Industry 2021 - 2026
  • Table 18: South America Digital Twins by Country 2021 - 2026
  • Table 19: South America Digital Twins by Industry 2021 - 2026
  • Table 20: Europe Digital Twins by Country 2021 - 2026
  • Table 21: Europe Digital Twins by Industry 2021 - 2026
  • Table 22: APAC Digital Twins by Country 2021 - 2026
  • Table 23: APAC Digital Twins by Industry 2021 - 2026
  • Table 24: MEA Digital Twins by Country 2021 - 2026
  • Table 25: MEA Digital Twins by Industry 2021 - 2026

Human and Machine Trust/Threat Detection and Damage Mitigation Market by Technology, Solution, Deployment Model, Use Case, Application, Sector (Consumer, Enterprise, Industrial, Government), Industry Vertical, and Region 2021 - 2026

1.0 Executive Summary

2.0 Introduction

  • 2.1 Human-Machine Threat Detection and Mitigation
    • 2.1.1 Human to Machine Interaction Framework
    • 2.1.2 Machine to Machine Interaction Framework
  • 2.2 Threat Detection in Zero Trust Environment
    • 2.2.1 Types of Threat and Trust Environment Goals
      • 2.2.1.1 Cyber Environments
      • 2.2.1.2 Physical Environments
    • 2.2.2 Threat Motives and Traceability
  • 2.3 Threat Hunting and Response
    • 2.3.1 Consolidation of Threat Identification and Mitigation Tools
  • 2.4 Humans as Security Sensors
    • 2.4.1 Integrated Human as a Security Sensor (IHaaSS)
  • 2.5 Insider Threat Detection
  • 2.6 Autonomous System as Actor
  • 2.7 Real Time Sensing and Trust
  • 2.8 Designing Threat Detection Programs
  • 2.9 Human Machine Decision Support Systems
  • 2.10 Regulatory Analysis
    • 2.10.1 General Data Protection Regulation
    • 2.10.2 Payment Card Industry Data Security Standard
    • 2.10.3 Health Insurance Portability and Accountability Act
    • 2.10.4 Federal Information Security Management Act
    • 2.10.5 Sarbanes-Oxley Act
    • 2.10.6 Gramm-Leach-Bliley Act
    • 2.10.7 International Organization for Standardization
  • 2.11 COVID 19 Impact and Business Issues
  • 2.12 Market Drivers and Challenges
  • 2.13 Value Chain Analysis
    • 2.13.1 Stakeholder Role and Benefit Analysis
      • 2.13.1.1 Hardware and Equipment Providers
      • 2.13.1.2 Software Solution Providers
      • 2.13.1.3 Integrated Platform Solution Providers
    • 2.13.2 Manufacturing Process Analysis
    • 2.13.3 Manufacturing Cost Structure Analysis
    • 2.13.4 Business Model Analysis
    • 2.13.5 Downstream Customer Group Analysis

