{"id":415561,"date":"2024-10-20T06:05:56","date_gmt":"2024-10-20T06:05:56","guid":{"rendered":"https:\/\/pdfstandards.shop\/product\/uncategorized\/bsi-pd-iso-iec-tr-240282020-2022\/"},"modified":"2024-10-26T11:20:19","modified_gmt":"2024-10-26T11:20:19","slug":"bsi-pd-iso-iec-tr-240282020-2022","status":"publish","type":"product","link":"https:\/\/pdfstandards.shop\/product\/publishers\/bsi\/bsi-pd-iso-iec-tr-240282020-2022\/","title":{"rendered":"BSI PD ISO\/IEC TR 24028:2020 2022"},"content":{"rendered":"

This document surveys topics related to trustworthiness in AI systems, including the following:<\/p>\n

    \n
  1. \n

    approaches to establish trust in AI systems through transparency, explainability, controllability, etc.;<\/p>\n<\/li>\n

  2. \n

    engineering pitfalls and typical associated threats and risks to AI systems, along with possible mitigation techniques and methods; and<\/p>\n<\/li>\n

  3. \n

    approaches to assess and achieve availability, resiliency, reliability, accuracy, safety, security and privacy of AI systems.<\/p>\n<\/li>\n<\/ol>\n

    The specification of levels of trustworthiness for AI systems is out of the scope of this document.<\/p>\n

    PDF Catalog<\/h4>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
    PDF Pages<\/th>\nPDF Title<\/th>\n<\/tr>\n
    2<\/td>\nNational foreword <\/td>\n<\/tr>\n
    7<\/td>\nForeword <\/td>\n<\/tr>\n
    8<\/td>\nIntroduction <\/td>\n<\/tr>\n
    9<\/td>\n1 Scope
    2 Normative references
    3 Terms and definitions <\/td>\n<\/tr>\n
    15<\/td>\n4 Overview
    5 Existing frameworks applicable to trustworthiness
    5.1 Background <\/td>\n<\/tr>\n
    16<\/td>\n5.2 Recognition of layers of trust
    5.3 Application of software and data quality standards <\/td>\n<\/tr>\n
    18<\/td>\n5.4 Application of risk management
    5.5 Hardware-assisted approaches <\/td>\n<\/tr>\n
    19<\/td>\n6 Stakeholders
    6.1 General concepts <\/td>\n<\/tr>\n
    20<\/td>\n6.2 Types
    6.3 Assets <\/td>\n<\/tr>\n
    21<\/td>\n6.4 Values
    7 Recognition of high-level concerns
    7.1 Responsibility, accountability and governance <\/td>\n<\/tr>\n
    22<\/td>\n7.2 Safety
    8 Vulnerabilities, threats and challenges
    8.1 General <\/td>\n<\/tr>\n
    23<\/td>\n8.2 AI specific security threats
    8.2.1 General
    8.2.2 Data poisoning
    8.2.3 Adversarial attacks <\/td>\n<\/tr>\n
    24<\/td>\n8.2.4 Model stealing
    8.2.5 Hardware-focused threats to confidentiality and integrity
    8.3 AI specific privacy threats
    8.3.1 General
    8.3.2 Data acquisition <\/td>\n<\/tr>\n
    25<\/td>\n8.3.3 Data pre-processing and modelling
    8.3.4 Model query
    8.4 Bias
    8.5 Unpredictability <\/td>\n<\/tr>\n
    26<\/td>\n8.6 Opaqueness
    8.7 Challenges related to the specification of AI systems <\/td>\n<\/tr>\n
    27<\/td>\n8.8 Challenges related to the implementation of AI systems
    8.8.1 Data acquisition and preparation
    8.8.2 Modelling <\/td>\n<\/tr>\n
    29<\/td>\n8.8.3 Model updates
    8.8.4 Software defects
    8.9 Challenges related to the use of AI systems
    8.9.1 Human-computer interaction (HCI) factors <\/td>\n<\/tr>\n
    30<\/td>\n8.9.2 Misapplication of AI systems that demonstrate realistic human behaviour
    8.10 System hardware faults <\/td>\n<\/tr>\n
    31<\/td>\n9 Mitigation measures
    9.1 General
    9.2 Transparency <\/td>\n<\/tr>\n
    32<\/td>\n9.3 Explainability
    9.3.1 General
    9.3.2 Aims of explanation
    9.3.3 Ex-ante vs ex-post explanation <\/td>\n<\/tr>\n
    33<\/td>\n9.3.4 Approaches to explainability
    9.3.5 Modes of ex-post explanation <\/td>\n<\/tr>\n
    34<\/td>\n9.3.6 Levels of explainability <\/td>\n<\/tr>\n
    35<\/td>\n9.3.7 Evaluation of the explanations
    9.4 Controllability
    9.4.1 General <\/td>\n<\/tr>\n
    36<\/td>\n9.4.2 Human-in-the-loop control points
    9.5 Strategies for reducing bias
    9.6 Privacy
    9.7 Reliability, resilience and robustness <\/td>\n<\/tr>\n
    37<\/td>\n9.8 Mitigating system hardware faults
    9.9 Functional safety <\/td>\n<\/tr>\n
    38<\/td>\n9.10 Testing and evaluation
    9.10.1 General
    9.10.2 Software validation and verification methods <\/td>\n<\/tr>\n
    40<\/td>\n9.10.3 Robustness considerations <\/td>\n<\/tr>\n
    41<\/td>\n9.10.4 Privacy-related considerations
    9.10.5 System predictability considerations <\/td>\n<\/tr>\n
    42<\/td>\n9.11 Use and applicability
    9.11.1 Compliance
    9.11.2 Managing expectations
    9.11.3 Product labelling
    9.11.4 Cognitive science research
    10 Conclusions <\/td>\n<\/tr>\n
    44<\/td>\nAnnex A (informative) Related work on societal issues <\/td>\n<\/tr>\n
    45<\/td>\nBibliography <\/td>\n<\/tr>\n<\/table>\n","protected":false},"excerpt":{"rendered":"

    Information technology. Artificial intelligence. Overview of trustworthiness in artificial intelligence<\/b><\/p>\n\n\n\n\n
    Published By<\/td>\nPublication Date<\/td>\nNumber of Pages<\/td>\n<\/tr>\n
    BSI<\/b><\/a><\/td>\n2022<\/td>\n52<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n","protected":false},"featured_media":415570,"template":"","meta":{"rank_math_lock_modified_date":false,"ep_exclude_from_search":false},"product_cat":[2641],"product_tag":[],"class_list":{"0":"post-415561","1":"product","2":"type-product","3":"status-publish","4":"has-post-thumbnail","6":"product_cat-bsi","8":"first","9":"instock","10":"sold-individually","11":"shipping-taxable","12":"purchasable","13":"product-type-simple"},"_links":{"self":[{"href":"https:\/\/pdfstandards.shop\/wp-json\/wp\/v2\/product\/415561","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/pdfstandards.shop\/wp-json\/wp\/v2\/product"}],"about":[{"href":"https:\/\/pdfstandards.shop\/wp-json\/wp\/v2\/types\/product"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/pdfstandards.shop\/wp-json\/wp\/v2\/media\/415570"}],"wp:attachment":[{"href":"https:\/\/pdfstandards.shop\/wp-json\/wp\/v2\/media?parent=415561"}],"wp:term":[{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/pdfstandards.shop\/wp-json\/wp\/v2\/product_cat?post=415561"},{"taxonomy":"product_tag","embeddable":true,"href":"https:\/\/pdfstandards.shop\/wp-json\/wp\/v2\/product_tag?post=415561"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}