3.0 Technology and Application Analysis

  • 3.1 Human to Machine Interaction Technology and products
    • 3.1.1 Device Based Intrusion Detection System
      • 3.1.1.1 Memory Scanning System
      • 3.1.1.2 Network Intrusion Detection System
      • 3.1.1.3 Host-based Intrusion Detection System
      • 3.1.1.4 Perimeter Intrusion Detection System
    • 3.1.2 Screening and Management Platform
      • 3.1.2.1 People and Component Screening
      • 3.1.2.2 Baggage Screening
    • 3.1.3 Security and Surveillance Robots
    • 3.1.4 Disinfection and Disease Protection System
      • 3.1.4.1 Ultraviolet Light-Based Disinfection System
      • 3.1.4.2 Disinfection Chamber/Sanitizing Tunnels
      • 3.1.4.3 Tray Disinfection System
      • 3.1.4.4 Airborne Disease Protection System
    • 3.1.5 Handheld and Photosensitive Detection Device
  • 3.2 Human to Machine Interaction Application Analysis
    • 3.2.1 Explosive Detection
    • 3.2.2 Radiological and Nuclear Detection
    • 3.2.3 Chemical and Biological Detection
    • 3.2.4 Narcotics Detection
    • 3.2.5 Network Intrusion Detection
    • 3.2.6 Disease Control and Management
    • 3.2.7 People and Component Detection
    • 3.2.8 Fire detection
  • 3.3 Machine to Machine Interaction Technology and Products
    • 3.3.1 Cloud Access and Security Brokers (CASB)
    • 3.3.2 Endpoint Detection and Response Systems
    • 3.3.3 Intrusion Detection Systems
    • 3.3.4 Network Firewalls
    • 3.3.5 Malware Sandboxing
    • 3.3.6 Honeypots
    • 3.3.7 Security Information and Event Management System
    • 3.3.8 Threat Intelligence Platforms
    • 3.3.9 Use and Entity Behaviour Analytics
  • 3.4 Machine to Machine Interaction Application Analysis
    • 3.4.1 Unauthorized Identity and Access Detection
    • 3.4.2 Suspicious Behaviour Detection
    • 3.4.3 Malicious Activity Detection
    • 3.4.4 Enterprise Threat Detection
    • 3.4.5 Connected Threat and Attacks Detection
    • 3.4.6 Known Threat Intelligence Feeds
    • 3.4.7 Malware Code Detection
    • 3.4.8 RansomWare Detection
  • 3.5 Human-Machine Threat Detection Use Case Analysis
    • 3.5.1 Public Infrastructure Deployment
    • 3.5.2 Commercial Space Deployment
    • 3.5.3 Institutional Deployment
    • 3.5.4 Industrial Deployment
  • 3.6 Human-Machine Threat Detection across Industry Vertical
    • 3.6.1 Consumer Sector
    • 3.6.2 Enterprise Sector
    • 3.6.3 Industrial Sector
    • 3.6.4 Government Sector
  • 3.7 Infrastructure and People Monitoring
  • 3.8 Advanced Threat Monitoring and Response
  • 3.9 Cloud vs. On-Premise Deployment
  • 3.10 AI and Machine Learning Role
  • 3.11 Ethical AI
  • 3.12 Threat Visualization and Analytics
  • 3.13 Threats to IoT, Edge Computing, and 5G

4.0 Company Analysis

  • 4.1 3D Robotics
  • 4.2 Airbus
  • 4.3 Alert Logic
  • 4.4 Analogic Corporation
  • 4.5 Armor Defense
  • 4.6 AT&T Cybersecurity
  • 4.7 Axis Communication AB
  • 4.8 Barracuda Networks
  • 4.9 Blighter Surveillance Systems
  • 4.10 Broadcom (Blue Coat Systems)
  • 4.11 Boeing
  • 4.12 Chemimage Corporation
  • 4.13 Chemring Group
  • 4.14 Cisco Systems
  • 4.15 Darktrace
  • 4.16 Dell
  • 4.17 Drone Shield
  • 4.18 Elbit Systems
  • 4.19 Exabeam
  • 4.20 FireEye
  • 4.21 Flir Systems
  • 4.22 Forcepoint
  • 4.23 Fortinet
  • 4.24 Group IB
  • 4.25 General Electric
  • 4.26 Google
  • 4.27 Huawei Technologies
  • 4.28 IBM
  • 4.29 Intel
  • 4.30 Lockheed Martin Corporation
  • 4.31 McAfee
  • 4.32 Mirion Technologies
  • 4.33 Medtronic
  • 4.34 Microsoft Corporation
  • 4.35 Northrop Grumman
  • 4.36 Palo Alto Networks
  • 4.37 RAE Systems (Honeywell)
  • 4.38 Rapid7
  • 4.39 Rapiscan Systems
  • 4.40 Raytheon Technologies
  • 4.41 Safran
  • 4.42 Smiths Detection Group
  • 4.43 Thales Group
  • 4.44 Trend Micro
  • 4.45 Collins Aerospace
  • 4.46 WatchGuard

5.0 Market Analysis and Forecast 2021 - 2026

  • 5.1 Global Human Machine Threat Detection Market 2021 - 2026
  • 5.2 Global Human Machine Threat Detection Market by Segment 2021 - 2026
  • 5.3 Human to Machine Interaction Market 2021 - 2026
    • 5.3.1 Global Human to Machine Interaction Market for Threat Detection by Technology
    • 5.3.2 Global Human to Machine Interaction Market for Threat Detection by Solution
      • 5.3.2.1 Global Intrusion Detection Device Market by Product and System
      • 5.3.2.2 Global Screening and Management Machine Market by Product and System
      • 5.3.2.3 Global Security and Surveillance Robots Market by Product and System
      • 5.3.2.4 Global Disinfection and Disease Protection System Market by Product and System
      • 5.3.2.5 Global Handheld and Photosensitive Detection Device Market by Product and System
      • 5.3.2.6 Global Human to Machine Interaction Market for Threat Detection by Service
    • 5.3.3 Global Human to Machine Interaction Market for Threat Detection by Deployment Model
    • 5.3.4 Global Human to Machine Interaction Market for Threat Detection by Use Case
    • 5.3.5 Global Human to Machine Interaction Market for Threat Detection by Application
    • 5.3.6 Global Human to Machine Interaction Market for Threat Detection by Sector
    • 5.3.7 Global Human to Machine Interaction Market for Threat Detection by Industry Vertical
    • 5.3.8 Global Human to Machine Interaction Market for Threat Detection by Region
      • 5.3.8.1 North America Human to Machine Interaction Market for Threat Detection by Country
      • 5.3.8.2 Europe Human to Machine Interaction Market for Threat Detection by Country
      • 5.3.8.3 APAC Human to Machine Interaction Market for Threat Detection by Country
        • 5.3.8.3.1 SEA Human to Machine Interaction Market for Threat Detection by Country
      • 5.3.8.4 Latin America Human to Machine Interaction Market for Threat Detection by Country
      • 5.3.8.5 MEA Human to Machine Interaction Market for Threat Detection by Country
  • 5.4 Machine to Machine Interaction Market 2021 - 2026
    • 5.4.1 Global Machine to Machine Interaction Market for Threat Detection by Technology
    • 5.4.2 Global Machine to Machine Interaction Market for Threat Detection by Solution
      • 5.4.2.1 Global Machine to Machine Interaction Market for Threat Detection by Product and System
      • 5.4.2.2 Global Machine to Machine Interaction Market for Threat Detection by Service
    • 5.4.3 Global Machine to Machine Interaction Market for Threat Detection by Deployment Model
    • 5.4.4 Global Machine to Machine Interaction Market for Threat Detection by Use Case
    • 5.4.5 Global Machine to Machine Interaction Market for Threat Detection by Application
    • 5.4.6 Global Machine to Machine Interaction Market for Threat Detection by Sector
    • 5.4.7 Global Machine to Machine Interaction Market for Threat Detection by Industry Vertical
    • 5.4.8 Global Machine to Machine Interaction Market for Threat Detection by Region
      • 5.4.8.1 North America Machine to Machine Interaction Market for Threat Detection by Country
      • 5.4.8.2 Europe Machine to Machine Interaction Market for Threat Detection by Country
      • 5.4.8.3 APAC Machine to Machine Interaction Market for Threat Detection by Country
        • 5.4.8.3.1 SEA Machine to Machine Interaction Market for Threat Detection by Country
      • 5.4.8.4 Latin America Machine to Machine Interaction Market for Threat Detection by Country
      • 5.4.8.5 MEA Machine to Machine Interaction Market for Threat Detection by Country

6.0 Conclusions and Recommendations

Figures

  • Figure 1: Human-Machine Threat Detection Framework
  • Figure 2: Human as a Security Sensor Framework
  • Figure 3: IHaaSS Incident Model
  • Figure 4: Insider Threat Detection Framework
  • Figure 5: Intrusion Detection System Device
  • Figure 6: Accelerated memory Scanning System
  • Figure 7: Remote People Screening System
  • Figure 8: Baggage Screening System
  • Figure 9: Sneeze Guard System
  • Figure 10: Enterprise Preference on M2M Threat Detection Technology
  • Figure 11: Global Human Machine Threat Detection Market 2021 - 2026

Tables

  • Table 1: Threat Loss Cost Categories
  • Table 2: Manufacturing Cost Framework
  • Table 3: Global Human Machine Threat Detection Market by Segment 2021 - 2026
  • Table 4: Global Human to Machine Interaction Market for Threat Detection by Technology 2021 - 2026
  • Table 5: Global Human to Machine Interaction Market for Threat Detection by Solution 2021 - 2026
  • Table 6: Global Intrusion Detection Device Market by Product and System 2021 - 2026
  • Table 7: Global Screening and Management Machine Market by Product and System 2021 - 2026
  • Table 8: Global Security and Surveillance Robots Market by Product and System 2021 - 2026
  • Table 9: Global Disinfection and Disease Protection System Market by Product and System 2021 - 2026
  • Table 10: Global Handheld and Photosensitive Detection Device Market by Product and System 2021 - 2026
  • Table 11: Global Human to Machine Interaction Market for Threat Detection by Service 2021 - 2026
  • Table 12: Global Human to Machine Interaction Market for Threat Detection by Deployment Model 2021 - 2026
  • Table 13: Global Human to Machine Interaction Market for Threat Detection by Use Case 2021 - 2026
  • Table 14: Global Human to Machine Interaction Market for Threat Detection by Application 2021 - 2026
  • Table 15: Global Human to Machine Interaction Market for Threat Detection by Sector 2021 - 2026
  • Table 16: Global Human to Machine Interaction Market for Threat Detection by Industry Vertical 2021 - 2026
  • Table 17: Global Human to Machine Interaction Market for Threat Detection by Region 2021 - 2026
  • Table 18: North America Human to Machine Interaction Market for Threat Detection by Country 2021 - 2026
  • Table 19: Europe Human to Machine Interaction Market for Threat Detection by Country 2021 - 2026
  • Table 20: APAC Human to Machine Interaction Market for Threat Detection by Country 2021 - 2026
  • Table 21: SEA Human to Machine Interaction Market for Threat Detection by Country 2021 - 2026
  • Table 22: Latin America Human to Machine Interaction Market for Threat Detection by Country 2021 - 2026
  • Table 23: MEA Human to Machine Interaction Market for Threat Detection by Country 2021 - 2026
  • Table 24: Global Machine to Machine Interaction Market for Threat Detection by Technology 2021 - 2026
  • Table 25: Global Machine to Machine Interaction Market for Threat Detection by Solution 2021 - 2026
  • Table 26: Global Machine to Machine Interaction Market for Threat Detection by Product and System 2021 - 2026
  • Table 27: Global Machine to Machine Interaction Market for Threat Detection by Service 2021 - 2026
  • Table 28: Global Machine to Machine Interaction Market for Threat Detection by Deployment Model 2021 - 2026
  • Table 29: Global Machine to Machine Interaction Market for Threat Detection by Use Case 2021 - 2026
  • Table 30: Global Machine to Machine Interaction Market for Threat Detection by Application 2021 - 2026
  • Table 31: Global Machine to Machine Interaction Market for Threat Detection by Sector 2021 - 2026
  • Table 32: Global Machine to Machine Interaction Market for Threat Detection by Industry Vertical 2021 - 2026
  • Table 33: Global Machine to Machine Interaction Market for Threat Detection by Region 2021 - 2026
  • Table 34: North America Machine to Machine Interaction Market for Threat Detection by Country 2021 - 2026
  • Table 35: Europe Machine to Machine Interaction Market for Threat Detection by Country 2021 - 2026
  • Table 36: APAC Machine to Machine Interaction Market for Threat Detection by Country 2021 - 2026
  • Table 37: SEA Machine to Machine Interaction Market for Threat Detection by Country 2021 - 2026
  • Table 38: Latin America Machine to Machine Interaction Market for Threat Detection by Country 2021 - 2026
  • Table 39: MEA Machine to Machine Interaction Market for Threat Detection by Country 2021 - 2026
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